{"meta":{"source":null,"classification":null,"min_confidence":null,"content_class":null,"exclude_content_class":null,"start_date":null,"end_date":null,"row_count":10000,"generated_at":"2026-08-17T20:14:21.434Z","license":{"dim_authored_fields":"CC BY 4.0","dim_authored_fields_url":"https://creativecommons.org/licenses/by/4.0/","dim_authored_fields_scope":"classification, confidence, bot_score, content_type tags, and any DIM-derived metadata are licensed CC BY 4.0","source_content_fields":"title, author, source_url, and original post/comment text remain under the copyright of the original author and the terms of the originating platform — NOT covered by CC BY 4.0","attribution":"Source: Dead Internet Monitor — deadinternetmonitor.com (CC BY 4.0)"}},"rows":[{"id":"86629900-48a6-4453-82c5-fc6a86a64f06","source":"stackoverflow","source_id":"so:31063146","content_type":"comment","title":null,"body_preview":"You want to convert text documents into vectors, where each feature corresponds to a word (or an n-gram, which is a series of n words), and the value for each feature is either the count of the word i","author":"Irmak Sirer","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31063146"},{"id":"6be48629-7f43-408a-a0e3-b802dfce5d39","source":"stackoverflow","source_id":"so:54800789","content_type":"comment","title":null,"body_preview":"Lightning Memory-Mapped Databases (LMDB) formats can be efficiently process as input data.\n\nWe create the native format  (lmdb) for training and validating the model.\n\nOnce the trained model converged","author":"Ratheesh A - Intel","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 Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54800789"},{"id":"83157a5d-9335-4686-8861-ed676a7f00bf","source":"stackoverflow","source_id":"so:58349462","content_type":"comment","title":null,"body_preview":"Certainly!  This is no different from returning the canonical top-5 choices from a CNN trained on ILSVRC-2012 (aka ImageNet).  Your model will suggest diagnoses in order of their likelihood of being c","author":"Prune","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58349462"},{"id":"2a73bcaf-6fe6-4d9b-ab4f-1741f78ac3e0","source":"stackoverflow","source_id":"so:79435055","content_type":"comment","title":null,"body_preview":"As of this writing, LightGBM does not have functionality like \"force at least 1 split on a given feature, but let LightGBM choose the threshold\".\n\nHowever, it is possible to force LightGBM to split on","author":"James Lamb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79435055"},{"id":"1df26fac-9247-4e64-ae63-63761e0b80c9","source":"stackoverflow","source_id":"so:79907948","content_type":"comment","title":null,"body_preview":"Your use case is actually a classic Human-in-the-Loop (HITL) decision support system, which is very suitable for ERP risk analysis. Instead of treating AI as a fully automated system, it is better to ","author":"huang47","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79907948"},{"id":"4bd84483-6423-4fc6-8483-f62e15bfcaf9","source":"stackoverflow","source_id":"so:79907966","content_type":"comment","title":null,"body_preview":"A practical approach is to store human feedback as labeled events and periodically update the model using mini-batch or incremental learning (e.g., partial_fit). To avoid drift, retrain a baseline mod","author":"agrivantage","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 Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79907966"},{"id":"eb05847c-05cc-4fc2-ad6e-af6aaa92f385","source":"stackoverflow","source_id":"so:79908190","content_type":"comment","title":null,"body_preview":"To make your ERP \"symbiotic,\" shift from batch training to Active Learning.\n\nThe Loop: Use the River library. It’s built for streaming data, allowing you to update the model per-click using partial_fi","author":"Chun Chih Chen","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79908190"},{"id":"da1c185e-8147-479b-879f-77af9fd1002d","source":"stackoverflow","source_id":"so:79927415","content_type":"comment","title":null,"body_preview":"You’re close, just don’t try to update the model on every single feedback. Store human corrections and update the model in small batches using partial_fit, then retrain a clean baseline regularly to a","author":"Satyam Ahuja","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79927415"},{"id":"79dc8f1f-cc5b-4663-b0d8-91121a37f986","source":"stackoverflow","source_id":"so:79993689","content_type":"comment","title":null,"body_preview":"Personally, I would recommend you to complete this course as quickly as possible. It's really not that long. Then take \"CS50's Introduction to Artificial Intelligence with Python\". It's more hands-on ","author":"Hassan Shehzad","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","personal_opinion_and_preference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79993689"},{"id":"b33a1883-f3e5-47fb-9bbc-31fce00569b5","source":"stackoverflow","source_id":"so:79993944","content_type":"comment","title":null,"body_preview":"I'm not sure if this question is AI or not.\n\nAnyway, assuming you are a real person, imbalanced datasets are a common problem in machine learning engineering. Many things in the real world follow some","author":"Ben Cravens","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_comprehensive","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79993944"},{"id":"a49640c4-f9c9-431c-9e9a-d5ade818da9b","source":"stackoverflow","source_id":"so:58587384","content_type":"comment","title":null,"body_preview":"In your implementation you either import the service\n\nimplementation.js\n\nimport ServiceToMock from './serviceToMock.js';\n\nimplementation.spec.js\n\n// import the already mocked service\nimport ServiceToM","author":"Teneff","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58587384"},{"id":"3b248a52-660a-440b-892a-4e8874d57690","source":"stackoverflow","source_id":"so:64168108","content_type":"comment","title":null,"body_preview":"Change this\n\nconst [visible, setVisibility] = useState();\n\nto this\n\nconst [visible, setVisible] = useState(true);\n\nas the official documentation here","author":"Stelios","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64168108"},{"id":"99532883-5a0e-43f9-880b-d4f30c1b3c1b","source":"stackoverflow","source_id":"so:64168041","content_type":"comment","title":null,"body_preview":"First, add a default value to your useState, either true or false depending on which icon you want to render first.\n\nThen, you should add a onClick method to your icon which will toggle the visibility","author":"Chandelier Axel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64168041"},{"id":"52a97fd6-37cf-4b3e-a220-6ac058d05151","source":"stackoverflow","source_id":"so:64203331","content_type":"comment","title":null,"body_preview":"The input width can be changed by creating a State variable.\n\nconst [inputWidth, setInputWidth] = useState(DEFAULT_INPUT_WIDTH);\n\nwhere\n\nconst DEFAULT_INPUT_WIDTH = 90;\n\ncan be set to any default valu","author":"Raisa A","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 Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64203331"},{"id":"ea9e6381-e896-4c54-8aa1-baad5dc49cde","source":"stackoverflow","source_id":"so:64227371","content_type":"comment","title":null,"body_preview":"Try adding styles inside getTdProps props of the ReactTable component.\n\n<ReactTable\n         columns={cData}\n         data={data}\n         getTdProps={(state, rowInfo, column) => ({\n              styl","author":"Gowtham Karnan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64227371"},{"id":"d9bc2369-d9d2-4444-a5d5-ca15553e4849","source":"stackoverflow","source_id":"so:64388415","content_type":"comment","title":null,"body_preview":"First, you are wrong with assigning style. you might want to pass background-color as object style.\n\ne.g.\n\n        return {\n            style: {\n                'background': rowInfo.original.customer","author":"ArtDev","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64388415"},{"id":"1d13fb9e-fe42-43eb-9579-85d06cb5e315","source":"stackoverflow","source_id":"so:60095478","content_type":"comment","title":null,"body_preview":"1-  If you want the mock to return different results on each call:\n\nUse mockReturnValueOnce\n\nmyMock\n  .mockReturnValueOnce(10)\n  .mockReturnValueOnce('x')\n  .mockReturnValue(true);\n\nwill return 10 on ","author":"klugjo","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60095478"},{"id":"b59b0805-7119-4d9c-a4c3-787a58c0dc44","source":"stackoverflow","source_id":"so:68183426","content_type":"comment","title":null,"body_preview":"The solution to this problem is : Tailwind-rn (as Mando replied)\n\nThanks to this packet it is possible to copy the entire tailwind code from react project and paste it as param of the function tailwin","author":"GabryLinux","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68183426"},{"id":"f28ca4b4-1283-45b6-976e-09cbe30dfdbb","source":"stackoverflow","source_id":"so:70933790","content_type":"comment","title":null,"body_preview":"How can we help SWC understand CSS (or mock CSS modules)? - SWC doesn't understand css natively, and neither did Babel. As you noted, when you were using Babel, the plugin styled-components took care ","author":"Tim","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70933790"},{"id":"bac5e191-7586-4edc-b95a-7df2c37e3b76","source":"stackoverflow","source_id":"so:70964676","content_type":"comment","title":null,"body_preview":"About absolute path\n\nYou already add baseUrl in the jsconfig.json file but didn't add the paths, you should modify your config file like mine:\n\n{\n  \"compilerOptions\": {\n    \"baseUrl\": \"./src\",\n    \"pa","author":"AmerllicA","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70964676"},{"id":"8ee7e189-95e2-43e8-b07f-0c60e17a038b","source":"stackoverflow","source_id":"so:71212298","content_type":"comment","title":null,"body_preview":"I was able to solve all issues without writing any plugins. I pushed the solution to my example repo from the question.\n\nFirstly, use the official SWC project's register. This means, you have to compi","author":"J. Hesters","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71212298"},{"id":"7df3ccbd-214e-43a3-9041-d77c7a983607","source":"stackoverflow","source_id":"so:71261997","content_type":"comment","title":null,"body_preview":"See https://www.google.com/nonprofits/offerings/google-earth-and-maps/ for non-profit organizations.","author":"Justin Poehnelt","classification":"human_created","confidence":0.7,"indicators":["link_sharing","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71261997"},{"id":"21edd8f3-5628-4c69-b53a-4ae20210fb72","source":"stackoverflow","source_id":"so:72260673","content_type":"comment","title":null,"body_preview":"This is a very specific scenario that has a very specific solution.\n\nIn a more general case (that you really want to extract the vanilla css of any HTML file using tailwindcss), there is a quick tutor","author":"mbastidasluis","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72260673"},{"id":"54172c89-8b9f-438e-8e54-998ccdc63657","source":"stackoverflow","source_id":"so:74795738","content_type":"comment","title":null,"body_preview":"Look into your project directory where you initialized node app.js. The issue is that you're not in the project directory where this file exists. Go into the project directory and launch your node app","author":"Ogundele Olumide","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74795738"},{"id":"68d226b6-b2ed-47e6-ac94-b89bbcfe404c","source":"stackoverflow","source_id":"so:75283457","content_type":"comment","title":null,"body_preview":"This error usually occurs when you're not in the right folder. Here you're in C:\\Program Files\\nodejs\\node_modules\\npm and you're trying to run your file App.js which is stored elsewhere on your compu","author":"tem","classification":"ai_generated","confidence":0.85,"indicators":["uniform_paragraph_rhythm","template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75283457"},{"id":"100b07f6-75a0-4f3d-b258-5ea68af8f055","source":"stackoverflow","source_id":"so:75862692","content_type":"comment","title":null,"body_preview":"I think the error is caused by the node_modules directory. In my case, I tried npm install with an old version of node(nodev12) for an app using nodev18. After I deleted nodev12, I also removed the no","author":"Hanzo Hasashi","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75862692"},{"id":"5d3268c7-7f53-4906-8acb-8e9e71eb175b","source":"stackoverflow","source_id":"so:76769961","content_type":"comment","title":null,"body_preview":"This is how we can  mock the same function twice with different arguments:\n\nImport the Axios:\n\nimport axios from 'axios';\njest.mock('axios');\nconst mockedAxios = axios as jest.Mocked<typeof axios>;\n\nU","author":"Shubham Verma","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76769961"},{"id":"d81bb2aa-cb00-45fd-9bd7-5ea682f202fa","source":"stackoverflow","source_id":"so:77504212","content_type":"comment","title":null,"body_preview":"Building on @klugjo's answer, there is a way to return different mocks for the same module/function depending on the parameters passed without using any external libraries like jest-when.\n\nFor example","author":"oost","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77504212"},{"id":"7b566068-a219-4d85-99b7-74dca3048134","source":"stackoverflow","source_id":"so:78145264","content_type":"comment","title":null,"body_preview":"It seems you are using the hooks outside a component. Hooks must be used within components. Try to fix this and see the result","author":"Ezekolo","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","absence_of_personality","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78145264"},{"id":"c5466f6e-f722-4c1a-802d-ba43c4df2dd9","source":"stackoverflow","source_id":"so:78428896","content_type":"comment","title":null,"body_preview":"you need to create the file with name: \"jsconfig.json\" instead of \"tsconfig.json\".\n\nAdditionally you to need to ensure that \"tsx\" flag is set to false, since you will be using javascript. Source shadc","author":"Rakesh Sahu","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78428896"},{"id":"8b70525d-c953-4584-820d-647ff97cba9e","source":"stackoverflow","source_id":"so:78439113","content_type":"comment","title":null,"body_preview":"Error identification\n\nAs per the documentation on class groups configuration:\n\nThe library uses a concept of class groups which is an array of Tailwind classes which all modify the same CSS property. ","author":"Wongjn","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78439113"},{"id":"f27842d1-4117-4674-9126-efe41caaaa2d","source":"stackoverflow","source_id":"so:78629048","content_type":"comment","title":null,"body_preview":"You can use TextField:\n\n<TableCell align=\"right\">\n    <TextField multiline defaultValue={row.calories} />\n</TableCell>","author":"Zahra Hamidi","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78629048"},{"id":"e0ae3239-e11d-4b01-8b3b-d29506e7cc3f","source":"stackoverflow","source_id":"so:78958504","content_type":"comment","title":null,"body_preview":"create jsconfig.json in root folder and paste the below content\n\n{\n  \"compilerOptions\": {\n    \"baseUrl\": \".\",\n    \"paths\": {\n      \"@/*\": [\"./src/*\"]\n    }\n  }\n}\n\nupdate vite.config.js with below cont","author":"Ganesh Danuri","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78958504"},{"id":"e4fb1053-ee28-4369-9cb5-cb1a1062d7dd","source":"stackoverflow","source_id":"so:79021557","content_type":"comment","title":null,"body_preview":"create jsconfig.json in root folder and paste the below content\n\n{\n  \"compilerOptions\": {\n    \"baseUrl\": \".\",\n    \"paths\": {\n      \"@/*\": [\"./src/*\"]\n    }\n  }\n}\n\nupdate vite.config.js with below cont","author":"mr.kashyap sandesh","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79021557"},{"id":"c903c7ea-d633-4ee8-865d-4917d9b5f187","source":"stackoverflow","source_id":"so:79470690","content_type":"comment","title":null,"body_preview":"In your AWS Console > Amplify, select your app, select Hosting > Rewrites and redirects. If there is a redirect for <*> to /index.html with type 400, that is the issue.\n\nFor non-SPAs change the type t","author":"rw_","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79470690"},{"id":"1fc5fd6b-bb28-4045-9632-3a0288e838ca","source":"stackoverflow","source_id":"so:79493315","content_type":"comment","title":null,"body_preview":"Consider reading the docs on How to customize:\n\nOverriding nested component styles\n\nTo customize a specific part of a component, you can use the class\nname provided by Material UI inside the sx prop..","author":"vzsoares","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79493315"},{"id":"cecd1895-9af9-4c4b-98f7-afa000bf130c","source":"stackoverflow","source_id":"so:79532500","content_type":"comment","title":null,"body_preview":"The actual reason could be that you are using wrong cd path(letter casing),\n\nwrong: cd example\ncd frontend\n\nright: cd example\ncd Frontend\n\nWorked for me","author":"Vasyan Chirikov","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79532500"},{"id":"ddbb6c5f-9f42-4100-985f-778846707367","source":"stackoverflow","source_id":"so:79628254","content_type":"comment","title":null,"body_preview":"if i get it right\nfor this issues you must install @types of the package or just manually declare module of the path that can't resolve by typescript\nfor your problem\ntry:\n\nnpm install @types/prop-typ","author":"seyyed mohammad javad hashemia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79628254"},{"id":"9eecd91e-4af4-40be-b7df-3dd765bd6182","source":"stackoverflow","source_id":"so:79657571","content_type":"comment","title":null,"body_preview":"You are having an async issue, probably because React didn't update readOnly in time before  the focus() call was executed.\n\nYou can use a callback or use useEffect to focus after readOnly is updated\n","author":"Hieu Bosco","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","polished_first_draft","missing_platform_voice","synthetic_empathy"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79657571"},{"id":"1fa4f16d-ebdf-433e-acf2-c16cd3b3b523","source":"stackoverflow","source_id":"so:79657726","content_type":"comment","title":null,"body_preview":"An alternative to using the focus() method (really annoying, I can see) could be to use the setSelectionRange() method. Either use the first position (setSelectionRange(0, 0)) where the cursor is plac","author":"chrwahl","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79657726"},{"id":"47096514-18d3-4c13-a858-24dc506afac0","source":"stackoverflow","source_id":"so:79883118","content_type":"comment","title":null,"body_preview":"Encrypt. DynamoDB has an encryption feature that encrypts your data at rest. I might also suggest that 2nd graders use pins instead of passwords, for those who recall \"lunch numbers\".","author":"Thomas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883118"},{"id":"5bad326e-03d2-44b7-9b49-dc754fc89c50","source":"stackoverflow","source_id":"so:79883124","content_type":"comment","title":null,"body_preview":"I'm not actually convinced that it is necessary to display current username and passwords to the teacher. Allowing the teacher to perform a password reset on behalf of the students should suffice.\n\nIf","author":"apokryfos","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","niche_expertise"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883124"},{"id":"032eb770-b649-4e64-9c6f-2c4713561b38","source":"stackoverflow","source_id":"so:79883132","content_type":"comment","title":null,"body_preview":"I'm not excited about it either, but the playtest sessions are only about 10 or 15 mins for a session with 40 kid classrooms, so manual password resets every day for every kid who forgets is either go","author":"DogParty","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","technical_problem_solving"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883132"},{"id":"3a3c51f4-3a7b-4f96-8e5d-cd542c191504","source":"stackoverflow","source_id":"so:79883135","content_type":"comment","title":null,"body_preview":"Don't. The instant you do this, you lose non-repudiability, i.e. you cannot precisely attribute the actions on the pupil's account to the pupil, as the teacher could have done it. This has very import","author":"user207421","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.20262579109858023,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883135"},{"id":"d8f08924-3f06-481c-92e5-a2a5661b6d84","source":"stackoverflow","source_id":"so:79883143","content_type":"comment","title":null,"body_preview":"Reminds me of this story from a while back: https://serverfault.com/questions/293217/our-security-auditor-is-an-idiot-how-do-i-give-him-the-information-he-wants","author":"Daniel A. White","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883143"},{"id":"27ecb70c-bd2e-4af6-9798-028b213b5858","source":"stackoverflow","source_id":"so:79883144","content_type":"comment","title":null,"body_preview":"I don't think this applies as we are not the school, we are a university grant that is working with schools to help at risk kids catch up. Failure or success in the reading game has no bearing on the ","author":"DogParty","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883144"},{"id":"fb7ac039-709d-45e1-ac85-a051400fc2c8","source":"stackoverflow","source_id":"so:79883119","content_type":"comment","title":null,"body_preview":"Yeah this was my intuition about storing them, however the follow up here is: How do I provide them securely to the frontend and decrypt there? The frontend now needs access to the private key somehow","author":"DogParty","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883119"},{"id":"33e978cc-7232-4c9d-8bba-777ce243e1a7","source":"stackoverflow","source_id":"so:79883163","content_type":"comment","title":null,"body_preview":"Don't.  Since a student who forgets a password will need to go to the teacher in any case, just give the teacher reset capability for student passwords.  There's no need to display the passwords or ha","author":"Chris Dodd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883163"},{"id":"29b076bf-f828-49bc-9ce3-a39130e55106","source":"stackoverflow","source_id":"so:79883171","content_type":"comment","title":null,"body_preview":"I understand your point here, but how will accounts in your proposed system be distributed to students. There is a whole classroom of kids to give these teacher made accounts out to. Is it really more","author":"DogParty","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883171"},{"id":"631e0f15-e21a-4d78-b3e4-69dc102111cd","source":"stackoverflow","source_id":"so:79883170","content_type":"comment","title":null,"body_preview":"[To meet security/privacy AND legal requirements in many countries] Instead of allowing the teacher to know the pw of the students, including the moment when he/she re-sets the students' pw: (1) amend","author":"Ken Lee","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","over_qualification"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883170"},{"id":"d17408a7-23eb-4bc7-ab4b-6a0421aa767c","source":"stackoverflow","source_id":"so:79883818","content_type":"comment","title":null,"body_preview":"Encrypted at rest is not sufficient. I'm talking about encrypted in transit as well with the decryption happening on demand with a key from a key store (KMS is a potential solution but you can probabl","author":"apokryfos","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79883818"},{"id":"08f887c0-e4e5-483e-b354-98ca7310e458","source":"stackoverflow","source_id":"so:76694358","content_type":"comment","title":null,"body_preview":"import { Button } from \"@/components/ui/button\"\n\nThis import line should work.","author":"David Medrano","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76694358"},{"id":"e94da9df-78a4-4a2f-955a-e292726769a8","source":"stackoverflow","source_id":"so:79992147","content_type":"comment","title":null,"body_preview":"You don't necessarily need Google Maps for this, especially if the project has a very limited budget.\n\nIf you only need to convert an event address into latitude/longitude, you can use a geocoding ser","author":"Faizan Khan","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79992147"},{"id":"6c2000a2-6ae5-43da-b944-6f5d9a5f28b2","source":"stackoverflow","source_id":"so:79993429","content_type":"comment","title":null,"body_preview":"you should try group images into rows first before calculate the height\n\nKeep adding images to the current row until adding the next image would make the row height fall below your desired minimum.\n\nf","author":"Kokwei325","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":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79993429"},{"id":"35575087-1995-4c04-89fb-57d298d64aa5","source":"stackoverflow","source_id":"so:79993646","content_type":"comment","title":null,"body_preview":"You can use Jest's mockFn.mockImplementation(fn) (https://jestjs.io/docs/mock-function-api#mockfnmockimplementationfn).\n\nYou can do whatever you need to, read the incoming parameters and return approp","author":"toddles_fp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79993646"},{"id":"44c523be-3312-40aa-ab6b-c8e053e706fd","source":"stackoverflow","source_id":"so:79993728","content_type":"comment","title":null,"body_preview":"It looks like a stale closure issue. The popup stores subscriptionArea when it’s created, so later state changes won’t update it. Have you tried storing the component/state as data and rendering it in","author":"Robin Jhon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79993728"},{"id":"b797bcff-5718-46ea-9241-639c4d097cde","source":"stackoverflow","source_id":"so:79597595","content_type":"comment","title":null,"body_preview":"Make sure you have installed prop-types:\nhttps://www.npmjs.com/package/@types/prop-types","author":"Ulrich Beck","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79597595"},{"id":"f8ad24a9-628c-49e5-95da-cdd72595e238","source":"stackoverflow","source_id":"so:79493247","content_type":"comment","title":null,"body_preview":"I found a workaround using Box and setting the color on LinearProgress to inherit:\n\nimport { Box, LinearProgress } from '@mui/material';\n\nexport default function ProgressBar() {\n  return (\n    <Box co","author":"Renan Elfo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79493247"},{"id":"75424b75-6990-49d7-907a-de3b9427c114","source":"stackoverflow","source_id":"so:79005579","content_type":"comment","title":null,"body_preview":"I have solved this error by using this workaround:\nisDynamicServerError. I have copied the solution from this post :\nDynamic server usage: Page couldn't be rendered statically because it used `nextUrl","author":"Zain","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","human_indicators_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79005579"},{"id":"47bca239-9601-4d0b-ac68-dbab58bff395","source":"stackoverflow","source_id":"so:79691824","content_type":"comment","title":null,"body_preview":"Update: I just went with .select() since it worked and using focus seems to be inconsistent across browsers.\n\nHere's how my return component looks like now:\n\n    return (\n      <ReactTextareaAutosize\n","author":"Harsh k","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79691824"},{"id":"09a18dd7-3631-49ad-b92c-d71531993719","source":"stackoverflow","source_id":"so:79478197","content_type":"comment","title":null,"body_preview":"TypeScript is the recommended way but they provide components in JavaScript version too which you can use by:\n\ncreate jsconfig.json in root folder instead of tsconfig.json and paste the below content:","author":"Nikhil Nishad","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","absence_of_personality","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79478197"},{"id":"904e3f11-cc3b-4b0c-a8c9-151833801cad","source":"stackoverflow","source_id":"so:79995330","content_type":"comment","title":null,"body_preview":"@Dog This is quite a late feedback, but… what's the practical difference between showing the existing password and resetting it?\n\nStudent goes to teacher.\n\nTeacher pulls up student details.\n\nTeacher p","author":"deceze","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995330"},{"id":"14d147ed-a469-4e4e-9487-ee9c31b73a39","source":"stackoverflow","source_id":"so:72767728","content_type":"comment","title":null,"body_preview":"From the PhishTank Wikipedia page:\n\nIn 2020, because of flagrant abuse of the Phishtank system, \"new user\" registration was removed, and will remain off for the foreseeable future.","author":"Jendro","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","platform_context_appropriateness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72767728"},{"id":"6b7453b3-1ca9-418c-a1d3-433c0f96f27d","source":"stackoverflow","source_id":"so:79995295","content_type":"comment","title":null,"body_preview":"I experienced the same problem as you describe in version v0.11.0 of Open WebUI (which is why I found this question).\n\nFor me the solution was hidden behind a confusing UI.\n\nThe \"Admin Settings\" are m","author":"Jacob","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995295"},{"id":"49c13783-1065-4afb-91c9-09b8d8873d4e","source":"stackoverflow","source_id":"so:422198","content_type":"comment","title":null,"body_preview":"This question doesn't have an elegant answer, in my opinion.  The options are callable objects, default values, and attribute hacks.  Callable objects are the right answer, but they bring in a lot of ","author":"Nick","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/422198"},{"id":"544ea2ff-b18e-4dc5-9671-8268795a8f22","source":"stackoverflow","source_id":"so:422756","content_type":"comment","title":null,"body_preview":"Personally, I like the idea of the global statement.  It doesn't introduce a global variable but states that a local identifier actually refers to one in the global namespace.\n\nd = dict()\nl = list()\nd","author":"Alex R","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","technical_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/422756"},{"id":"79461837-3e94-4a05-8326-ce9eb7fab831","source":"stackoverflow","source_id":"so:419389","content_type":"comment","title":null,"body_preview":"You could use a static variable:\n\ndef foo(k, v):\n  foo.a[k] = v\nfoo.a = {'a': 1, 'b': 2, 'c': 3}\n\nfoo('a', 100)\nfoo('b', 200)\n\nprint foo.a","author":"too much php","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/419389"},{"id":"1511ba55-6e54-4041-b516-11c762536005","source":"stackoverflow","source_id":"so:8789025","content_type":"comment","title":null,"body_preview":"Since I have been doing a bit of research in that field lately (Jan, '12), the most promising client is actually : WebSocket for Python. It support a normal socket that you can call like this :\n\nws = ","author":"kiddouk","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","niche_expertise","imperfect_expression","absence_of_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/8789025"},{"id":"96789257-c761-4a65-a922-e39b8b50b0eb","source":"stackoverflow","source_id":"so:8914144","content_type":"comment","title":null,"body_preview":"Autobahn has a good websocket client implementation for Python as well as some good examples.  I tested the following with a Tornado WebSocket server and it worked.\n\nfrom twisted.internet import react","author":"chrisallick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","code_example","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/8914144"},{"id":"f7b032d1-b8fd-43e2-8c4b-f3a3fca80ae2","source":"stackoverflow","source_id":"so:4595150","content_type":"comment","title":null,"body_preview":"Take a look at the echo client under http://code.google.com/p/pywebsocket/ It's a Google project.\n\nA good search in github is: https://github.com/search?type=Everything&language=python&q=websocket&rep","author":"sw.","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/4595150"},{"id":"42984932-264a-415e-8a26-132ccb487ff6","source":"stackoverflow","source_id":"so:23030028","content_type":"comment","title":null,"body_preview":"You are overcomplicating things. Just do what you were doing as (I suppose you could convert it to how you are showing it with tuple(my_list) but it is unnecessary):\n\nreturn my_list\n\nThis is all you n","author":"anon582847382","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/23030028"},{"id":"d73a96be-f7a2-48c3-a6d9-2c9b88cc721b","source":"stackoverflow","source_id":"so:35232809","content_type":"comment","title":null,"body_preview":"You can look at this: socketIO-client\n\nAs an example,\n\nfrom socketIO_client import SocketIO\n\nsocketIO = SocketIO('localhost', 8000)","author":"mbtamuli","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35232809"},{"id":"563e7332-7ffe-429f-b72a-efd421d76623","source":"stackoverflow","source_id":"so:36743577","content_type":"comment","title":null,"body_preview":"Making a sum costs like an iteration, you have to make it only once and ajust the sum. You can for instance start from the center of the list :\n\ndef test_list(lst):\n    i = len(lst)/2\n    sumleft = su","author":"Vince","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36743577"},{"id":"f9996fd3-0891-4c8f-9443-77aeb7880f3e","source":"stackoverflow","source_id":"so:45064000","content_type":"comment","title":null,"body_preview":"Maybe enough set rule for Flask app.\nFor example:\n\nsudo chmod 710 /var/www/flask_app \nsudo chown -R nginx: /var/www/flask_app","author":"ArtEm","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45064000"},{"id":"e5f27579-75a4-4dda-914c-ae3365fad861","source":"stackoverflow","source_id":"so:36744985","content_type":"comment","title":null,"body_preview":"I could improve the code by not doing the sum on every iteration and it worked:\n\nfor turn in range(int(input())):\n      lst_size = int(input())\n\n      has_equal = False\n\n      lst = list(map(int, inpu","author":"Tiago Framesqui","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36744985"},{"id":"81007dd4-9307-41ab-ad3c-64b0cafceade","source":"stackoverflow","source_id":"so:47563923","content_type":"comment","title":null,"body_preview":"You just need to use the url from the JS client, possibly without the sid:\n\nws = create_connection(\"ws://example.com:1000/socket.io/?EIO=3&transport=websocket\")\n\nFrom my personal experience I didn't h","author":"kluu","classification":"human_created","confidence":0.7,"indicators":["personal_experience","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47563923"},{"id":"a9b05606-5580-456a-9c80-72fdf581b20e","source":"stackoverflow","source_id":"so:47700964","content_type":"comment","title":null,"body_preview":"At present, dependency parsing and tagging in SpaCy appears to be implemented only at the word level, and not at the phrase (other than noun phrase) or clause level. This means SpaCy can be used to id","author":"rebeccabilbro","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47700964"},{"id":"2774fffa-a692-4b56-a586-f2db9238bf1d","source":"stackoverflow","source_id":"so:48143824","content_type":"comment","title":null,"body_preview":"Just a quick tip about getting the detail meaning of the short forms. You can use explain method like following:\n\nspacy.explain('pobj')\n\nwhich will give you output like:\n\n'object of preposition'","author":"Nuhil Mehdy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48143824"},{"id":"1664f543-c724-4597-866f-e3a3ea1f9de5","source":"stackoverflow","source_id":"so:50012837","content_type":"comment","title":null,"body_preview":"Assuming your dataset is called df, and that you are performing the scaling for the (i)th column, it has to look something like this: \n\ndf[list(df)[i]] = min_max_scaler.fit_transform(df[list(df) \n[i]]","author":"Saurabh Rao","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50012837"},{"id":"ae7adcef-753c-45b4-a0ff-46e79bca8afa","source":"stackoverflow","source_id":"so:52057531","content_type":"comment","title":null,"body_preview":"The official documentation now provides much more details for all those annotations at https://spacy.io/api/annotation (and the list of other attributes for tokens can be found at https://spacy.io/api","author":"Silveri","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52057531"},{"id":"70a445b9-3933-4a7e-a804-948a091aef75","source":"stackoverflow","source_id":"so:54619584","content_type":"comment","title":null,"body_preview":"Try using cv.HISTCMP_CORREL instead of CV_COMP_CORREL in the \nCompareHist method like cv.CompareHist(des1[0], des2[0], CV_HISTCMP_CORREL). It was renamed in the newer versions.\n\nRefer to this post for","author":"Vardan Agarwal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54619584"},{"id":"3714c713-45bd-4c2f-ad31-91ca5a7480b5","source":"stackoverflow","source_id":"so:54907572","content_type":"comment","title":null,"body_preview":"Within ~/.pip, there is a pip.conf file.\n\n My weird user was written down there under a [global] tag, I guess that made the index look up this repository on top of the standard python repository.\n\n De","author":"Leviathan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54907572"},{"id":"2ec99740-c41b-4f88-9c29-22291f6be10f","source":"stackoverflow","source_id":"so:56371093","content_type":"comment","title":null,"body_preview":"the following works for me.\n\nscaler2 = MinMaxScaler()\nscaler2.min_, scaler2.scale_ = scaler.min_[0], scaler.scale_[0]\n\nyhat_inverse = scaler2.inverse_transform(yhat)\ntestY_inverse = scaler2.inverse_tr","author":"abdallah diouane","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56371093"},{"id":"6e19f8ff-2e53-49ec-b447-8bb652757300","source":"stackoverflow","source_id":"so:54737207","content_type":"comment","title":null,"body_preview":"I figured it out and thought this might be useful for someone else. I made some changes to the previous code. I also realized that cv2 has selectROIs method which can be useful if someone wants to sel","author":"Miranda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary","specific_details"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54737207"},{"id":"9329d585-33bc-44ae-8bdc-b7c4991099c1","source":"stackoverflow","source_id":"so:59145754","content_type":"comment","title":null,"body_preview":"Pyinstaller doesn't seem to be picking up dlib for some reason. When you construct your binary on the command line, try explicitly adding dlib to the bundle using the following flag pyinstaller --hidd","author":"CognizantApe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59145754"},{"id":"ff57c244-c076-428c-b4a5-e2de04a10265","source":"stackoverflow","source_id":"so:59169188","content_type":"comment","title":null,"body_preview":"The problem might also be in the environmental variable , can you check the %PATH% in the machine where you have executed the file. Multiple python versions and its configured correctly in the PATH.\n\n","author":"redhatvicky","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59169188"},{"id":"98104e47-00eb-4d1d-9285-16d9afd6ac9d","source":"stackoverflow","source_id":"so:40288324","content_type":"comment","title":null,"body_preview":"tl;dr answer\n\nJust expand the lists at:\n\nhttps://spacy.io/api/annotation#pos-tagging (POS tags) and\n\nhttps://spacy.io/api/annotation#dependency-parsing (dependency tags)\n\nLonger answer\n\nThe docs have ","author":"Mark Amery","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","specific_human_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/40288324"},{"id":"161430be-e09d-4006-953f-4d7496b63147","source":"stackoverflow","source_id":"so:60283488","content_type":"comment","title":null,"body_preview":"If you don't want to mess around with a config file, you can modify the behaviour of a notebook ad hoc by calling the IPython.core.display function. Then add the CSS suggested by @atevm:\n\nfrom IPython","author":"Steve Bond","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60283488"},{"id":"fd39ab60-0a1b-4a22-bde8-da888ff43284","source":"stackoverflow","source_id":"so:61972154","content_type":"comment","title":null,"body_preview":"If you are only interested in the \"Shopping\" column, try to create a .xlsx or .csv file containing the data from only the \"Shopping\"column. \n\nThis way you could import this data and make use of pandas","author":"Ammanuel","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 Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61972154"},{"id":"54118d67-1a9d-4502-bc4b-c37677fa5c9c","source":"stackoverflow","source_id":"so:63476260","content_type":"comment","title":null,"body_preview":"You can use an html magic command. Check the CSS selector is correct, by inspecting the output cell, then edit the below accordingly.\n\n%%html\n<style>\ndiv.output_area pre {\n    white-space: pre;\n}\n</st","author":"Luis Meraz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63476260"},{"id":"67069427-af78-4ffb-a0e3-3a9b25c4044a","source":"stackoverflow","source_id":"so:63499796","content_type":"comment","title":null,"body_preview":"The following code would work fine for Python, I found it here\n\nimport logging\nimport argparse\n\nfrom boto3 import Session\nimport requests\n\nlogging.basicConfig()\nlogger = logging.getLogger(__name__)\nlo","author":"Mohsin Ashraf","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63499796"},{"id":"a2ed4740-c0f8-4daa-a227-90f74eb21218","source":"stackoverflow","source_id":"so:64207566","content_type":"comment","title":null,"body_preview":"You could try adding a cookie file as some videos are age restricted. Use this plugin Chrome plugin Cookie.txt to download your cookies in a txt file then use these --cookies /path/to/cookies/file.txt","author":"HugoBraga","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64207566"},{"id":"a1f9f6bc-9237-4bc1-9271-5fa28b9784fb","source":"stackoverflow","source_id":"so:64299289","content_type":"comment","title":null,"body_preview":"Since you want to sort by frequency descending but then alphabetically in order, you can't use reverse=True as that will sort the words in descending order too. Instead you can sort on -x[1] to sort t","author":"Nick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64299289"},{"id":"7837e23e-8543-4682-a0a1-d61d3b213401","source":"stackoverflow","source_id":"so:65390653","content_type":"comment","title":null,"body_preview":"If you are using youtube-dl command line on MacOsx update using this command :\n\nsudo youtube-dl --update","author":"Abderrazzak Nejeoui","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65390653"},{"id":"56ee21e0-2824-41dc-9562-0ac61b4460fa","source":"stackoverflow","source_id":"so:65464596","content_type":"comment","title":null,"body_preview":"I had the same error on Ubuntu 20.04.\nI solved it by updating youtube-dl by downloading a .deb from:\nhttps://packages.debian.org/sid/all/youtube-dl/download\n\nThough you can also get the update on yout","author":"Andr&#233;s Heras","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65464596"},{"id":"ca3e1310-f558-4fb4-a1c3-a880abf7829b","source":"stackoverflow","source_id":"so:65849185","content_type":"comment","title":null,"body_preview":"If you have pip installed you can use it to update youtube-dl\nthat helped me.\n\nsudo pip install --upgrade youtube_dl","author":"Hamza","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65849185"},{"id":"895e08fc-415b-43fe-82fe-ed902b5a5474","source":"stackoverflow","source_id":"so:66092779","content_type":"comment","title":null,"body_preview":"The only thing that worked for me on Ubuntu was to install using the Debian package / .deb file:\n\nwget http://ftp.de.debian.org/debian/pool/main/y/youtube-dl/youtube-dl_2021.02.04.1-1_all.deb\nsudo apt","author":"HotDogCannon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66092779"},{"id":"4797fdac-0b2c-48e3-a22b-b22b0f2f86fd","source":"stackoverflow","source_id":"so:65230976","content_type":"comment","title":null,"body_preview":"Updating youtube-dl helped me. Depending on the way you installed it, here are the commands:\n\nyoutube-dl --update (self-update)\n\npip install -U youtube-dl (via python)\n\nbrew upgrade youtube-dl (macOS ","author":"Manoj D Bhat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65230976"},{"id":"c7323de5-62d3-4455-b5ca-edf0cb6a31fa","source":"stackoverflow","source_id":"so:67728730","content_type":"comment","title":null,"body_preview":"It says there No distributions at all found for pip==9.0.3.\n\nSo just install the latest version (you have no disadvantages from pip 21.1.2).\n\nDo python -m pip install --upgrade pip and everything shou","author":"rowBee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67728730"},{"id":"592a5c08-6f38-4a36-a80c-2cf7706c2654","source":"stackoverflow","source_id":"so:68149865","content_type":"comment","title":null,"body_preview":"User Nuno Mariz commented\n\nThe support for Python 3.9 will be added in the upcoming Connector/Python 8.0.24 that will be released soon. Nonetheless Connector/Python 8.0.22/23 works with Python 3.9, on","author":"snakecharmerb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68149865"},{"id":"2d0f0a84-5d07-446d-aa3d-04c003b97690","source":"stackoverflow","source_id":"so:68216078","content_type":"comment","title":null,"body_preview":"Maybe You should try the \"cv2.selectROIs\" function before the \"while cap.isOpened():\" loop, without loop, because it looks like \"cv2.selectROIs\" function works as loop itself, while you are selecting ","author":"Ilvis Faulbaums","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68216078"},{"id":"fbf4d25f-2062-44e7-8ffd-5cf2c74fb3ab","source":"stackoverflow","source_id":"so:34724828","content_type":"comment","title":null,"body_preview":"It is because your code didn't find that video. Either make sure your video is in the same directory as your source code or give it an absolute path.\n\nFor working with paths, its better to use a dedic","author":"Sarvesh Thakur","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","list_heavy_advice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34724828"},{"id":"2f3c0185-0def-43b9-821c-d023922a2c61","source":"stackoverflow","source_id":"so:67488403","content_type":"comment","title":null,"body_preview":"Numpy uses rows/cols (AKA y/x) vs OpenCV which uses x/y.  When you do the print, you are using numpy, so print(img[cX,cY]) needs to become print(img[cY,cX])\n\nA good example of this common confusion ca","author":"VoteCoffee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67488403"},{"id":"88e93f34-5375-4c26-a333-ada18f336a96","source":"stackoverflow","source_id":"so:68915321","content_type":"comment","title":null,"body_preview":"The youtube-dl package is using python code and it's looking for the correct python version to run. If you have python3 then enter:\n\nsudo sed -i '1s/python/python3/' /usr/local/bin/youtube-dl","author":"outerSpace","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68915321"},{"id":"788eab99-09e1-4185-98b5-80c86a1eb735","source":"stackoverflow","source_id":"so:68988174","content_type":"comment","title":null,"body_preview":"I have resolved the issue, In my case it was due to direct compilation of dlib (I don't know why).\n\nHere are steps:\n\nCreate a new environment\n\nInstall other requirements of your project\n\nMake sure vis","author":"Ahmad Raza","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68988174"},{"id":"0bd8e480-aef3-4258-b78e-fea270ac185d","source":"stackoverflow","source_id":"so:69831012","content_type":"comment","title":null,"body_preview":"I'm just trying my luck here and solving it in Python.\n\nThe question asks to find an ELEMENT (X) where the sum of elements in an array on the Left of (X) is Equal to the sum of elements on the Right o","author":"K_menon","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","uniform_paragraph_rhythm","synthetic_empathy","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69831012"},{"id":"50ef4e69-aa8c-456a-b23e-5144a7311071","source":"stackoverflow","source_id":"so:70433850","content_type":"comment","title":null,"body_preview":"I can't comment so I have to answer: maybe there's something different with the last versions of Jupyter. If the accepted answer doesn't work, you can try with \"jp-OutputArea-output\" instead of \"div.o","author":"dakat","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","reference_to_external_resource"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70433850"},{"id":"923aca75-b7f5-4a70-9235-b7e89aa67684","source":"stackoverflow","source_id":"so:70931325","content_type":"comment","title":null,"body_preview":"Ubuntu Users:\n\nThe simplest & quickest way to solve this issue without running around and trying a thousand different solutions is to completely remove Youtube-dl and reinstall it using the .deb file ","author":"Gregory Smitherman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","call_to_action","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70931325"},{"id":"bfc82d0e-168f-4353-908d-6587d5301a05","source":"stackoverflow","source_id":"so:66024755","content_type":"comment","title":null,"body_preview":"For ubuntu users:\n\nsudo apt purge youtube-dl \nsudo pip3 install youtube-dl\nhash youtube-dl","author":"hurelhuyag","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66024755"},{"id":"f2fe9a84-e0a8-4318-8b51-ea9b33153366","source":"stackoverflow","source_id":"so:71490005","content_type":"comment","title":null,"body_preview":"There is no direct way of knowing which exact package causes the name conflict, but here are some tips that may help you further in your search.\n\nFirst of all, you can find the source code of pypi (ca","author":"teprrr","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71490005"},{"id":"94c9c446-5b34-4dda-bbd3-439ac81cb7c8","source":"stackoverflow","source_id":"so:68365822","content_type":"comment","title":null,"body_preview":"After the recent update of Spacy to v3 the above links do not work.\n\nYou may visit this link to get the complete list.\n\nUniversal POS Tags\n\nEnglish POS Tags","author":"Samual","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68365822"},{"id":"246cae50-41c7-41a4-8c8f-08f34d0d5f28","source":"stackoverflow","source_id":"so:74901258","content_type":"comment","title":null,"body_preview":"Retrieve the tags and their meaning directly from pipeline/model programmatically\n\nAn alternative to looking up the tags in the documentation is to retrieve these programmatically from nlp.pipe_labels","author":"petezurich","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74901258"},{"id":"f2935cec-ee97-4700-99a8-76e679cb1124","source":"stackoverflow","source_id":"so:75010506","content_type":"comment","title":null,"body_preview":"You have two ways:\n\nAs a workaround, check your system path in Powershell, running: $Env:Path\n\nPut all three executables ff* in one of the listed paths.\n\nBest way, put all three executables in a folde","author":"pierpy","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","semantic_blandness","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75010506"},{"id":"023d6877-8c56-467b-a133-32e43db747bf","source":"stackoverflow","source_id":"so:76361714","content_type":"comment","title":null,"body_preview":"Printing DataFrames in Jupyter Notebooks may not display all columns if there are many columns:\n\nprint(my_dataframe.head(2))\n\n                        open     high  ...             low_time           ","author":"freenrg","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","uniform_paragraph_rhythm","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76361714"},{"id":"6df20290-76ca-49cb-a31e-473fb72a0228","source":"stackoverflow","source_id":"so:76377090","content_type":"comment","title":null,"body_preview":"spaCy has a glossary here in its source code where it maps tag codes to tag labels, for its POS tags, syntactic categories, phrase types, dependency labels, etc.\n\nIt's quiet extensive, includes multip","author":"Leobeeson","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 Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76377090"},{"id":"21df6470-734d-4b27-8880-40cd45909f9f","source":"stackoverflow","source_id":"so:76485214","content_type":"comment","title":null,"body_preview":"Re-implement the FTP.sendport to ignore host argument and send your desired IP address instead. Like this:\n\nclass MyFTP(FTP):\n    def sendport(self, host, port):\n        return super(MyFTP, self).send","author":"Martin Prikryl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76485214"},{"id":"0077913a-1ba6-4090-84c0-326b2a30ad95","source":"stackoverflow","source_id":"so:75345276","content_type":"comment","title":null,"body_preview":"pdm supports importing metadata from various existing and older metadata files, including setup.py.\n\nYou can either:\n\nrun pdm init on your project root (with the old metadata files) and follow the ins","author":"FichteFoll","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75345276"},{"id":"66cc31e5-1415-4aa7-89ee-5a5217197a0e","source":"stackoverflow","source_id":"so:76472909","content_type":"comment","title":null,"body_preview":"Here you go. It's not even geometry, just moving numbers around. Feed the center of a mark in this function, not its left edge.\n\nnum_columns = 13\ndef column_from_x(x):\n    return int(x/image_width * n","author":"Christoph Rackwitz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.125,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76472909"},{"id":"1b8a0bd6-ed04-472c-8957-0dc4f423f87e","source":"stackoverflow","source_id":"so:76763287","content_type":"comment","title":null,"body_preview":"If you are using conda as your Python package manager, you can install ffmpeg in the virtual environment.\n\nNote that the conda method is different from the pip method you mentioned.\n\n(base) C:\\Users\\u","author":"Jeremy Chu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_advice","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76763287"},{"id":"80cefdc4-af09-4c54-8932-d1d409550651","source":"stackoverflow","source_id":"so:77317563","content_type":"comment","title":null,"body_preview":"I had a slight variation to the OP's installation. I installed both cupy and cuda with conda, from conda-forge, on windows, into a conda environment. This type of installation does set the CUDA_PATH e","author":"J B","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 Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77317563"},{"id":"6e86b6d0-09d4-43e9-bd2c-7a1b86b76a0f","source":"stackoverflow","source_id":"so:75951013","content_type":"comment","title":null,"body_preview":"2023 Update\n\nThere is a pip package (disclaimer: I wrote it) called spacysee that lets you explore the parse output of a Spacy document. I built it because I ran into this exact issue - not least beca","author":"mattie","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75951013"},{"id":"d7f54fac-b8c4-4bd6-82dd-5b84c1438e62","source":"stackoverflow","source_id":"so:77818920","content_type":"comment","title":null,"body_preview":"As comments pointed out, the configuration there applied if you type checked the numpy module, not when type checking calls into numpy.\n\nNew versions of mypy give you a way to selectively ignore speci","author":"hauntsaninja","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77818920"},{"id":"867f7ecf-e773-43de-9e35-f7f4cbe71158","source":"stackoverflow","source_id":"so:77882527","content_type":"comment","title":null,"body_preview":"The answers to this post did not work for me because I'm using Jupyter Lab (as noted by @kiesel). This slight change did the trick:\n\n%%html\n<style>\ndiv.jp-OutputArea-output pre {\n    white-space: pre;","author":"Arturo Sbr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77882527"},{"id":"3bfd55f3-6b68-457f-ab53-7350643e03ac","source":"stackoverflow","source_id":"so:60232339","content_type":"comment","title":null,"body_preview":"I was able to solve this problem by adding a simple CSS rule to the custom/custom.css file in my Jupyter user configuration:\n\n/*Disable code output line wrapping*/\ndiv.output_area pre {\n    white-spac","author":"atevm","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","natural_digressions","specific_technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60232339"},{"id":"5f55537a-8a65-4ce7-8eaa-a1e573b181be","source":"stackoverflow","source_id":"so:78020495","content_type":"comment","title":null,"body_preview":"You can also do the migration using Hatch tool\n\nNavigate to the directory where you setup.py is located and run\n\nhatch new --init\n\nand it will automatically migrate to the pyproject.toml configuration","author":"GopherM","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78020495"},{"id":"59ca94a9-000d-4dac-b601-d47e48d5d02b","source":"stackoverflow","source_id":"so:78178673","content_type":"comment","title":null,"body_preview":"I had the same issue, the problem was the base image I was using.\nOnce I changed it to a working one the error disappeared.\nI specifically used a python3.9.10-slim image from our local repo. Once I sw","author":"Daya Frenkiel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78178673"},{"id":"ac66943b-b5f9-4710-90e2-27954c40ea94","source":"stackoverflow","source_id":"so:77903322","content_type":"comment","title":null,"body_preview":"Simply replace your import of mock_s3 with from moto import mock_aws and use with mock_aws(): instead.\n\nMoto was recently bumped to version 5.0, and you were probably running 4.x before.\n\nhttps://gith","author":"supermitch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","direct_solution"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77903322"},{"id":"1c7a8f70-5377-4a3c-8b2c-9ac4543480d1","source":"stackoverflow","source_id":"so:78718962","content_type":"comment","title":null,"body_preview":"There seems to be an extension specifically for this use-case, and targeting Jupyter Lab:\n\nhttps://github.com/aldder/jupyterlab_linewrapcellouput\n\nIt doesn't work for me and I haven't yet figured it o","author":"physkets","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78718962"},{"id":"ff26645f-e68b-4de7-b372-fa90f5ad3710","source":"stackoverflow","source_id":"so:79387685","content_type":"comment","title":null,"body_preview":"pdm\n\nuv run --python 3.11 --with setuptools --with pdm pdm import setup.py","author":"user333958","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79387685"},{"id":"3aa5ca2e-fe1f-46b7-8266-f29add3d6d89","source":"stackoverflow","source_id":"so:79520241","content_type":"comment","title":null,"body_preview":"I had a similar problem, but it showed no warning info (the warning was cut abrublty following \"(\" ). After I rebooted my computer, it was fixed.","author":"yodalr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79520241"},{"id":"3a74c2e8-be1c-478d-a9c3-61c9ad4b4c5c","source":"stackoverflow","source_id":"so:79726982","content_type":"comment","title":null,"body_preview":"In case you're already using uv, you can simply chain setuptools-py2cfg and ini2toml using uvx:\n\nuvx setuptools-py2cfg >> setup.cfg\nuvx ini2toml[full] setup.cfg >> pyproject.toml","author":"Nils Werner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79726982"},{"id":"80fe5166-59a2-4e35-856b-2832d2f69cf5","source":"stackoverflow","source_id":"so:79908798","content_type":"comment","title":null,"body_preview":"from scipy.stats import ttest_1samp, t as t_dist\n\nfor col in strategies:\n    s    = df[col].dropna()\n    n    = len(s)\n    mean = s.mean()\n    se   = s.std() / np.sqrt(n)          # standard error\n\n  ","author":"Mohar Chaudhuri","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","polished_first_draft","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79908798"},{"id":"27e0adee-9747-468d-9bcb-7a4a5e8f63a8","source":"stackoverflow","source_id":"so:79990253","content_type":"comment","title":null,"body_preview":"The problem is a signature mismatch between cognee core and the community Milvus adapter.\n\nYou should upgrade the adapter package.\n\npip install -U cognee-community-vector-adapter-milvus","author":"Guy Korland","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79990253"},{"id":"571276de-12bc-4d73-9f27-f9a890606969","source":"stackoverflow","source_id":"so:54956783","content_type":"comment","title":null,"body_preview":"I have solved this in O(n) time and all the test cases got passed.\nYou can drive the solution equation by using a little bit of mathematics.\n\nAssume we have an array which is the random array {3,7,5,1","author":"Kanahaiya","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","uniform_paragraph_rhythm","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.5052322619924451,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54956783"},{"id":"a8a31c01-1bed-4cfe-ba35-8857654d8451","source":"stackoverflow","source_id":"so:79995388","content_type":"comment","title":null,"body_preview":"from enum import Enum\nfrom typing import Generic, TypeVar\n\nclass ItemSize(Enum):\n    BIG = 1\n    MEDIUM = 2\n    SMALL = 3\n\nclass Item:\n    def __init__(self, name: str, size: ItemSize):\n        self.n","author":"Muhammad Naveed","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995388"},{"id":"9d9a94a2-9243-46dc-bdae-115412de75e1","source":"stackoverflow","source_id":"so:79995392","content_type":"comment","title":null,"body_preview":"Contrary to what one can think, a function returning multiple values actually returns these values packed into a single tuple. It's the calling code which decides how to use this tuple. It can use it ","author":"mins","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995392"},{"id":"ace77b3b-3f19-43cc-9bed-592339f97f2b","source":"stackoverflow","source_id":"so:75528216","content_type":"comment","title":null,"body_preview":"Install yt-dlp as an alternative to youtube-dl\n\nSave yourself time and install yt-dlp instead following the guide here https://github.com/yt-dlp/yt-dlp#installation or simply using pip with python 3.7","author":"William Le","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","original_commentary_around_quotes"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75528216"},{"id":"4a6584a6-6a96-4c3c-ab5e-e69900cad2b4","source":"stackoverflow","source_id":"so:79995408","content_type":"comment","title":null,"body_preview":"Two options:\n\nIf you're content that your ItemRegistry can contain any kind of item, including mixing multiple different types, then you can remove the type parameter entirely, and accept Item (the ba","author":"David Maze","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.14464045482339064,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995408"},{"id":"39eeb868-a888-4ed5-9835-b2a7f976516b","source":"stackoverflow","source_id":"so:79995421","content_type":"comment","title":null,"body_preview":"Here is one way in Python OpenCV.\n\nRead the input\n\nConvert to grayscale\n\nThreshold and invert\n\nGet all contours\n\nFilter contours on area\n\nSort filtered contours in increasing area\n\nRemove successive c","author":"fmw42","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","uniform_paragraph_rhythm","missing_platform_voice","semantic_blandness"],"bot_score":0.35285130961149275,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995421"},{"id":"5b618dcb-7543-4c91-9262-fbe31820ecb1","source":"stackoverflow","source_id":"so:79995423","content_type":"comment","title":null,"body_preview":"The splitter propagates the inlet composition to the outlets. The issue is the direction of the outlet connect() calls, not a missing mole-fraction equation.\n\nGEKKO documents f.connect(s1,s2) with the","author":"John Hedengren","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995423"},{"id":"d4703325-a26c-4fa3-9348-acda5265e6a5","source":"stackoverflow","source_id":"so:79995439","content_type":"comment","title":null,"body_preview":"Follow 2 steps:\n\nExchange from moto import mock_s3 with from moto import mock_aws\n\nExchange with mock_s3(): with with mock_aws():\n\nFinal code:\n\nimport pytest\nfrom moto import mock_aws\n\n@pytest.fixture","author":"President Jam","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995439"},{"id":"0d0e71db-49b2-4a90-821b-754834eb9747","source":"stackoverflow","source_id":"so:79995452","content_type":"comment","title":null,"body_preview":"Pandas 3 made Copy-on-Write mandatory. So when pandas exposes a NumPy array that shares memory with a pandas object, the NumPy view is deliberately marked read-only. You can check if that's the case i","author":"NullDev","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995452"},{"id":"bd3eb5e8-5ee8-4c8e-baa9-2d3abc9625c4","source":"stackoverflow","source_id":"so:79995454","content_type":"comment","title":null,"body_preview":"Here is one way in Python OpenCV.\n\nSince the OP did not provide an original image, I have to start with the image that was provided with the green boxes and remove them.\n\nRead the input image\n\nCrop to","author":"fmw42","classification":"ai_generated","confidence":0.95,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.35285130961149275,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995454"},{"id":"4133f85e-1de8-48bf-bf8a-c7ea4ece7bfc","source":"stackoverflow","source_id":"so:73830494","content_type":"comment","title":null,"body_preview":"While dealing with some pyproject.toml issues, I encountered this project:\n\nhttps://pypi.org/project/ini2toml/\n\nThe projects description:\n\nThis project is experimental and under active development Iss","author":"sicadu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73830494"},{"id":"34cf299c-1e00-47d5-bf24-cb59fcd92230","source":"stackoverflow","source_id":"so:79995500","content_type":"comment","title":null,"body_preview":"Your tags relationship holds Tag objects, not strings. That's the whole error.\n\nThe traceback shows tags = \"First Tag\", a bare string. SQLAlchemy's collection setter rejects str explicitly, since a st","author":"Jubin Soni","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.2702202009508072,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995500"},{"id":"75170825-a069-4cb2-a106-0d43773293fc","source":"stackoverflow","source_id":"so:79995502","content_type":"comment","title":null,"body_preview":"Couple of issues in your code:\n\nYou're calling select instead of passing it.\n\nself.bind('<ButtonPress-1>', self.select())\n\nThose parentheses run select() during construction and then binds the return ","author":"Jubin Soni","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2702202009508072,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995502"},{"id":"12d199bb-ccb7-4070-b740-fe60d6c5dd20","source":"stackoverflow","source_id":"so:79995519","content_type":"comment","title":null,"body_preview":"Folks might struggle, but I think I'll try my hand. Please watch (metaphorically) where this hand goes.\n\nFirst up we need some input.\n\nimport os\nimport shutil\nprint(\"Warning: make sure to run this cod","author":"user33037280","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995519"},{"id":"3bf43cc4-734c-4aa6-868e-4a5382ff0b11","source":"stackoverflow","source_id":"so:79995085","content_type":"comment","title":null,"body_preview":"As indicated by the comments posted to your question, you can hang unless the streams created by your Popen call, i.e. p.stdout and p.stderr, are concurrently being read while they are being written. ","author":"Booboo","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995085"},{"id":"ca6f93c6-e293-4822-b16e-7af636d0a56e","source":"stackoverflow","source_id":"so:79995531","content_type":"comment","title":null,"body_preview":"Here is what I have so far:\n\n#!/usr/bin/env python\nimport copy\nimport numpy as np\nimport os, sys\n\nimport matplotlib\nmatplotlib.use('Agg')\nmatplotlib.rcParams['text.latex.preamble'] = r'\\usepackage{ams","author":"zyy","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995531"},{"id":"125a9ac4-8644-4b4f-81c1-4ee6e67e66d9","source":"stackoverflow","source_id":"so:79995566","content_type":"comment","title":null,"body_preview":"Using your code as a starting point but doing the copy based on total song count for that artist:\n\nMaintain the list of albums & songs and count+copy after looping over all their albums:\n\nimport os\nfr","author":"aneroid","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","human_indicator_code_example"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995566"},{"id":"cecb631d-0298-4590-b025-f129e8d7b597","source":"stackoverflow","source_id":"so:11105554","content_type":"comment","title":null,"body_preview":"http://pypi.python.org/pypi/websocket-client/\n\nRidiculously easy to use.\n\nsudo pip install websocket-client\n\nSample client code:\n\n#!/usr/bin/python\n\nfrom websocket import create_connection\nws = create","author":"Bryan Hunt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/11105554"},{"id":"bd005245-2323-48f1-b03d-ba2a2647cc5f","source":"stackoverflow","source_id":"so:4595943","content_type":"comment","title":null,"body_preview":"web2py has comet_messaging.py, which uses Tornado for websockets look at an example here: http://vimeo.com/18399381 and here https://vimeo.com/18232653","author":"Bruno Rocha - rochacbruno","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/4595943"},{"id":"ee3b0963-d829-42a2-b4e5-faed1b7eda4b","source":"stackoverflow","source_id":"so:79995568","content_type":"comment","title":null,"body_preview":"from pathlib import Path\nimport shutil\n\nSOURCE = Path('music')\nDEST = Path('musiclight')\nMIN_SONGS = 7\n\n# Create destination directory if it doesn't exist\nDEST.mkdir(exist_ok=True)\n\n# Process each art","author":"ajay_full_stack","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995568"},{"id":"06091eb4-cde7-4cdf-b26b-d88a88502d51","source":"stackoverflow","source_id":"so:66369254","content_type":"comment","title":null,"body_preview":"spaCy uses Universal Dependencies annotations for token.pos_ and token.dep_:\n\nfor .pos_ (parts of speech, English): https://universaldependencies.org/u/pos/\n\nfor .dep_ (dependency relations, English):","author":"Ovi Oprea","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66369254"},{"id":"24d2a9c8-6a34-43f9-92f8-ea4a47a8dcd0","source":"stackoverflow","source_id":"so:79995590","content_type":"comment","title":null,"body_preview":"Your LSTM is not predicting four features. It is predicting one thing:\n\nDense(1)\n\nand your target is:\n\ndataY.append(dataset[i + look_back, 0])\n\nyou're predicting the first scaled column, which is actu","author":"Eric Ferrier","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995590"},{"id":"cf3e6b9e-6fbb-4340-9605-ff148d7e2c56","source":"stackoverflow","source_id":"so:63456379","content_type":"comment","title":null,"body_preview":"I don't think there is a way to do so by uploading a large file using presignedUrl with the default protocol of HTTP POST request.\nYou can achieve that by working with multipart upload mechanism of AW","author":"Shahar Yakov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63456379"},{"id":"e58bd2c5-c0d0-4ddf-97dc-7948cd64be88","source":"stackoverflow","source_id":"so:79995600","content_type":"comment","title":null,"body_preview":"I love python, but the OP problem statement seems a natural fit\nfor find.\n\n#! /usr/bin/env bash\n\n# Copies artist song folders,\n# if their song count is above some threshold.\n\n# The OP suggested an exa","author":"J_H","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0.11550770411921119,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995600"},{"id":"a228e94e-2950-47be-b1a4-692b243e380e","source":"stackoverflow","source_id":"so:79995604","content_type":"comment","title":null,"body_preview":"Somehow, editing the theme file does not work for me anymore (although it worked before).\n\nHowever, it turns out that in Jupyter Lab you can add your custom css to the ~/.jupyter/custom/custom.css (cr","author":"Dobby007","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","specific_technical_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995604"},{"id":"bd72bec2-12cf-4ea9-8937-f273d7413131","source":"stackoverflow","source_id":"so:79995606","content_type":"comment","title":null,"body_preview":"Here is one way in Python OpenCV.\n\n(Since the actual image without border box and labels was not provided, these lines needed to be removed by cropping and padding)\n\nRead the input\n\nThreshold on black","author":"fmw42","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","specific_code_example"],"bot_score":0.35285130961149275,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995606"},{"id":"fbaf65d7-7454-461f-9390-c0b73e4b9a1d","source":"stackoverflow","source_id":"so:79995639","content_type":"comment","title":null,"body_preview":"Add the SEL tag from the start of the widget to the end, and use end-1c instead of END, since a Text widget always keeps a trailing newline and you do not want that in the selection. If you bind it to","author":"Jubin Soni","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.2702202009508072,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995639"},{"id":"6b9923f1-0c05-4963-9799-8f7873f5b8ff","source":"stackoverflow","source_id":"so:79995640","content_type":"comment","title":null,"body_preview":"a = [1,2,3,4,5,6,7,8,9]\nc =0 \nfwd_pipe = False\nfor i in range(len(a)):\n    if i % 3 == 0:\n        print(\"|\", end = \"\")\n    if i == 2 or i == 5:\n        print(f\"{a[i]}\", end=\"|\")\n    else:\n        prin","author":"Yuvraj Soni","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995640"},{"id":"988d6e2e-ea7f-42c7-b2a0-fc92b1b3ea62","source":"stackoverflow","source_id":"so:79995641","content_type":"comment","title":null,"body_preview":"Your code is printing vertical bar after each number, so on every new row your vertical bar is not appearing. And start you array from 1 instead of 0\n\nTry this\n\na = [1, 2, 3, 4, 5, 6, 7, 8, 9]\n\nfor i ","author":"Ra Zi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995641"},{"id":"c744f87c-d51a-4cce-a977-1d871eb8f9bc","source":"stackoverflow","source_id":"so:79995650","content_type":"comment","title":null,"body_preview":"Use a loop for the rows, so you can print the initial |. Then you can print the rest using a single print() call with an appropriate sep.\n\nfor i in range(0, len(a), 3):\n    print('| ', end='')\n    pri","author":"Barmar","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.19879162952223578,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995650"},{"id":"b8ebf88d-99ed-432e-b230-86a551e68156","source":"stackoverflow","source_id":"so:79995652","content_type":"comment","title":null,"body_preview":"Based on the answer by @teprrr, here is a script I made (plenty of room for improvement).\n\nFirst, download the current list of packages (example for test.pypi.org) and then run a search with ultranorm","author":"wensveen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995652"},{"id":"ab7b523d-79ab-4c59-ad5c-d64337a55787","source":"stackoverflow","source_id":"so:39506778","content_type":"comment","title":null,"body_preview":"To get the initial exception \"object\", you need to use .jgetEx to and then you can use the getNextException method on it to retrieve the root cause.\n\nSee this link on the teradata developers forum for","author":"Insac","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39506778"},{"id":"32a416cc-e756-4d90-9de4-83fc1824b812","source":"stackoverflow","source_id":"so:39545259","content_type":"comment","title":null,"body_preview":"The reason of the problem could be one of the following:\n\nThe deployment of any archive (jar, war, ear) through wildfly-maven-plugin plugin will happen only if the WildFly is listening at its manageme","author":"Keshaw Kumar","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39545259"},{"id":"3611c83f-b576-42a3-8f84-ad86f603787f","source":"stackoverflow","source_id":"so:42065170","content_type":"comment","title":null,"body_preview":"The @SpringBootApplication annotation has an exclude property, which you should use in favor of @EnableAutoConfiguration(exclude = ...) in this case. If you use it, the @SpringBootTest annotated tests","author":"Florian Schmitt","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42065170"},{"id":"f946ac51-89d6-4852-b393-3e18e6c9b286","source":"stackoverflow","source_id":"so:42763001","content_type":"comment","title":null,"body_preview":"There are several points to consider when designing things like overload resolution.\n\nReasons to omit overloading on return type:\n\nSimplify ignoring the function return value (like people often do wit","author":"Slava","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42763001"},{"id":"7f10169b-f487-48f3-9767-35a1f50fd893","source":"stackoverflow","source_id":"so:42773454","content_type":"comment","title":null,"body_preview":"Query query=em.createQuery(\"SELECT e FROM Employee e WHERE e.empId=:empId and e.empDepartment=:empDepartment\");\n\nquery.setParameter(\"empId\" ,employeId);\nquery.setParameter(\"empDepartment\",empDepartmen","author":"Adelin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42773454"},{"id":"5106677a-4b7e-4d59-8421-5552f3be59d2","source":"stackoverflow","source_id":"so:45292131","content_type":"comment","title":null,"body_preview":"The problem are the initial values of both min and max.\n\nmin is being reset to the first values inside the loop, so it will probably only work if the first or the last value is the minimum one;\n\nmax s","author":"user85421","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_technical_advice"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45292131"},{"id":"5356dc0a-d1d4-43bd-8b60-a7e997bb4881","source":"stackoverflow","source_id":"so:46363947","content_type":"comment","title":null,"body_preview":"There is no image path, as there is no requirement that this Uri point to a file, let alone point to a file that you have direct filesystem access to.\n\nUse an image-loading library (e.g., Glide, Picas","author":"CommonsWare","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.3894736605339967,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46363947"},{"id":"ef2a608c-ba18-411a-9ceb-f36c3b2f3f44","source":"stackoverflow","source_id":"so:47953655","content_type":"comment","title":null,"body_preview":"Optimal linear algorithm\n\nI'll be honest, I didn't come up with the idea myself, I first read a few things which made me figure out the optimal algorithm in linear time. Basically, the idea is record ","author":"Dici","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","synthetic_empathy","polished_first_draft","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47953655"},{"id":"b908dd64-fb34-4afc-a0ae-6bbfcffe139e","source":"stackoverflow","source_id":"so:49149061","content_type":"comment","title":null,"body_preview":"You don't need to autowire a bean defined in the same class since you can just reference that bean directly by calling the initialising method test3().\n\n@Configuration\npublic class Test2{\n\n    @Bean(n","author":"Plog","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49149061"},{"id":"3eed61ee-aa5b-40b8-8d30-c4311391876b","source":"stackoverflow","source_id":"so:50527323","content_type":"comment","title":null,"body_preview":"log4j.properties\n\n# Root logger option\nlog4j.rootLogger=INFO,FILE,stdout\n# Define the file appender\nlog4j.appender.FILE=org.apache.log4j.FileAppender\nlog4j.appender.FILE.File=automatio.out\nlog4j.appen","author":"Nagarjuna Yalamanchili","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50527323"},{"id":"072f493e-90ef-4ce4-99fc-e32a91714ac7","source":"stackoverflow","source_id":"so:51546342","content_type":"comment","title":null,"body_preview":"You need to put a EnableJpaRepositories on your configuration. Just like EnableWebMvc. This triggers the creation of repository beans.\n\nIf you'd use Spring Boot you instead could also add the spring-b","author":"Jens Schauder","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51546342"},{"id":"11f7b77b-9519-4fb3-880d-9b39ea7d7050","source":"stackoverflow","source_id":"so:51671055","content_type":"comment","title":null,"body_preview":"To switch to a new window you need to induce WebDriverWait with ExpectedConditions set as numberOfWindowsToBe() as follows:\n\nString parent_handle= driver.getWindowHandle();\nSystem.out.println(parent_h","author":"undetected Selenium","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","technical_specificity"],"bot_score":0.5524048114306698,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51671055"},{"id":"dc0fa72c-2291-4bd1-8a17-3462bd651bd0","source":"stackoverflow","source_id":"so:51691820","content_type":"comment","title":null,"body_preview":"This also worked. Thanks!!\n\nstatic void miniMaxSum(int[] arr) {\n    List<Integer> list = Arrays.stream(arr).boxed().collect(Collectors.toList());\n    Collections.sort(list); \n    long x=0, y=0;\n    fo","author":"rs_sol","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51691820"},{"id":"fbbef6b7-bc18-4742-9057-94dbf8e713d1","source":"stackoverflow","source_id":"so:53956852","content_type":"comment","title":null,"body_preview":"First of all, you need to use long, as the sum of values can extrapolate the integer max value.\nThen, you don't need the double loop and you're probably failing some performance test cases due to that","author":"fpezzini","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","code_provided"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53956852"},{"id":"27ad9af1-7e7a-4633-8e21-d7e5871c19af","source":"stackoverflow","source_id":"so:53956987","content_type":"comment","title":null,"body_preview":"There is a need to change the way of thinking: as a programmer usually is better to think like the machine than a human.\n\nAsk yourself, what would be the maximumSum of an array without one element? An","author":"zlakad","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53956987"},{"id":"2c187148-e081-49c9-8936-66ee71a05535","source":"stackoverflow","source_id":"so:53956974","content_type":"comment","title":null,"body_preview":"This works for all  test cases. Just submitted the code\n\n static void miniMaxSum(int[] arr) {\n         Arrays.sort(arr);\n            long minSum=0,maxSum=0;\n            for(int i=0;i<4;i++){\n         ","author":"Noman Khan","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","technical_explanation"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53956974"},{"id":"3df4088d-bb51-4b23-9d89-2847942bf5bc","source":"stackoverflow","source_id":"so:53956847","content_type":"comment","title":null,"body_preview":"You have the right idea (although sorting the array is a bit of an overkill, since you just need its maximum and minimum values), but when you sum these large integers, you overflow the sumtot variabl","author":"Mureinik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","template_phrases"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53956847"},{"id":"58e479d7-56c3-4dd5-866b-a45bd0e2decc","source":"stackoverflow","source_id":"so:54245687","content_type":"comment","title":null,"body_preview":"The key to this problem is understanding what constitutes a valley. From my reading, you only count a valley when you come out of it. The rule states a valley ends with \"... a step up to sea level\".\n\n","author":"dave","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54245687"},{"id":"c3ea5749-5aee-40c2-8db3-96025392aeb8","source":"stackoverflow","source_id":"so:54603229","content_type":"comment","title":null,"body_preview":"Try findByChildrenAccountsListContaining(yourString)","author":"Ashish Gupta","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54603229"},{"id":"7dfcb95f-68eb-4a05-b69f-b6be5fea49b1","source":"stackoverflow","source_id":"so:13314466","content_type":"comment","title":null,"body_preview":"Method overloading is checked on the basis of number and type of arguments not on the basis of return type. That's why you are getting the error.","author":"Tushar Paliwal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/13314466"},{"id":"f102c4d8-dab8-45f8-9274-8a5020513e32","source":"stackoverflow","source_id":"so:55534505","content_type":"comment","title":null,"body_preview":"This worked for me.\n\nimport java.io.*;\nimport java.math.*;\nimport java.security.*;\nimport java.text.*;\nimport java.util.*;\nimport java.util.concurrent.*;\nimport java.util.regex.*;\nimport java.util.str","author":"DoesEatOats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55534505"},{"id":"74c19778-6f59-4943-9f45-0c41af8b853c","source":"stackoverflow","source_id":"so:56250641","content_type":"comment","title":null,"body_preview":"First of all, in case you don't realize it, Terminated due to timeout is not a compilation error, it means that your implementation is too slow. The challenge is not to implement any correct solution ","author":"Eran","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","uniform_paragraph_rhythm","list_heavy_advice","polished_first_draft","missing_platform_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56250641"},{"id":"e33652db-0247-4ff6-9a06-d1b741de922f","source":"stackoverflow","source_id":"so:57082228","content_type":"comment","title":null,"body_preview":"I'm had this issue with version 2.0.9.RELEASE, which I have to use to stay in compliance with my company standards.  What worked for me was:\n\n@SpringBootTest(properties=\"spring.autoconfigure.exclude=o","author":"Steve Gelman","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57082228"},{"id":"85bc2e2e-4f8c-4ade-a867-3fc66a6121fe","source":"stackoverflow","source_id":"so:57213337","content_type":"comment","title":null,"body_preview":"import java.io.*;\nimport java.util.InputMismatchException;\nimport java.util.Random;\n\npublic class Solution {\n    public static void main(String[] args) {\n\n        InputStream inputStream = System.in;\n","author":"Subhi","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57213337"},{"id":"30866576-7f10-4da6-a810-bfa81466d213","source":"stackoverflow","source_id":"so:57627759","content_type":"comment","title":null,"body_preview":"I have a test environment for selenium using protractor within which there will be a driver indicating the webdriver.  I am using the selenium-webdriver npm package in my js code and I have a function","author":"PersianIronwood","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57627759"},{"id":"1a8071b8-52ec-46d3-bfe7-8edddd06dbcd","source":"stackoverflow","source_id":"so:57762955","content_type":"comment","title":null,"body_preview":"This is what worked for me in JavaScript:\n\nvar sum = 0;\n\nvar arry = [];\n\nfunction miniMaxSum(arr) {\n\n    for (var i = 0; i < arr.length; i++) {\n\n        for (var j = 0; j < arr.length; j++) {\n\n       ","author":"Jasoya","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57762955"},{"id":"003a0e6f-b114-4642-9cc3-321f3211d66a","source":"stackoverflow","source_id":"so:57799152","content_type":"comment","title":null,"body_preview":"Changes to be made:\n\nthenReturn(Optional.of(ticket));\n\nThe argument inside thenReturn because of Optional.of() cannot be null. Instead use Optional.ofNullable(T value). Returns an Optional describing ","author":"Vishwa Ratna","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","external_link_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57799152"},{"id":"344049da-d754-46c1-a89e-531d1487a0af","source":"stackoverflow","source_id":"so:58342321","content_type":"comment","title":null,"body_preview":"Compiler takes care of method binding. When ever it encounters methodName() it has to bind to some method definition, at that point it may not know the return type of method. So method return type is ","author":"learner5060","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality","template_phrases"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58342321"},{"id":"b010c5de-bc46-44af-a598-43faa4b89c2b","source":"stackoverflow","source_id":"so:43406160","content_type":"comment","title":null,"body_preview":"I had a similar issue. I changed the work space and started from the beginning.\nThis seemed to fix the problem; everything is fine now.","author":"user1439990","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43406160"},{"id":"e9a0cf2d-f5c6-4933-ad4f-ff8fff85add4","source":"stackoverflow","source_id":"so:58461564","content_type":"comment","title":null,"body_preview":"If you want the list to be assigned to groupedDocs,  Remove the .get() from the below line\n\ngroupedDocs = reader.selectGroupedDocs(last_update_date.toString()).get(); \n\nThe get method in the list expe","author":"Shubham Saraswat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58461564"},{"id":"abedbb65-937b-44e6-a482-cc259b4a26ca","source":"stackoverflow","source_id":"so:58657789","content_type":"comment","title":null,"body_preview":"Here's a hint in the question: minimum and maximum values that can be calculated by summing exactly four of the five integers. \n\nJust sort the array first, assuming the array is not sorted. Take two f","author":"Debu Shinobi","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","uniform_paragraph_rhythm","suspiciously_balanced","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58657789"},{"id":"fef2cafc-0830-43f0-9f4d-7415936f61f3","source":"stackoverflow","source_id":"so:59586107","content_type":"comment","title":null,"body_preview":"static void miniMaxSum(int[] arr) {\n       int temp = 0;\n      for (int i = 0; i < arr.length; i++) \n        {\n            for (int j = i + 1; j < arr.length; j++) { \n                if (arr[i] > arr[","author":"Ashutosh Mishra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59586107"},{"id":"17ae18f0-16ec-4e63-8c04-9d703451baf7","source":"stackoverflow","source_id":"so:60349138","content_type":"comment","title":null,"body_preview":"I had this very same question myself at one point, and while I can see how the compiler wouldn't know which function to call when you don't assign the return value to a variable of the appropriate typ","author":"E Devitt","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60349138"},{"id":"ceeeade5-d256-43aa-b080-66e806021e62","source":"stackoverflow","source_id":"so:60826686","content_type":"comment","title":null,"body_preview":"My guess is that you're not injecting your bean in the Spring Container, so use something like this:\n\n@Bean\npublic DataSource dataSource() {\n    String url = \"jdbc:postgresql://localhost:5433/<DATABAS","author":"Vladucu Voican","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60826686"},{"id":"976bba1c-f9f5-4cb4-ad96-499c80d0cb10","source":"stackoverflow","source_id":"so:61771634","content_type":"comment","title":null,"body_preview":"public static void minmaxsum(int[] ar1) {\n    long a, b, c, d, e;\n\n    a = (long) ar1[1] + (long) ar1[2] + (long) ar1[3] + (long) ar1[4];\n    System.out.println(a);\n\n    b = (long) ar1[0] + (long) ar1","author":"Shiv Shankar","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","uniform_paragraph_rhythm","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61771634"},{"id":"f281d003-6350-48ea-9402-c52135740832","source":"stackoverflow","source_id":"so:62469264","content_type":"comment","title":null,"body_preview":"solution in java for Array Manipulation hackerank  ...\ncode does not pass all the cases because of timeout need suggestions to improve\n\n    static long arrayManipulation(int n, int[][] queries) {\n    ","author":"Muhammad Amjad","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62469264"},{"id":"add8cf51-e9b7-437a-9ffc-a581f843afda","source":"stackoverflow","source_id":"so:62588449","content_type":"comment","title":null,"body_preview":"Implemented the solution in Java for this problem and its working efficiently. Please try if you needed.\n\n  public long arrayManipulation(int n, int[][] queries) \n  {\n    if(n==0 || queries==null || q","author":"Bharat","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62588449"},{"id":"ac1ae9f6-3b29-40c1-9242-1180617fe94e","source":"stackoverflow","source_id":"so:358281","content_type":"comment","title":null,"body_preview":"One structure I saw for minimizing space in a spelling dictionary was to encode each word as:\n\nthe number of characters (a byte) in common with the last; and\n\nthe new ending.\n\nSo the word list\n\nHERE  ","author":"paxdiablo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/358281"},{"id":"72e8f128-1094-4a9f-8400-61f85f69db0a","source":"stackoverflow","source_id":"so:62863003","content_type":"comment","title":null,"body_preview":"static long arrayManipulation(int n, int[][] queries)\n{\n    // To Avoid \"Index was outside the bounds of the array.\" exception\n    long[] numbers = new long[n + 1];\n\n    for(int i = 0; i < queries.len","author":"ASisic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62863003"},{"id":"2d407eb2-15ed-4a2e-a1fe-ab4cf7838b91","source":"stackoverflow","source_id":"so:63432997","content_type":"comment","title":null,"body_preview":"Worked for me on Python3!\n\ndef miniMaxSum(arr):\n\n    total = sum(arr)\n    low = total - min(arr)\n    high = total - max(arr)\n\n    print(high, low)\n\n    return","author":"harshil","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","code_snippet_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63432997"},{"id":"808166e2-85d8-4fa3-8b69-04589560bfd6","source":"stackoverflow","source_id":"so:64108733","content_type":"comment","title":null,"body_preview":"Same happens to me I was trying to insert 27.4M records into a Teradata table containing 8 columns. I've got the same error at 5.35M row.\n\nThe only thing that works for me was make a commit every 1M r","author":"FTello31","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64108733"},{"id":"f02ee04d-12dd-40a4-92d8-fa77fbf29741","source":"stackoverflow","source_id":"so:64197622","content_type":"comment","title":null,"body_preview":"/* Counting Valleys */\n    public static int countingValleys(int steps, String path) {\n        int current_position = 0, vally = 0;\n        if(steps >= 2 && steps <= 1000000) {\n            int previou","author":"Ajit A Ankalle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64197622"},{"id":"798002b5-0ca1-48f2-88da-42689ee9841b","source":"stackoverflow","source_id":"so:64248126","content_type":"comment","title":null,"body_preview":"The problem may be occured by beans scanning\n\nI have the same problem but logs did not indicate it.\n\nTry:\n\n@Configuration\npublic class DataSourceConfig {\n    @Value(\"${spring.datasource.driver-class-n","author":"Krzysztof Uliasz","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64248126"},{"id":"2ea5812d-e5e9-48ed-a9e0-5b324ac8a4d1","source":"stackoverflow","source_id":"so:64479532","content_type":"comment","title":null,"body_preview":"C++ optimised solution\n\n   int countingValleys(int steps, string path) {\n\n     int seaLevel = 0, countValley = 0;\n     bool isU = false;\n     for (char c : path)\n     {\n        if(c == 'U' || c == 'u'","author":"Mohamed Amine MAAROUFI","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64479532"},{"id":"a0900475-6550-48e3-a8c6-e4886c41d22b","source":"stackoverflow","source_id":"so:64739157","content_type":"comment","title":null,"body_preview":"This code worked properly for a few test cases but failed some. I'm kinda stuck right now coz the failed test cases are locked in HackerRank. Python 3. I'm new to stackoverflow.\n\n    def countingValle","author":"Rahul Tej ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64739157"},{"id":"a705c708-2dd3-463c-a098-ce186fb4bb8e","source":"stackoverflow","source_id":"so:64901341","content_type":"comment","title":null,"body_preview":"Check logs of app start up.\n\nIn my case project was deployed as WAR file to tomcat,\nproject had 2 SLF4J implementations, \"log4j\" and \"logback\".\nOn application deployment catalina.out had this message\n","author":"Guram Kankava","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64901341"},{"id":"5341b59f-72a7-4005-85e7-1edd95921a06","source":"stackoverflow","source_id":"so:65945605","content_type":"comment","title":null,"body_preview":"This problem is about to search how many times did the hiker climb to sea level following his path. try this solution it works for me.\n\npublic static int countingValleys(int steps, String path) {\n    ","author":"hamza zgolli","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65945605"},{"id":"ebc0b411-7e4a-44b9-982a-84426523e39b","source":"stackoverflow","source_id":"so:65976589","content_type":"comment","title":null,"body_preview":"Some times  class with main() function is not saved so you will get this error,hence save all the classes.Still if it is not working just close Eclipse IDE and restart it.","author":"Sachin Hegde","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65976589"},{"id":"48eb0924-887f-4169-8958-c89e946d422f","source":"stackoverflow","source_id":"so:67693827","content_type":"comment","title":null,"body_preview":"import math\nimport os\nimport random\nimport re\nimport sys\n\ndef miniMaxSum(arr):\n   arr.sort()\n   m = sum(arr)\n   \n   max_num = m - arr[-1]\n   min_num = m - arr[0]\n   \n   print(max_num, min_num)\n\nif __n","author":"Janhvi","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67693827"},{"id":"3dcbfbd1-c7e2-4614-a895-ef5651b55535","source":"stackoverflow","source_id":"so:68250703","content_type":"comment","title":null,"body_preview":"When compiler encounters the method call. It statically binds the method call to one of the methods defined.\nLets see what happens if the return type is included in the method signature\n\nclass Example","author":"learner5060","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","code_example_provided"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68250703"},{"id":"9ad5fb36-0828-4d2c-b2ce-213f3641809b","source":"stackoverflow","source_id":"so:68526848","content_type":"comment","title":null,"body_preview":"OpenCV uses BGR by default, however, Android frame.rgba() implementation returns RGB (possibly for compliance with imageview and other Android components). However, the OpenCV function imwrite still r","author":"mcy","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","imperfect_expression","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68526848"},{"id":"6266dee6-61c5-4728-97ac-758b500238b3","source":"stackoverflow","source_id":"so:68605155","content_type":"comment","title":null,"body_preview":"This seems to be a problem related to the JDK that you are using, try using the newer version of the JDK.\n\nThis happened with me while I was running a Spring Boot Application:\nI was getting the same  ","author":"Vaibhav Sharma","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","synthetic_empathy","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68605155"},{"id":"d6ee441c-2929-4caa-9aad-26d27507da71","source":"stackoverflow","source_id":"so:68850679","content_type":"comment","title":null,"body_preview":"I first tried solving this one using a stack, however using a basic integer keeping the altitude is much simpler.\n\npublic static int countingValleys(int steps, String path) {\n    int numberOfValleys =","author":"adropintheocean","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68850679"},{"id":"3da8755e-4de4-4ace-bf4f-4b09b1121e83","source":"stackoverflow","source_id":"so:69565252","content_type":"comment","title":null,"body_preview":"package arrayProblems;\n\nimport java.util.ArrayList;\nimport java.util.List;\nimport static java.util.Arrays.*;\n\npublic class ArrayManipuations {\n\n    public static void main(String[] args) {\n\n        in","author":"Javed Ali","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69565252"},{"id":"239c29a4-e1bd-44ec-9dfb-3df07b2cf98c","source":"stackoverflow","source_id":"so:70026515","content_type":"comment","title":null,"body_preview":"So few notes here.\n\nThe first is GC. It's not an issue in the usual java program but under a load of millions records try to do eventually Thread.sleep with single seconds. This will trigger GC. I fou","author":"msangel","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70026515"},{"id":"30e4f53b-f8d7-4522-8be5-ee53bbd73245","source":"stackoverflow","source_id":"so:70141176","content_type":"comment","title":null,"body_preview":"I'm not sure what is the use case for such a configuration. I usually do not use autowiring in the java configuration classes.\n\n@Configuration annotated classes are beans by themselves so spring creat","author":"Mark Bramnik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70141176"},{"id":"fe0d71b1-737f-476a-aefb-f7041dfa2ebe","source":"stackoverflow","source_id":"so:70414580","content_type":"comment","title":null,"body_preview":"TypeScript/JavaScript solution:\n\nfunction countingValleys(steps: number, path: string): number {\n  let valleysCount = 0;\n  let firstStep = \"\";\n  let stepFromSeaLevel = 0;\n\n  for (let step of path.spli","author":"Gnopor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70414580"},{"id":"77916799-832c-424e-87bc-0cb89ae23220","source":"stackoverflow","source_id":"so:71737547","content_type":"comment","title":null,"body_preview":"Here is my solution for Unsafe object binding reported by cherkmarx in Java.\nIt's not a graceful approach and only fix this vulnerability.\n\nRemove all setter methods for boxed fields in each requestbo","author":"Stephen","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71737547"},{"id":"c160f31d-05c9-4998-9055-544b68ebe0df","source":"stackoverflow","source_id":"so:72927040","content_type":"comment","title":null,"body_preview":"public static int countingValleys(int steps, String path) {\n// Write your code here\nint count=0;\nint valleys=0;\nfor(int i=0;i<path.length();i++){\n\n    if(count==0 & path.charAt(i)=='D')\n        valley","author":"Ajit Kumar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72927040"},{"id":"bbf9aa9b-d55e-42dc-9c44-e12ce57596d4","source":"stackoverflow","source_id":"so:73041572","content_type":"comment","title":null,"body_preview":"Below Solution passes all test cases from Hackerrank. The trick is to always check if you are inside a valley and whenever you come out of it increase the count.\n\n public static int countingValleys(in","author":"Swapnil Khante","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73041572"},{"id":"f0e33aa9-f089-44a2-a644-d6a665c4f029","source":"stackoverflow","source_id":"so:73096073","content_type":"comment","title":null,"body_preview":"Before your update, you had a problem that there was no bean of type UserRepository. For it to become a bean, you need something that would pick up this repository interface and create a repository be","author":"Vlad D.","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73096073"},{"id":"d6ff514f-c1c4-4bbe-b355-2ad41c2754d2","source":"stackoverflow","source_id":"so:74528207","content_type":"comment","title":null,"body_preview":"this issue occurs due to @RequestBoby as per spring documentation but there is no issue for @RequestParam. if we bind request body to object without @RequestBody, this issue is not occurred.\n\nHttpServ","author":"user20569355","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74528207"},{"id":"35540911-80b0-4c15-bd38-e5eb181d02eb","source":"stackoverflow","source_id":"so:74847249","content_type":"comment","title":null,"body_preview":"The error is also thrown if data is set to an object annotated with @RequestBody.\n\nrequestBodyVariable.setAdditionalValue(valueFromRequestParamOrPathVariable); \n// This setter call should not be used\n","author":"BlackViper","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74847249"},{"id":"b427637a-594e-4a73-95c3-9af1746dad20","source":"stackoverflow","source_id":"so:76356797","content_type":"comment","title":null,"body_preview":"function countingValleys(steps, path) {\n let status = 0\n let valleyClimbed = 0;\n let prevStatus = 0\n    for (let i = 0; i < steps; i++) {\n    if (path.charAt(i) === 'U') {\n    status++;\n    prevStatus","author":"Nitisha Kaushik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76356797"},{"id":"cdae1be5-e285-4829-8ea7-543f9e73583b","source":"stackoverflow","source_id":"so:77883818","content_type":"comment","title":null,"body_preview":"The Java solution posted above by Dave is not optimized for all input combinations.\nFor an example it doesn't track once a person reach sea level whether the person was on upHill trend or downHill tre","author":"Sathish Prakasam","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft","semantic_blandness","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77883818"},{"id":"0d4c848c-b47c-497d-bdf7-08f847e740e4","source":"stackoverflow","source_id":"so:78368861","content_type":"comment","title":null,"body_preview":"Here's a concise example you can do this via the v2 API:\n\n    Session session = Session.getDefaultInstance(new Properties());\n    MimeMessage message = new MimeMessage(session);\n    message.setSubject","author":"Farid Nouri Neshat","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality","human_indicator_code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78368861"},{"id":"2fa74612-d4ee-46a1-b8cc-5568995af7ea","source":"stackoverflow","source_id":"so:79705127","content_type":"comment","title":null,"body_preview":"i am working on an assignment and one of the tasks are to read/write JSON data to a .json file.\n\nAnywho.\n\nI tried to write --> [] <-- in the JSON file which was previously not present since Json data ","author":"coolsebbe","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79705127"},{"id":"26c14bea-a861-40bb-9b83-b1dfe898b39d","source":"stackoverflow","source_id":"so:79914241","content_type":"comment","title":null,"body_preview":"It’s a templating engine—not sure how it couldn’t be, but I suppose it’s possible. Might have better luck posting actual information. 2.3.33 added Jakarta ext classes as per https://issues.apache.org/","author":"Dave Newton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_reference","imperfect_expression"],"bot_score":0.03594666651423628,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79914241"},{"id":"188e83cb-2300-47d8-96d9-26cda570ad21","source":"stackoverflow","source_id":"so:79914265","content_type":"comment","title":null,"body_preview":"Thank you for your reply. I have a web application written using Spring and Spring Security 5.x and I am trying to migrate it to the latest versions of 7.x, which require EE11. I have replaced the nec","author":"capibara245","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79914265"},{"id":"5cf94209-52c1-4997-9799-65ce35350dd0","source":"stackoverflow","source_id":"so:79914297","content_type":"comment","title":null,"body_preview":"Okay... that makes the question a little convoluted as Spring Security has nothing specifically to do with JakartaEE 11.  But I guess this is more about the jsp tag integration which spring security a","author":"Gimby","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_technical_details","opinion_and_stance","external_link_context"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79914297"},{"id":"51c2b127-8d32-4e96-a473-54530f7b6fab","source":"stackoverflow","source_id":"so:79915276","content_type":"comment","title":null,"body_preview":"Thank you for your answer. It seems I got confused with spring security 7, which mentions that several deprecated methods are now removed from it. The issue I'm having is that once I try to access a w","author":"capibara245","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","technical_problem_description"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79915276"},{"id":"00077940-b87c-4cf7-995b-b3c90f1c0375","source":"stackoverflow","source_id":"so:79915408","content_type":"comment","title":null,"body_preview":"Ah, you are using JSP taglib support. That's legacy. JSP taglibs had introduced features long ago that it doesn't support, so I'm surprised if it was still functional on EE10. But on EE11 they have in","author":"ddekany","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79915408"},{"id":"213d1666-6e16-41a0-9437-7d957b94b71a","source":"stackoverflow","source_id":"so:79916051","content_type":"comment","title":null,"body_preview":"Ok, I see. If you mean spring.ftl, that is mostly for form elements, it doesn't have authorization/security related functionality.","author":"capibara245","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79916051"},{"id":"214ed41c-9bba-40c3-bddd-d749a2f7e1e0","source":"stackoverflow","source_id":"so:79965138","content_type":"comment","title":null,"body_preview":"I was also facing the ClassNotFound exception for the class jakarta.servlet.jsp.el.VariableResolver and a hacky workaround that did the trick was to add a stub class like so:\n\npackage jakarta.servlet.","author":"Neets","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","polished_first_draft","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79965138"},{"id":"f393e198-976f-4282-a293-f7d47fc33df8","source":"stackoverflow","source_id":"so:79981500","content_type":"comment","title":null,"body_preview":"A ZIP file is binary data. Do not attach it as text/plain:\n\nDataSource attachment =\n    new ByteArrayDataSource(byteArrayOutputStream.toByteArray(), \"text/plain\");\n\nUse application/zip, and finish the","author":"Iman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79981500"},{"id":"70fbac74-9e46-41a2-b45f-7b88d6203068","source":"stackoverflow","source_id":"so:79991866","content_type":"comment","title":null,"body_preview":"Developers have several JDK versions installed on their development environments and the IDE picks the right one based on the versions in Maven POM file. Sometimes it doesn't and it has to be told exp","author":"Torben","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991866"},{"id":"0100678b-7295-4e57-bc13-b8c1d4d58f89","source":"stackoverflow","source_id":"so:79991911","content_type":"comment","title":null,"body_preview":"I'm a user of SDKMAN, as dan1st answered.\n\nSDKMAN also works fine in Git Bash on Windows. The only issue I've had so far is installing it, because I don't have zip installed. But I have 7zip which is ","author":"Rob Spoor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991911"},{"id":"f01a8ffa-9d4b-4dd4-8696-5ece544b20eb","source":"stackoverflow","source_id":"so:79993459","content_type":"comment","title":null,"body_preview":"You can use Gradle toolchains for this by specifying this in your build.gradle/build.gradle.kts:\n\njava {\n    toolchain {\n        languageVersion = JavaLanguageVersion.of(17)\n    }\n}\n\nBy default, it wi","author":"Mark Rotteveel","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79993459"},{"id":"3f401e77-a273-4f29-879d-61dee1550c5e","source":"stackoverflow","source_id":"so:79993729","content_type":"comment","title":null,"body_preview":"Icon is set correctly; I’d first check the generated shortcut’s target/icon location under %LocalAppData% rather than the JavaFX app itself. Does the icon also disappear from the Start Menu shortcut, ","author":"Robin Jhon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79993729"},{"id":"50c8e51f-0760-48ae-a9d1-d303a7c036d7","source":"stackoverflow","source_id":"so:79993753","content_type":"comment","title":null,"body_preview":"If the icon is stored under AppData, make sure the path is resolved correctly at runtime and that jpackage receives a valid .ico file during packaging. Also, Windows may cache icons, so restarting Exp","author":"Saleha Mubeen","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79993753"},{"id":"01e0589f-6219-4e8e-baae-2b152314c7d1","source":"stackoverflow","source_id":"so:79995155","content_type":"comment","title":null,"body_preview":"DBISAM is a proprietary database product from Elevate Software, so I would recommend starting with the official DBISAM drivers rather than trying different generic JDBC/ODBC connectors.\n\nElevate Softw","author":"Quimbo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995155"},{"id":"98b74755-441b-4ac1-9f21-b0433beb81b1","source":"stackoverflow","source_id":"so:64242754","content_type":"comment","title":null,"body_preview":"It seems your problem is because of using Lists without adding its dependency in Maven\n\nAdd the code below to your POM:\n\n<dependency>\n    <groupId>com.google.guava</groupId>\n    <artifactId>guava</art","author":"DaniyalVaghar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64242754"},{"id":"6712b26c-6942-4f92-8b18-d0e678623fa8","source":"stackoverflow","source_id":"so:358256","content_type":"comment","title":null,"body_preview":"What are you doing? If it's spell checking, you could use a bloom filter - see this code kata.","author":"Mike Scott","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/358256"},{"id":"c6b66776-c231-4d48-8e85-edebab531f1b","source":"stackoverflow","source_id":"so:56327605","content_type":"comment","title":null,"body_preview":"Brute-force solution is not going to work here due to the given time constraint.\nThat is the reason you will get the time out error.\n\nSo you need to optimize your code which can be done with the help ","author":"Kanahaiya","classification":"ai_generated","confidence":0.85,"indicators":["uniform_paragraph_rhythm","template_phrases","synthetic_empathy","list_heavy_advice","semantic_blandness"],"bot_score":0.5052322619924451,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56327605"},{"id":"40a11eb6-a126-4b61-99ad-7213cc9a8710","source":"stackoverflow","source_id":"so:55084920","content_type":"comment","title":null,"body_preview":"Here is the algorithm to solve this problem.\n\nAlgorithm-\n\nStep-1 we are going to find a minimum element in the array.\n\nStep-2 we will find the maximum element in the array.\n\nstep-3 we are going to cal","author":"Kanahaiya","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","uniform_paragraph_rhythm","missing_platform_voice","list_heavy_advice","semantic_blandness"],"bot_score":0.5052322619924451,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55084920"},{"id":"76fe4155-4712-48a2-8321-959d6bbccea9","source":"stackoverflow","source_id":"so:55882427","content_type":"comment","title":null,"body_preview":"Constraints-\n\n3≤𝑁≤10^7\n\n1≤𝑀≤2⋅10^5\n\n1≤𝑎≤𝑏≤𝑁\n\n0≤𝑘≤10^9\n\nWhy your brute force solution will not work?\n\nToday generation system can perform 10^8 operation in one second. keep this in mind you have to pro","author":"Kanahaiya","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","uniform_paragraph_rhythm","missing_platform_voice","list_heavy_advice","polished_first_draft","human_indicators_absent"],"bot_score":0.5052322619924451,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55882427"},{"id":"e196f1a1-cccf-49a2-9f79-6a62fd236f1f","source":"stackoverflow","source_id":"so:54742849","content_type":"comment","title":null,"body_preview":"The key is while going up you have to check for sea level and ignore the downtrend for fast processing.\n\nHere is my simple and precise solution -\n\nstatic int countingValleys(int n, String s) {\n\n      ","author":"Kanahaiya","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.5052322619924451,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54742849"},{"id":"cfbe6978-e4d9-44b2-8da6-8d49cda0328b","source":"stackoverflow","source_id":"so:79995316","content_type":"comment","title":null,"body_preview":"I understand the question is \"why my code doesn't work\", but to be fair, I think it creates a lot of unnecessary complexity (tracking min and max values).\n\nYou can simply use lambdas to sort (ascendin","author":"user2270982","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995316"},{"id":"5f38b836-d440-4974-ac4b-5beb439a1827","source":"stackoverflow","source_id":"so:79995443","content_type":"comment","title":null,"body_preview":"As the other answer says, the main problem is that the ZIP is declared as text/plain. A filename ending in .zip does not change the MIME type, and binary data should be sent as application/zip (using ","author":"Benny Bottema","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995443"},{"id":"355b23cc-78f6-47f1-8d4b-e8e5d3f33613","source":"stackoverflow","source_id":"so:79914884","content_type":"comment","title":null,"body_preview":"Certainly it is. Especially as most nowadays don't even use FreeMarker in a way that depend on Servlet classes. What's the problem exactly, and why do you think it's related to Jakarta EE11?","author":"ddekany","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79914884"},{"id":"2895b5ad-f4cb-43b4-99df-357d0bdcd29f","source":"stackoverflow","source_id":"so:79995488","content_type":"comment","title":null,"body_preview":"Method Inference by Return Type?\n\nYour first question is reasonably discussed in the answers to this question. The problem is pretty trivial and can be discussed further if you have further questions.","author":"Sergey A Kryukov","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.17072432621256076,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995488"},{"id":"f87332c8-310f-426d-a43c-35b7aa3dc194","source":"stackoverflow","source_id":"so:13314332","content_type":"comment","title":null,"body_preview":"This is done because the compiler would not be able to figure out the overload in all contexts.\n\nFor example, if you call:\n\nString x = method1(\"aaa\");\n\nthe compiler knows that you are looking for the ","author":"Sergey Kalinichenko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/13314332"},{"id":"26c38394-9ece-4732-99ed-e1ac1fb09bed","source":"stackoverflow","source_id":"so:79995549","content_type":"comment","title":null,"body_preview":"The solution you posted worked because you added the missing piece of adding the attachment as a separate MIME body part. While that's good, it's still an awful lot of code to achieve something simple","author":"Benny Bottema","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","technical_detail","absence_of_ai_signals"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995549"},{"id":"461427e2-5a1e-45d7-be92-2be7e15a8072","source":"stackoverflow","source_id":"so:79995551","content_type":"comment","title":null,"body_preview":"The \"obstacle\" for the compiler to match the correct types in your example is the lambda. It does not specify its input types and Gatherer is declared with unlimited type parameters, so that doesn't h","author":"cyberbrain","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995551"},{"id":"7da1ce48-df12-4954-84e2-b2d7e39e6a9e","source":"stackoverflow","source_id":"so:79995552","content_type":"comment","title":null,"body_preview":"I doubt that is somehow tomcat-related at all. You are correct that `RandomAccessFile.open0` call is not something we would expect to find in threaddumps - this call is relatively cheap,  unless it ei","author":"Andrey B. Panfilov","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft","semantic_blandness"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995552"},{"id":"d6ac2ff5-2cf2-4e11-86e6-ce0af36dbd24","source":"stackoverflow","source_id":"so:79995561","content_type":"comment","title":null,"body_preview":"This absolutely not possible and your regex will miss a LOT. The email standard is a lot more flexible than you realize and while allowing a very limited subset for your own business logic can be cove","author":"Benny Bottema","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","technical_depth_with_context"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995561"},{"id":"791c127a-49fc-4d80-8b74-62817c445076","source":"stackoverflow","source_id":"so:79995578","content_type":"comment","title":null,"body_preview":"You can drop both GregorianCalendars and get true zero-allocation extraction with pure integer math, the same epoch-day algorithm java.time.LocalDate uses internally (Hinnant's civil_from_days):\n\npriv","author":"Guy Korland","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995578"},{"id":"735494fb-33d6-4d7a-a3a8-f2f7eb23818d","source":"stackoverflow","source_id":"so:79993783","content_type":"comment","title":null,"body_preview":"When you use jpackage, the images represented by --icon parameter (assuming the file is a valid icon format) are encoded into the EXE file. It should not matter at all whether you have used --win-per-","author":"DuncG","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79993783"},{"id":"496d6473-6e9c-41ec-ba94-db4ae40ace04","source":"stackoverflow","source_id":"so:79995591","content_type":"comment","title":null,"body_preview":"The following code compiles and runs fine:\n\nList<String> letters = Arrays.asList(\"a\", \"b\", \"c\", \"d\");\nletters.stream().gather(\n        Gatherer.ofSequential(\n        (_,  t,  r)->r.push(t.toUpperCase(","author":"John Bollinger","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft","absence_of_personality"],"bot_score":0.25761321437339757,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995591"},{"id":"ec88079b-b1f9-4fc7-b49a-58f2a8faf0c9","source":"stackoverflow","source_id":"so:35323290","content_type":"comment","title":null,"body_preview":"This is the BEST solution:\n\ninput.value = ''\n\nif(!/safari/i.test(navigator.userAgent)){\n  input.type = ''\n  input.type = 'file'\n}\n\nOf all the answers here this is the fastest solution. No input clone,","author":"Maxmaxmaximus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35323290"},{"id":"03e351d1-c8ae-42ba-8b5a-6de13fcefcb3","source":"stackoverflow","source_id":"so:40757379","content_type":"comment","title":null,"body_preview":"Works for dynamic controls too.\n\nJavascript\n\n<input type=\"file\" onchange=\"FileValidate(this)\" />\n\nfunction FileValidate(object) {\n    if ((object.files[0].size / 1024 / 1024) > 1) {   //greater than 1","author":"Arun Prasad E S","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/40757379"},{"id":"875a9d1f-bea1-4692-993e-b7f7f7fc38a0","source":"stackoverflow","source_id":"so:31751943","content_type":"comment","title":null,"body_preview":"SOLUTION\n\nThe following code worked for me with jQuery. It works in every browser and allows to preserve events and custom properties.\n\nvar $el = $('#uploadCaptureInputFile');\n$el.wrap('<form>').close","author":"Gyrocode.com","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","links","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31751943"},{"id":"dc920235-3b42-4dab-b10a-053b20725372","source":"stackoverflow","source_id":"so:45702610","content_type":"comment","title":null,"body_preview":"I like to keep things simple:\n\nexport default class Example extends Component {\n    constructor(){\n        super(props)\n        this.state = {\n            showMenu: false\n        }\n\n        this.menuS","author":"wnamen","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45702610"},{"id":"2c92b2fe-8cf6-4fce-829b-1c0297c073a0","source":"stackoverflow","source_id":"so:45702630","content_type":"comment","title":null,"body_preview":"To achieve this using your current setup, you could pass the toggleMenu() function as a prop to your rendered Menu component\n\n <Menu toggleMenu={this.toggleMenu} />\n\nThen within the Menu component, yo","author":"Cent","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45702630"},{"id":"34bffa70-ea7b-4aed-9be6-42e0bf58ce6f","source":"stackoverflow","source_id":"so:45702603","content_type":"comment","title":null,"body_preview":"If you are using ReactJs you should consider the following pattern:\n\n1. Set a state specifically to show/hide the the menu\n\n2. Create a function which will toggle the state\n\n3. Add a conditional rende","author":"Matthew Barbara","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45702603"},{"id":"3ff9fcab-2cd4-4aba-9d85-9ca69436aa1c","source":"stackoverflow","source_id":"so:44139747","content_type":"comment","title":null,"body_preview":"The reseting input file is on very single\n\n$('input[type=file]').val(null);\n\nIf you bind reset the file in change other field of the form, or load form with ajax.\n\nThis example is applicable\n\nselector","author":"Ivan Fretes","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44139747"},{"id":"162c420d-0a6b-4eba-b05e-cac7ab8a1e33","source":"stackoverflow","source_id":"so:6303311","content_type":"comment","title":null,"body_preview":"Just set the animation property via JavaScript to \"none\" and then set a timeout that changes the property to \"\", so it inherits from the CSS again.\n\nDemo for Webkit here: http://jsfiddle.net/leaverou/","author":"Lea Verou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","external_resource_link","imperfection_or_nuance"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/6303311"},{"id":"1e2665dd-9bec-4e1c-bd76-3dab851a2494","source":"stackoverflow","source_id":"so:44908106","content_type":"comment","title":null,"body_preview":"Another solution (without selecting HTML DOM elements )\n\nIf you added 'change' event listener on that input, then in javascript code you can call (for some specified conditions): \n\nevent.target.value ","author":"indreed","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44908106"},{"id":"0240e059-26cf-44a4-8d4e-95f7a990d487","source":"stackoverflow","source_id":"so:48849936","content_type":"comment","title":null,"body_preview":"i think you need to modify states name so you can navigate between them \n\n\r\n\r\nvar app = angular.module('MyApp', ['ionic','firebase']);\r\n\r\n    app.config(function($stateProvider, $urlRouterProvider) {\r","author":"Ahmed Wahba","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48849936"},{"id":"78e96d42-97c7-4e5a-a0d1-c054a7b90f2a","source":"stackoverflow","source_id":"so:48917078","content_type":"comment","title":null,"body_preview":"I'm not fully understand your problem\n\nDo you mean the render callback from columns props?\n\nYou can defined in columns props to render an input:\n\nconst column = [\n  {\n    title: 'input',\n    dataIndex","author":"Yichz","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48917078"},{"id":"a226d726-a171-42b0-b772-324883f67875","source":"stackoverflow","source_id":"so:48263180","content_type":"comment","title":null,"body_preview":"Resetting a file upload button is so easy using pure JavaScript!\n\nThere are few ways to do it, but the must straightforward way which is working well in many browser is changing the filed value to not","author":"Alireza","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48263180"},{"id":"b5338b61-9a85-40f9-b34e-4cde19ed20d1","source":"stackoverflow","source_id":"so:22140216","content_type":"comment","title":null,"body_preview":"As per your link you are missing onkeyup=ajaxSearch(); i.e\n\n<input name=\"search_data\" id=\"search_data\" class=\"\" value=\"\" \n    data-label=\"Search for a property, a unit, or an resident...\" \n    type=\"t","author":"Prathamesh mhatre","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/22140216"},{"id":"e9e81b16-7980-4a48-ba6a-6ca7f0a1e490","source":"stackoverflow","source_id":"so:51414994","content_type":"comment","title":null,"body_preview":"Use https protocol in script loading like this: https://ajax.googleapis.com/ajax/libs/jquery/1/jquery.min.js\n\nThis should solve the problem.","author":"dsmaslov","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51414994"},{"id":"86b6965c-602e-43bd-b897-0f492f80517c","source":"stackoverflow","source_id":"so:51415170","content_type":"comment","title":null,"body_preview":"The resources are not loading of jquery because of CORS. You should be using following instead what have you used:\n\n\r\n\r\n$(\"#blah\").click(function(e) {\r\n  $(\"#fileToUpload\").click();\r\n});\r\n\r\nfunction r","author":"Ullas Hunka","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","human_indicator_code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51415170"},{"id":"34b870fb-c327-452c-a8a0-46e40f1a1415","source":"stackoverflow","source_id":"so:51468926","content_type":"comment","title":null,"body_preview":"I used the querySelectorAll to find all div and added condition\n\nif (!document.getElementById(\"containter\").contains(item)) \n\nto except content within div id container.\n\ndocument.querySelectorAll('div","author":"Vindhyachal Kumar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51468926"},{"id":"db873250-99d3-4a48-92c4-cbc16ccb0472","source":"stackoverflow","source_id":"so:51666328","content_type":"comment","title":null,"body_preview":"Try this: \n\nzoom: 8\n\nFrom documentation.\nsee This also","author":"Er. Amit Joshi","classification":"ai_generated","confidence":0.6,"indicators":["terse_replies","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51666328"},{"id":"5a4ad8e7-86b4-47c3-b46c-74d27227a5bf","source":"stackoverflow","source_id":"so:51666493","content_type":"comment","title":null,"body_preview":"you're using Gmaps.js so you will need to find documentation about this javascript, as the webpage says you need to use setZoom that allows an integer of your desired zoom, also you will need to use s","author":"GonzaloPani","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51666493"},{"id":"3d54cb3d-a4c4-4b6f-8fa0-13669ab799ef","source":"stackoverflow","source_id":"so:51734789","content_type":"comment","title":null,"body_preview":"Set the html font size to something like 16px for desktop, then in your media queries change the font size to smaller sizes, like 15px, 14px, etc.  This only works if all of your units are in rem, so ","author":"Trikucian","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51734789"},{"id":"5a67ea3a-fd7f-4883-ac81-e62872c6f811","source":"stackoverflow","source_id":"so:51734777","content_type":"comment","title":null,"body_preview":"You can use the following to scale your site to the device width.\n\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n\nEdit: Try this\n\n<meta name=\"viewport\" content=\"width=device-w","author":"Evan Edwards","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51734777"},{"id":"881355aa-993e-4d20-8cef-26f0950d920a","source":"stackoverflow","source_id":"so:51806302","content_type":"comment","title":null,"body_preview":"document.getElementById(\"uploadCaptureInputFile\").value = \"\";","author":"Jalaleddin Hosseini","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51806302"},{"id":"b4600ba5-dae9-4342-bdc3-acf97ef12f36","source":"stackoverflow","source_id":"so:51848644","content_type":"comment","title":null,"body_preview":"Problem is not with the script but with the way you layout your HTML elements. Make sure your topmost container position set to absolute:\n\n<div class=\"parent\" style=\"position: absolute;\">\n    <h1>titl","author":"Dipen Shah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51848644"},{"id":"35f1ed5e-25fe-47c8-8d41-6b2b9b077199","source":"stackoverflow","source_id":"so:51856593","content_type":"comment","title":null,"body_preview":"I use for vuejs \n\n   <input\n          type=\"file\"\n          ref=\"fileref\"\n          @change=\"onChange\"/>\n\nthis.$refs.fileref.value = ''","author":"anson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51856593"},{"id":"e178fcb8-cfdd-4440-aeb6-81cec4650c23","source":"stackoverflow","source_id":"so:51969328","content_type":"comment","title":null,"body_preview":"Try this (the function calls itself):\n\n\r\n\r\nvar body = document.getElementById('body');\r\nvar basketball = document.getElementById('basketball');\r\n\r\nvar x = 0;\r\nvar y = 0;\r\nvar counter = 0;\r\nvar inc = M","author":"Eb946207","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51969328"},{"id":"37a47322-0ef7-420b-bb2d-356215bda881","source":"stackoverflow","source_id":"so:51969284","content_type":"comment","title":null,"body_preview":"No need for loops and stuff, you can just use css and add a class that changes the bottom from 0, and use setTimeout to remove it after some time (you need to click on the example so it will get the f","author":"Programmer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51969284"},{"id":"321351eb-8d6a-4482-8a02-f8c895b0b838","source":"stackoverflow","source_id":"so:52055563","content_type":"comment","title":null,"body_preview":"A pretty nice tutorial already provided by w3schools.\n\nhttps://www.w3schools.com/xml/xml_examples.asp\n\n  \nSee https://www.w3schools.com/xml/cd_catalog.xml and corresponding XML-file https://www.w3scho","author":"Simon Jensen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_details","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52055563"},{"id":"ddeb933c-ad69-40ba-bbe6-f686a977c6ee","source":"stackoverflow","source_id":"so:52183487","content_type":"comment","title":null,"body_preview":"With angular you can create a template variable and set the value to null\n\n<input type=\"file\" #fileUploader />\n<button (click)=\"fileUploader.value = null\">Reset from UI</button>\n\nOr you can create a m","author":"Muhammed Albarmavi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52183487"},{"id":"a6f0a894-d235-4983-92c5-c808a3f5f59d","source":"stackoverflow","source_id":"so:52205170","content_type":"comment","title":null,"body_preview":"If I understood you correctly you want your image to maintain its height and crop the width when window size is smaller.\n\nCheck this example:\n\n\r\n\r\ndiv{\r\n  height: 300px;\r\n  position: relative;\r\n  over","author":"Kushtrim","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52205170"},{"id":"721bdfa0-d38d-4b75-9f7c-a619b766e11b","source":"stackoverflow","source_id":"so:52205202","content_type":"comment","title":null,"body_preview":"You do this with background image:\n\n\r\n\r\n.box {\r\n  height:200px;\r\n  background:url(https://picsum.photos/1300/300?image=1069) center top/auto 100% no-repeat;\r\n}\r\n<div class=\"box\">\r\n\r\n</div>","author":"Temani Afif","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52205202"},{"id":"75ed3c68-5d38-477c-8947-f89f40b00597","source":"stackoverflow","source_id":"so:52205236","content_type":"comment","title":null,"body_preview":"Also you had \"max-width:100%\" and \"height: auto\" before. 100% is a relative unit, saying to take up 100% of the parent container's width, and auto was telling it to scale with the width while keeping ","author":"cpudan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","technical_explanation_with_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52205236"},{"id":"7bb351ec-a7e7-44ac-9f89-68a7a1eb932a","source":"stackoverflow","source_id":"so:52236415","content_type":"comment","title":null,"body_preview":"You have multiple elements with the same id, you have the \"admin\" and \"mac\" ids in the div with the id \"images\". Change them to something else and the code should work.","author":"Burhan B","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52236415"},{"id":"2b4456e1-f8c6-4500-b4dc-a7a08f27e397","source":"stackoverflow","source_id":"so:52533974","content_type":"comment","title":null,"body_preview":"Add position: relative to .price .header. Adding position: relative makes children with position: absolute position themselves relative to the parent. Otherwise any element with position: absolute pos","author":"vikdotdev","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52533974"},{"id":"8b8df1fe-3d7b-4459-9d6b-ffcf4f247063","source":"stackoverflow","source_id":"so:52575325","content_type":"comment","title":null,"body_preview":"There is a margin available by default, \nfor example\n\n<head>\n   title scripts etc.\n</head>\n<body>\n    <header class=\"...\">your html</header>\n    <div class=\"...\"></div>\n</body>\n\nEither give an id or c","author":"Bidhan Majhi","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52575325"},{"id":"bda19da7-62a5-454b-b82e-0fbf72240e74","source":"stackoverflow","source_id":"so:52575378","content_type":"comment","title":null,"body_preview":"Your logo caused this. \nAdd this css\n\nbody .container {\n  overflow-x: hidden;\n}\n\n.container .body {\n  margin-right:0px;\n  margin-left:0px;\n}\n\nbody {\n  margin-top: 0px !important; /*in your syle.min.cs","author":"Haihua Gu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52575378"},{"id":"0d261b7c-b253-4659-af92-f44d8e25629d","source":"stackoverflow","source_id":"so:53458837","content_type":"comment","title":null,"body_preview":"it seems your inner element has not a event listener.\n\na way to do that would be\n\nfunction myFunction() {\n      this.classList.toggle(\"show\");\n }\n\ndocument.getElementById(\"inner\").addEventListener('cl","author":"samuel silva","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53458837"},{"id":"4a172f05-ae54-4610-b3ce-193d537eb978","source":"stackoverflow","source_id":"so:53458916","content_type":"comment","title":null,"body_preview":"There's nothing wrong with your toggle, your CSS is just off. The class show is not applying because of div.dropdown taking priority. I've modified example below. \n\n\r\n\r\nfunction myFunction() {\r\n  docu","author":"James Ives","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53458916"},{"id":"215dc2f5-a81f-4d45-b06c-1e4d9e924a81","source":"stackoverflow","source_id":"so:53458876","content_type":"comment","title":null,"body_preview":"You have div.dropdown in your CSS it's overshadowing .show: https://developer.mozilla.org/docs/Web/CSS/Specificity\n\nUse just .dropdown instead.\n\n\r\n\r\ndiv.red {\r\n  background-color: red;\r\n}\r\n\r\n.blue {\r\n","author":"Smollet777","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53458876"},{"id":"fa3c41e7-d1de-4f3a-91a4-333f413fd6cd","source":"stackoverflow","source_id":"so:53493681","content_type":"comment","title":null,"body_preview":"your p tag containe two elements :\n\nthe text Cart\n\nthe i tag used by FontAwsome to create the pseudo elements that containe the icon\n\nso to hide the text and keep the icon you can use simple css\n\nsee ","author":"M0ns1f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53493681"},{"id":"57d8af15-5c13-4cc7-9b9b-ae0e05571ef9","source":"stackoverflow","source_id":"so:53493637","content_type":"comment","title":null,"body_preview":"Write a media query and give someClass to your p or by your own way to access that \n<p> tag.\n\n@media only screen and (max-width: 600px) {\n p.someClass {\n    display:none;\n }\n}\n\nUpdated\nCopy below code","author":"Saugat Bhattarai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53493637"},{"id":"b4b06609-9a5e-46cc-8e98-a6481d6f535c","source":"stackoverflow","source_id":"so:53493675","content_type":"comment","title":null,"body_preview":"Wrap Cart text inside a span tag and add class hidden-sm  and CSS for that class as follow.\n\n\r\n\r\n@media only screen and (max-width: 600px) {\r\n body {\r\n    background-color: lightblue;\r\n }\r\n .hidden-sm","author":"Niraj Kaushal","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53493675"},{"id":"c9da751b-3756-432e-9c8e-68bd926ee244","source":"stackoverflow","source_id":"so:53612663","content_type":"comment","title":null,"body_preview":"I faced the issue with ng2-file-upload for angular. if you are looking for the solution in angular refer below code\n\nHTML:\n\n<input type=\"file\" name=\"myfile\" #activeFrameinputFile ng2FileSelect [upload","author":"Javascriptsoldier","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53612663"},{"id":"7e2123c9-2ac2-4884-bf4a-98b32ac6cade","source":"stackoverflow","source_id":"so:53627413","content_type":"comment","title":null,"body_preview":"i think u must set \"rowBuffer\" property\n\nrowBuffer:\nThe number of rows rendered outside the scrollable viewable area the grid renders. Defaults to 20. Having a buffer means the grid will have rows rea","author":"Mohammad Hatami","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53627413"},{"id":"088bb166-7c41-43a2-9c3e-3296ea1c96bf","source":"stackoverflow","source_id":"so:53650175","content_type":"comment","title":null,"body_preview":"This could be done like this\n\n\r\n\r\nvar inputfile= $('#uploadCaptureInputFile')\r\n$('#reset').on('click',function(){\r\ninputfile.replaceWith(inputfile.val('').clone(true));\r\n})\r\n<script src=\"https://cdnjs","author":"Fraz Abbas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53650175"},{"id":"bacfbe15-e770-479c-96b9-263b95bfe4b0","source":"stackoverflow","source_id":"so:53858759","content_type":"comment","title":null,"body_preview":"One option is to create an array with all your movies paths:\n\nvar videosToPlay = [\n    \"movies/a Movie.mp4\",\n    \"movies/movie a.mp4\",\n    \"movies/a new Movie.mp4\"\n];\n\nThen you need to get all handler","author":"Washington Guedes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53858759"},{"id":"466bc8a3-fd0c-4173-96d1-80371f76607e","source":"stackoverflow","source_id":"so:54629439","content_type":"comment","title":null,"body_preview":"I think the trick is not to actually perform the manipulations on arrays.\n\nYou can simply track the changes in index-intervals.\n\nKeep a sorted list of intervals ( sorted by begin-index).\n\ne.g. Input: ","author":"MrSmith42","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54629439"},{"id":"24e8f771-e3eb-4e95-886e-55477f3f43dc","source":"stackoverflow","source_id":"so:54630719","content_type":"comment","title":null,"body_preview":"We could make some observations for this problem\n\nLet's keep a running sum representing the current value when we iterate from start to end of the array.\n\nIf we break each operation into two other ope","author":"Pham Trung","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","human_indicators_absent","example_provided","external_link_provided"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54630719"},{"id":"18a2b8a7-f6b6-4aaf-9e5b-7ebe07ed0105","source":"stackoverflow","source_id":"so:54629418","content_type":"comment","title":null,"body_preview":"This algorithm will help.\n\nhttps://www.geeksforgeeks.org/difference-array-range-update-query-o1/\n\nUsing this algorithm you can solve the problen in O(n+q) where n = size of the array and q = no of que","author":"Suyash Mittal","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54629418"},{"id":"6ab3dbf9-d0cc-4c77-8916-c0df895a93d1","source":"stackoverflow","source_id":"so:55832629","content_type":"comment","title":null,"body_preview":"Yes its possible...\n\nyour datasource should be in a state\n\nyou can do something like this\n\nstate = {dataSource: this.dataSource.map(data => {\n        return {\n          key: data.id,\n          item: (","author":"Itunu Adekoya","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","missing_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55832629"},{"id":"0d455052-cac5-41d6-85a0-72974710f658","source":"stackoverflow","source_id":"so:56681539","content_type":"comment","title":null,"body_preview":"There are many approaches and i will suggest to go with ref attachment to input.\n\n<input\n    id=\"image\"\n    type=\"file\"\n    required\n    ref={ref => this.fileInput = ref}\n    multiple\n    onChange={th","author":"Sourabh Bhutani","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56681539"},{"id":"b2caa05f-5ee7-411a-8292-f75e3d41aeab","source":"stackoverflow","source_id":"so:57024083","content_type":"comment","title":null,"body_preview":"Problem with your code is,\n\ncomponentDidMount() {\n   console.log('ok');\n   window.scrollTo(0, 1);\n}\n\ncomponentDidMount will execute only once when your component loads first time, and not for any succ","author":"ravibagul91","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","list_heavy_advice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57024083"},{"id":"22f2bc04-3b34-4f38-8643-08688a3cf050","source":"stackoverflow","source_id":"so:57052166","content_type":"comment","title":null,"body_preview":"This \"name\": \"slangoApp\", shoulb be like this \"name\": \"slangoapp\",\nPlease remember it should not contain uppercase letters of spaces.","author":"Mohammad Ayoub Khan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57052166"},{"id":"f0c8b140-6de8-4436-85cc-16159c8c6c42","source":"stackoverflow","source_id":"so:57094663","content_type":"comment","title":null,"body_preview":"manifest.json should be present in a directory where your index.html is present. Not in any other directory. If you are using react its possible that you might have misplaced it in src directory.","author":"Jaiganesh","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57094663"},{"id":"ec24ede8-0201-4f93-a8f3-4c1e3e1d84d1","source":"stackoverflow","source_id":"so:57335844","content_type":"comment","title":null,"body_preview":"I do bot.on('message', message Because ready Not Working. I hope it works\n\nbot.on('message', message =>{\n    if(!message.guild) return;\n    if(!message.guild.member(bot.user).hasPermission('MANAGE_ROL","author":"Anas7z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57335844"},{"id":"7ab41950-2294-4054-b91c-50c92955888c","source":"stackoverflow","source_id":"so:52535692","content_type":"comment","title":null,"body_preview":"function resetImageField() {\r\n    var $el = $('#uploadCaptureInputFile');                                        \r\n    $el.wrap('<form>').closest('form').get(0).reset();\r\n    $el.unwrap();\r\n}\r\n<script","author":"Md. Abu Bakker Siddique","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52535692"},{"id":"b786c1bb-be6d-4e1f-8180-1da1df5b8a1b","source":"stackoverflow","source_id":"so:55618246","content_type":"comment","title":null,"body_preview":"It's because the browser does not understand the MIME type of the manifest file and thus cannot find it. In Chrome DevTools > Network > Headers > Content-Type, the content-type of the manifest must ma","author":"Alfred Wallace","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55618246"},{"id":"c7e58ec5-4c09-4f86-bdcc-5600816f1dc3","source":"stackoverflow","source_id":"so:58918591","content_type":"comment","title":null,"body_preview":"My Best Solution     \n\n$(\".file_uplaod_input\").val('');  // this is working best ):","author":"Abdelhakim Ezzahraoui","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58918591"},{"id":"9d4f0c35-5e05-4b38-bcfb-4bf85820ad94","source":"stackoverflow","source_id":"so:60403067","content_type":"comment","title":null,"body_preview":"According to the switch statement reference, \"if you forget a break then the script will run from the case where the criterion is met and will run the cases after that regardless if a criterion was me","author":"Kev","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60403067"},{"id":"ae80fa5f-a00d-4d38-8ca5-f05da6e12175","source":"stackoverflow","source_id":"so:60403132","content_type":"comment","title":null,"body_preview":"Switch cases in javascript \"falls through\" by default if no break or return statement is used.\n\nFor desired opearation you could write it like this:\n\ndrink = 'beer'\n\nswitch(drink){\n    case 'beer':\n  ","author":"Simon Nilsson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","technical_accuracy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60403132"},{"id":"4796263f-e4d1-4cda-8370-be95ed62ea1e","source":"stackoverflow","source_id":"so:60403151","content_type":"comment","title":null,"body_preview":"You can use function\n\nconst res = ((val) => {\n  if (['beer', 'whiskey'].includes(val)) return 'The drink is BEER or WHISKEY'\n  if (val === 'juice') return 'The drink is JUICE'\n  return 'Nothing to dri","author":"Volodymyr Lapan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60403151"},{"id":"292ccd78-a2fa-4153-9a52-2fe329887d5e","source":"stackoverflow","source_id":"so:60403187","content_type":"comment","title":null,"body_preview":"This is because of 'Fallthrough' (Read more here: https://en.wikipedia.org/wiki/Switch_statement#Fallthrough).\n\nIn some languages (like JavaScript and C) switch statements behave such that they will e","author":"Ali Ann","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60403187"},{"id":"363048a9-6d87-47d5-8b28-8850f261ef6c","source":"stackoverflow","source_id":"so:60626232","content_type":"comment","title":null,"body_preview":"Take a look at this library. Seems stable and easy to use.\n\nvar AdmZip = require('adm-zip');\n\n// reading archives\nvar zip = new AdmZip(\"./my_file.zip\");\nvar zipEntries = zip.getEntries(); // an array ","author":"C.Gochev","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60626232"},{"id":"60a5b88e-b7b7-4fcd-b76e-7edc290b5767","source":"stackoverflow","source_id":"so:60943485","content_type":"comment","title":null,"body_preview":"<input type=\"file\" id=\"mfile\" name=\"mfile\">\n<p>Reset</p>\n\n<script>\n$(document).ready(function(){\n$(\"p\").click(function(){\n\n            $(\"#mfile\").val('');\n            return false;\n\n    });\n});","author":"w.Daya","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60943485"},{"id":"2847c0c2-1efc-4b16-9ba9-1e149c81cc0f","source":"stackoverflow","source_id":"so:62171447","content_type":"comment","title":null,"body_preview":"You can try this code:\n\nHTML\n\n<select name=\"optionType\" onchange=\"renderImage()\" id=\"selectOption\">\n    <option value=\"\" hidden selected> </option>\n    <option value=\"1\">Option 1</option>\n    <option ","author":"Mayur Agarwal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62171447"},{"id":"843fb6b1-a8f1-4de0-aa19-c1c2d34474db","source":"stackoverflow","source_id":"so:62413879","content_type":"comment","title":null,"body_preview":"Here is a one-line-code solution well working. :)\n\njust put this below inside your index.html !\n\n<meta name=\"apple-mobile-web-app-capable\" content=\"yes\" />\n\nor you can just put this inside your app.js","author":"Initd","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62413879"},{"id":"de2ed5f7-ab74-4ef7-b855-03454c4ee9b0","source":"stackoverflow","source_id":"so:64758985","content_type":"comment","title":null,"body_preview":"The Animation API gives you full control over when and what to play, and is supported by all modern browsers (Safari 12.1+, Chrome 44+, Firefox 48+, Edge 79+) .\n\nconst effect = new KeyframeEffect(\n  e","author":"ZachB","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64758985"},{"id":"a041f782-0d98-47c5-af84-85c903a9ba13","source":"stackoverflow","source_id":"so:66105137","content_type":"comment","title":null,"body_preview":"I miss an other Solution here (2021):\nI use FileList to interact with file input.\n\nSince there is no way to create a FileList object, I use DataTransfer, that brings clean FilleList with it.\n\nI reset ","author":"halfbit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66105137"},{"id":"435a3d9d-72da-402a-9602-5e24818fddfa","source":"stackoverflow","source_id":"so:66652991","content_type":"comment","title":null,"body_preview":"Don't know what the error is about, have you tried another zip file?\n\nAnyway, here is my tsx code with reactjs hooks:\n\n  const [files, setFiles] = useState<File[]>(undefined);\n  const [fileInfo, setFi","author":"Peter F","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66652991"},{"id":"94407ce8-2ed9-4285-9b50-4b3c85a118e5","source":"stackoverflow","source_id":"so:67671937","content_type":"comment","title":null,"body_preview":"Yes it is valid, because JSON syntax is a subset of JavaScript object literal syntax. Therefore if you inject JSON-encoded text into generated JS code in the way you've shown then it behaves as an obj","author":"ADyson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_accuracy_and_depth","absence_of_ai_signals"],"bot_score":0.1035243159134544,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67671937"},{"id":"f3f14707-460f-4123-a3b0-ef3ab138be72","source":"stackoverflow","source_id":"so:61555404","content_type":"comment","title":null,"body_preview":"You can also use display property, just set the display to none.\n\ndisplay:none;\n\nand the change backs it to block (or any other property you want).\n\ndisplay:block;\n\nusing JavaScript.\n\nand it will work","author":"Usama Majid","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61555404"},{"id":"f0ed15d4-c8de-422f-8345-7ca1c8ee7ef8","source":"stackoverflow","source_id":"so:68738638","content_type":"comment","title":null,"body_preview":"Add script-src directive with having this domain as allowed list.\nContent-Security-Policy: script-src https://cdn.cookielaw.org/scripttemplates/;\n\nIt is not new directive but already should be present","author":"Varun Jain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68738638"},{"id":"101ba986-7b42-426f-9c0e-b40e905a638c","source":"stackoverflow","source_id":"so:51913832","content_type":"comment","title":null,"body_preview":"Implement the animation as a CSS descriptor\n\nAdd the descriptor to an element to start the animation\n\nUse a animationend event handler function to remove the descriptor when the animation completes so","author":"bigjosh","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51913832"},{"id":"e3a284cc-68c2-48cb-bd9c-de37c8193842","source":"stackoverflow","source_id":"so:71543923","content_type":"comment","title":null,"body_preview":"setInterval(() => {\n    $('#XMLID_640_').css('animation', 'none')\n\n    setTimeout(() => {\n        $('#XMLID_640_').css('animation', '')\n    }, 3000)\n}, 13000)","author":"CyberT33N","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71543923"},{"id":"b3debb48-5ec9-4cce-8a2c-378d2afe3dd1","source":"stackoverflow","source_id":"so:56780220","content_type":"comment","title":null,"body_preview":"There is an answer on MDN, which is similar to the reflow approach:\n\n<div class=\"box\">\n</div>\n\n<div class=\"runButton\">Click me to run the animation</div>\n\n@keyframes colorchange {\n  0% { background: y","author":"Sava B.","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","code_snippet_provided","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56780220"},{"id":"5c9ebaed-f92c-4902-98c0-9af724b564a1","source":"stackoverflow","source_id":"so:48057138","content_type":"comment","title":null,"body_preview":"Create a second \"keyframe@\" which restarts you animation, only problem with this you cannot set any animation properties for the restarting animation (it just kinda pops back)\n\nHTML\n<div class=\"slide\"","author":"Pall Arpad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48057138"},{"id":"2a88c290-1668-471b-9e46-b733bc0d1bec","source":"stackoverflow","source_id":"so:71098078","content_type":"comment","title":null,"body_preview":"Note that with React, clearing the animation like this, a codesandbox I found helps.\n\nExample I used in my code:\n\nfunction MyComponent() {\n  const [shouldTransition, setShouldTransition] = useState(tr","author":"Colin D","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","synthetic_empathy"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71098078"},{"id":"754756e2-c303-4a2b-ba6c-2498faf57a6f","source":"stackoverflow","source_id":"so:72525340","content_type":"comment","title":null,"body_preview":"If you create two identical sets of keyframes, you can \"restart\" the animation by swapping between them:\n\n\r\n\r\nfunction restart_animation(element) {\n  element.classList.toggle('alt')\n}\r\n@keyframes spin","author":"12Me21","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72525340"},{"id":"c1211995-38f9-4840-a780-2dcbe7340773","source":"stackoverflow","source_id":"so:74504003","content_type":"comment","title":null,"body_preview":"I found out a simple solution today. Using the example provided in this answer, you can just append the element again to the body:\n\n\r\n\r\nfunction resetAnimation() {\n    let element = document.getElemen","author":"Dante","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74504003"},{"id":"834c3ccd-2ee5-4f54-a873-de0bc5027a7d","source":"stackoverflow","source_id":"so:36676399","content_type":"comment","title":null,"body_preview":"On this page you can read about restarting the element animation: Restart CSS Animation (CSS Tricks)\n\nHere is my example:\n\n<head>\n    <style>\n        @keyframes selectss\n        {\n            0%{opaci","author":"Ron Cohen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary_around_quote","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36676399"},{"id":"3d16a1ea-49d7-431b-b769-d9214ea7bd97","source":"stackoverflow","source_id":"so:45036752","content_type":"comment","title":null,"body_preview":"No need in timeout, use reflow to apply the change:\n\n\r\n\r\nfunction reset_animation() {\n  var el = document.getElementById('animated');\n  el.style.animation = 'none';\n  el.offsetHeight; /* trigger reflo","author":"user","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45036752"},{"id":"23b0d9e0-947a-4d05-bcab-bd08edf42027","source":"stackoverflow","source_id":"so:53725179","content_type":"comment","title":null,"body_preview":"document.getElementById('uploadFile').value = \"\";\n\nWill work, But if you use Angular\nIt will say  \"Property 'value' does not exist on type 'HTMLElement'.any\"\n\ndocument.getElementById() returns the typ","author":"Satish Patro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53725179"},{"id":"03eade9a-b01f-4f84-af72-b95f4be1b886","source":"stackoverflow","source_id":"so:76956648","content_type":"comment","title":null,"body_preview":"it's recommended to add -test at the end of your data domain script for staging environnements.\n\nYou need to add \"https://cdn.mycompany.com/script.js\" to the \"script-src\" directive of the policy. Ther","author":"Aissa","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76956648"},{"id":"894feaba-f125-407c-9541-f4efb737116d","source":"stackoverflow","source_id":"so:77040224","content_type":"comment","title":null,"body_preview":"While still not ideal you could just restate your @keyframes with a different name, then just change the animation name when you want to run it again. This has the benefit of not needing JS in some us","author":"ggedde","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77040224"},{"id":"7124fad7-53ac-4341-b11e-0e0dbe798784","source":"stackoverflow","source_id":"so:67183414","content_type":"comment","title":null,"body_preview":"@ZachB's answer about the Web Animation API seems like \"right\"™ way to do this, but unfortunately seems to require that you define your animations through JavaScript. However it caught my eye and I fo","author":"V. Rubinetti","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67183414"},{"id":"1543b744-9813-401f-b3a2-e9bdf49296de","source":"stackoverflow","source_id":"so:78161905","content_type":"comment","title":null,"body_preview":"In my case the problem was Service Worker caching some One Trust requests. One Trust is using wired content-type=text/x-javascript for one of the json requests.\n\nYou can check if your application is u","author":"Mike","classification":"human_created","confidence":0.85,"indicators":["specific_technical_problem","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78161905"},{"id":"e2e8b598-f816-41c8-8771-9e1260d82d54","source":"stackoverflow","source_id":"so:79977824","content_type":"comment","title":null,"body_preview":"The issue seems to be the lack of asyncronous handling. Besides that the ready event is deprecated, your code lacks of any await: this could lead to have variables treated as undefined since some func","author":"CcmU","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79977824"},{"id":"0b93a554-3588-427f-8873-16e3d157c3ac","source":"stackoverflow","source_id":"so:79995075","content_type":"comment","title":null,"body_preview":"Design ad hoc string comparer depending on locale\n\nDefine a helper function which depends on locale to compare the strings. For Swedish, A and Ä should be different.\nFor other languages such as Englis","author":"Tony Chu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","references"],"bot_score":0.3039534267845465,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995075"},{"id":"02b48a1f-f530-4832-a7c7-3895dbb30d2d","source":"stackoverflow","source_id":"so:79995197","content_type":"comment","title":null,"body_preview":"There are several issues\n\nmoment is deprecated\n\nnever alert in something that uses blur or similar\n\nactually never alert at all\n\nMake sure the DOM is ready when you add the event handlers\n\ndocument.ad","author":"ScandinavianAvian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995197"},{"id":"876d9a88-4406-470a-8951-3d5fa0b206ff","source":"stackoverflow","source_id":"so:79995222","content_type":"comment","title":null,"body_preview":"As described in the FullCalendar Getting Started guide you need to choose a theme and a colour palette, and in your page you must reference the necessary files for your chosen options.\n\nThis will then","author":"ADyson","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","human_indicator_present"],"bot_score":0.1035243159134544,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995222"},{"id":"42fc5b55-eb87-48aa-bac6-c2cbd801f146","source":"stackoverflow","source_id":"so:79995267","content_type":"comment","title":null,"body_preview":"You can't change the native keyboard logic for <select> menus. There is no API or lang hint for this. The jump-to-character behavior is tied to the browser and OS locale rather than the page's lang at","author":"NullPointerNinja","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995267"},{"id":"8f30aaf1-210b-495f-9d4c-73f894a7b79a","source":"stackoverflow","source_id":"so:79995436","content_type":"comment","title":null,"body_preview":"import { Component, signal } from '@angular/core';\n\n@Component({\n    template: `\n        <input #fileInput type=\"file\" (change)=\"updateFileName(fileInput)\">\n        <h3> {{fileName()}} </h3>\n    `,\n})","author":"Tayamba","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995436"},{"id":"2cfac8c1-4d9d-4508-aa59-cae7e2195c27","source":"stackoverflow","source_id":"so:79995464","content_type":"comment","title":null,"body_preview":"This is by way of adding background.\n\nA mercifully long time ago, you would control the flow of the program using something like a goto statement. You would typically test something and then possibly ","author":"Manngo","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995464"},{"id":"cbf06c03-a463-4419-a500-3805318bce01","source":"stackoverflow","source_id":"so:79995466","content_type":"comment","title":null,"body_preview":"Because that's how it works.  If the filename doesn't have a .js extension, Rails adds one.  Your filename does not.\n\nhttps://www.rubydoc.info/docs/rails/ActionView%2FHelpers%2FAssetTagHelper%3Ajavasc","author":"Tim Roberts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13380369056387373,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995466"},{"id":"3d2ed053-4ab5-4dbc-9c99-4cd14e56ba3a","source":"stackoverflow","source_id":"so:53066559","content_type":"comment","title":null,"body_preview":"Considering you want to repeat the display of the image and its movement... What if you animated it like sliding the image off of itself (like a deck of cards)?\n\nhttps://jsfiddle.net/mittenmoon72/kte1","author":"madeyejm","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 Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53066559"},{"id":"50276d3c-fe56-4c06-9722-4514c5f94abc","source":"stackoverflow","source_id":"so:79995478","content_type":"comment","title":null,"body_preview":"I'd stick with your current approach. Using vscode.workspace.fs.writeFile is better than the standard fs module because it handles VS Code's virtual file systems and updates the UI automatically.\n\nSin","author":"ByteSizeFixes","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","suspiciously_balanced"],"bot_score":0.5524048114306698,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995478"},{"id":"01134883-1664-44be-88ca-cbfc41ab7283","source":"stackoverflow","source_id":"so:53065439","content_type":"comment","title":null,"body_preview":"Change CSS\n\n.object{\n  position: relative;\n  width: 300px;\n  height: 280px;\n  overflow: hidden;\n}\n.object img {\n  animation: MoveLeftRight 10s linear infinite;\n  position: absolute;\n  top: 0;\n  right:","author":"Lalji Tadhani","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53065439"},{"id":"5dd55190-0fd4-43e8-922e-b9b0e7718d35","source":"stackoverflow","source_id":"so:79995507","content_type":"comment","title":null,"body_preview":"The issue is that Rails is treating components/index.jsx as the logical asset name and then appending .js, so it ends up looking for:\n\ncomponents/index.jsx.js\n\nThe source file itself is fine:\n\napp/jav","author":"Riz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995507"},{"id":"6937e5d4-469f-4bdc-a20b-41ac3edde78f","source":"stackoverflow","source_id":"so:79995528","content_type":"comment","title":null,"body_preview":"This code produces the expected result. How it works is explained further below:\n\nconst result =\n\n'h1 h2 h3 h4 words words words words'\n.replace(/abc/, '')\n.replace(/[^]+/, _ => {\n  const NUM = Math.m","author":"Tony Chu","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification"],"bot_score":0.3039534267845465,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79995528"},{"id":"870e72d7-5b95-4d64-864e-76e1e0d56832","source":"stackoverflow","source_id":"so:76145695","content_type":"comment","title":null,"body_preview":"You might think direct interpolation is enough… but there are a few nasty corner cases.\n\nThe most well-known among them is __proto__:\n\nvar obj0 = {\"__proto__\": {\"a\": 5}};\nvar obj1 = JSON.parse('{\"__pr","author":"dumbass","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.4606963914269977,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76145695"},{"id":"13105c93-1662-43e9-8fcb-b33982e9d06d","source":"stackoverflow","source_id":"so:53493886","content_type":"comment","title":null,"body_preview":"There are two ways to do your task using JS:\n\nresize the browser\n\nusing CSS\n\nThe following demonstrates both, although in my opinion CSS is the better option:\n\n$(window).resize(function() {\n  var winW","author":"Nikunj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","opinion_stated","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53493886"},{"id":"e2b52e04-262c-42a8-af68-9abd7d40a384","source":"stackoverflow","source_id":"so:43073781","content_type":"comment","title":null,"body_preview":"If you have a class for CSS3 animation, for example .blink, then you can removeClass for some element and addClass for this element thought setTimeout with 1 millisecond by click.\n\n$(\"#element\").click","author":"Viktor  Mezhenskyi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43073781"},{"id":"5278ee41-9bfd-45e2-87f9-a26b87496071","source":"youtube","source_id":"6KL-dT00mWo","content_type":"post","title":"Washington Week with The Atlantic full episode, 8/14/26","body_preview":"Defense Secretary Pete Hegseth said that the U.S. could maintain a blockade of Iran “indefinitely,” suggesting that President Trump is trapped in another so-called forever war. Join moderator Jeffrey ","author":"Washington Week PBS","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 Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KL-dT00mWo"},{"id":"68d1fbec-8f36-41ea-9041-4d5fba81c12f","source":"youtube","source_id":"Ugw-vK38k_l7yGQxurd4AaABAg","content_type":"comment","title":null,"body_preview":"He will live forever through AI, and the MAGA legacy — Make America Great Again — will always be remembered. 🇺🇸\n\nPresident Sir Trump, Supreme Leader of the Free World, made America great again for Ame","author":"@prashpatel6436","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"7f8877d6-de6c-4845-92de-aa491769a2d0","source":"youtube","source_id":"UgyTdje4R-EPQNeY7UF4AaABAg","content_type":"comment","title":null,"body_preview":"American soldiers won the Vietnam war... Politicians lost it...History will laugh at you zombies being fooled by commie disinfo","author":"@illuminatiopress3755","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"a7ce95f6-e026-4f98-8d9e-68b1d9e7a224","source":"youtube","source_id":"UgwZ1KZFB5BFWto4mkl4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks Trump for the war? Now we all will drive VE cars…. Good news no?","author":"@zolapibull","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"2079afd1-66f6-498d-9b0b-553e5740a4ae","source":"youtube","source_id":"UgwgVA_n1XzjwZawvmp4AaABAg","content_type":"comment","title":null,"body_preview":"That 270 billion is/will be paid --- every dime --- by US gasoline / diesel customers. Militarily, a pile of ruble will make a great sniper-palooza event.","author":"@jimhen459","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"686d40b3-470a-4dd6-ac67-51031c0fc239","source":"youtube","source_id":"UgzbOvHlxYeC1AsLvox4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is describing himself. He's the worst shit-fer-brains since the Civil War. A rare tar & feathering .....","author":"@jimhen459","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"89d43092-668b-41cd-82de-cef08ca4fe87","source":"youtube","source_id":"UgxUuQNmgb8G0uMJHPx4AaABAg","content_type":"comment","title":null,"body_preview":"Alternatives to the strait are still easy targets, it's the leaders of those places that have to decide whether they want to bear the costs to their own people and pockets for waging an justified war.","author":"@karezaalonso7110","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"80c0c30e-4ab9-4f7a-8025-fd63c1b94d75","source":"youtube","source_id":"Ugy0MyqtwffEiZvmghN4AaABAg","content_type":"comment","title":null,"body_preview":"When Iran has no money it can’t cause trouble - right on President Trump.","author":"@jameshallahan4376","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"5af0f77b-cdab-4337-bc94-2279dac43beb","source":"youtube","source_id":"UgyGcjV92lnWl1RMCfl4AaABAg","content_type":"comment","title":null,"body_preview":"American's are facing the highest price hikes in her history --- that I can tell you. The biggly-est since the price hikes of the farmers a few months ago. The mostest largliest since the MAGA were fo","author":"@jimhen459","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","non_standard_language","cultural_references"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"0a1025d9-6c15-4c4f-a5ad-48300068292a","source":"youtube","source_id":"Ugy-binQknRwV0x2fDh4AaABAg","content_type":"comment","title":null,"body_preview":"Iron sharpens iron. The US keeps missing this valuable lesson thinking they can bully the world into submission. Even after witnessing within its own country the resilience of the African American peo","author":"@saphire2214","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"6c49c40c-fff4-49e6-be06-157516adc47b","source":"youtube","source_id":"Ugx5K9Jv6WtWVSgR4TJ4AaABAg","content_type":"comment","title":null,"body_preview":"The global mafia that controls trump doesn't want this war to end.","author":"@cynthiamarie2107","classification":"ai_generated","confidence":0.55,"indicators":["missing_platform_voice","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"4f40bf3f-8282-452b-9220-f44ecbc88da9","source":"youtube","source_id":"Ugw8s0RkVe7f86EZp994AaABAg","content_type":"comment","title":null,"body_preview":"Motummaan ethiopia maal akka nu godhuuf demuu hin hubanne kameerafi quranaan ergamtootan akkasumas midiyoota addaaddaan alaafi mana nu dhowwaa jirufi jireenya nu wallalchisee halkanifi guyyaa addaan n","author":"@HusenAbrahm","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_comprehensive","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"db960a6a-ba9b-4c87-af81-56935c95bfbe","source":"youtube","source_id":"UgzkzCkd_E9OgEf-6qh4AaABAg","content_type":"comment","title":null,"body_preview":"It's Death of the US Dollar... Because the World Knows the US is just a big Bully now...and 40 Trillion in Debt...","author":"@patrickhache7020","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"db652ab8-c465-424d-aca6-10429b0bbd67","source":"youtube","source_id":"UgzWJrYqJVOhuxfbaAl4AaABAg","content_type":"comment","title":null,"body_preview":"Trump has single handedly helped the green movement. Give him credit","author":"@HoodedAngel-n1q9h","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"6a5a4244-8ede-4172-9bcc-50ff7bb2b145","source":"youtube","source_id":"UgxRu0JBVHImFzaFpsh4AaABAg","content_type":"comment","title":null,"body_preview":"So in other words Trump is not only damages the world and enriching his oil friends and himself, he also is day by day strengthing the position of the Iranian national guard making them richer. You ca","author":"@-htl-","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"831185d7-b733-46cb-a3c5-dbe152350091","source":"youtube","source_id":"Ugx_uMgwT5KFHMECai54AaABAg","content_type":"comment","title":null,"body_preview":"So wait, Trmp's stupidity does not only help the Iranian Naztional Guard, he also helps North Korea and Russia to advange military technology and production. Is this man the biggest traitor to the fre","author":"@-htl-","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"ad1d0280-8592-46c5-9edd-45a9871c244a","source":"youtube","source_id":"UgzCXuzwGDjHCN_MEX54AaABAg","content_type":"comment","title":null,"body_preview":"I think trump thumped a tooth pick, and now it's forever different after 50 years of bacon and BS 😂","author":"@ShoeString13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"f492d17a-754f-43e3-b44d-4ddf5092aefb","source":"youtube","source_id":"UgxTk3wqA-UJzFis6u14AaABAg","content_type":"comment","title":null,"body_preview":"Dubai if you are listening, The monarchy should not over Spend or reach out of your way. See iran as a warning.","author":"@andyc9902","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"55efe949-1e66-42eb-84ac-5cf4e46a4e80","source":"youtube","source_id":"Ugw_xnMLIOoxQyH4nGh4AaABAg","content_type":"comment","title":null,"body_preview":"American people should put trump in jail and stop the war , US military can’t defeat Iran 🇮🇷, Iran is a great country with great history and culture, you Yankees can scare United Kingdom or Saudi Arab","author":"@Cyrus_717","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"950397c3-6bfa-4dfa-89a9-1028abb9b87a","source":"youtube","source_id":"UgxGOq73sRoGY21A0qN4AaABAg","content_type":"comment","title":null,"body_preview":"https://youtube.com/shorts/syA2GjeSbeM?si=ZJY6Xi1jT05XzQTQ","author":"@takumisoto","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","lack_of_human_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"db263df4-deba-4961-96ca-ad4fea5bc7e7","source":"youtube","source_id":"UgwnZLqbQYZoGuj0pTN4AaABAg","content_type":"comment","title":null,"body_preview":"Trump, China, Europe, AI & tariffs: The global consequences | Fareed's Take Roundup: https://youtu.be/Sx5-xt8tH_M","author":"@CNN","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.3356481481481481,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"62cba032-d444-43ca-bfda-1294a77ce885","source":"youtube","source_id":"BlZZGUjfBZc","content_type":"post","title":"Iran digs in, Trump’s ‘hot & cold’ diplomacy & more: Fareed’s Last Looks","body_preview":"Why hasn’t Iran been compelled to make peace, even as its regular citizens suffer? Has the war accelerated the switch to green energy in Asian counties? What’s behind Trump’s hot and cold diplomatic s","author":"CNN","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2225672877846791,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BlZZGUjfBZc"},{"id":"6b7287e2-bac0-4069-9416-b25b634342b1","source":"youtube","source_id":"UgzXKV-BTm4W_GXmYHB4AaABAg","content_type":"comment","title":null,"body_preview":"these mofos got played by this fool meanwhile tons of contraband got smuggled behind their backs.","author":"@truckin379","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"026891f0-8756-4082-9b60-b793c37ff832","source":"youtube","source_id":"UgzMJbfObib6MnXpLg54AaABAg","content_type":"comment","title":null,"body_preview":"Could of just handed him his id 🪪 and be on his way 😂","author":"@OscarPerez-zk4vh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"020799d2-0bbb-4262-9cf6-e23d5b8ecef7","source":"youtube","source_id":"UgzRehnN8HGRO7ssGAB4AaABAg","content_type":"comment","title":null,"body_preview":"I detest & despise all Tyrannical, Vile, Rabid & Unintelligent Bullies","author":"@DanielEliyah-n1c","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"7f5e1bbc-617c-4ecd-9ff3-3d43e9190e4d","source":"youtube","source_id":"UgzQDWW_F9BTi6Tcklt4AaABAg","content_type":"comment","title":null,"body_preview":"Me - Well you're too stupid to do your job, so you need someone to tell what to do.\nNothing you say matters, lets go to court so I can be a millionaire because of your stupid tyrant @sses.","author":"@DingleBerry-b4v","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"2157c6c3-ccd8-414d-9b77-178753dc3a4c","source":"youtube","source_id":"UgyldmHZ0vkeOp_SgI14AaABAg","content_type":"comment","title":null,"body_preview":"Remember the badge doesn't have to be honest only you citizen","author":"@duanegansberg7239","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"5c34f16a-bc12-4257-a06d-7f138291c2b2","source":"youtube","source_id":"UgzN-XOr2zvcgUp--K54AaABAg","content_type":"comment","title":null,"body_preview":"Violation of the constitution and citizens rights public servants are criminals","author":"@Roberto-u8d7t","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"0f7520e5-da70-49dc-8c06-8f5a5d9027f8","source":"youtube","source_id":"Ugw7r4lf7A0iFkyWTZZ4AaABAg","content_type":"comment","title":null,"body_preview":"Why don't they ever hold someone to search their car when they have a pack of Malinois in the back?","author":"@delandbrooks3291","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"81b448cf-f6f9-45f7-be74-c16b6f690a39","source":"youtube","source_id":"UgzUcXZMGxs9serOzIl4AaABAg","content_type":"comment","title":null,"body_preview":"This is the exact reason they gun makers equip some AR's with 30 round magazines.    Shoot for the head.","author":"@ralphyoung9296","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"8e87e054-233b-4e77-9cc1-13602f3d2afa","source":"youtube","source_id":"UgwUkySFOVkTKSyFJSp4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you for standing up for yourself I appreciate you my friend.","author":"@Jacklincoln-el5rh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"51f40abe-7764-4c07-a7d6-63e78d05bd24","source":"youtube","source_id":"UgzYOKRH8pbPlQet7GF4AaABAg","content_type":"comment","title":null,"body_preview":"Corrupt cops breaking the law and the constitution again sue them for everything they own and lose their qualified immunity and then they should be fired immediately for stupidity and lying and illega","author":"@nicholashills2417","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"0dc5cf48-0b93-4260-9acc-57c12b11b503","source":"youtube","source_id":"UgxwTR6YD4U_fBbF3x14AaABAg","content_type":"comment","title":null,"body_preview":"When corrupt people are in power they will make corruption ok and legal.","author":"@mike_mike108","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"44311729-4a71-478a-9735-a412c295f1fd","source":"youtube","source_id":"Ugwwv-LW7FWGPBSLHqd4AaABAg","content_type":"comment","title":null,"body_preview":"This channel wants you to write nice stuff cause he get ms his feelings hurt waaaa your violating American 1st amendment right please unsubscribe from channel or continue to be sheep 🐑","author":"@Dangling_Carrot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"4ca79d62-95fa-46f9-afb2-45a1165ae513","source":"youtube","source_id":"Ugxj9j420VSRM_N29v94AaABAg","content_type":"comment","title":null,"body_preview":"They guy should have let the proceed with the illegal search etc. That way he would have a better case.","author":"@dcoach58","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"2dec8969-8dac-4d74-8990-c94f38a05fef","source":"youtube","source_id":"Ugz4XlSW1Ftlp1u5YwJ4AaABAg","content_type":"comment","title":null,"body_preview":"I keep seeing these videos meant to make law enforcement look dumb... more often than not, opposite effect. \"This will be your last stance\"???","author":"@dacartai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"c0f00e0e-0431-4c6c-a72d-2604bb77dd50","source":"youtube","source_id":"Ugx-rIoWMhvgd9J3bat4AaABAg","content_type":"comment","title":null,"body_preview":"It would have been better if THEIR WERE A BUNCH OF DEAD TERRORIST PIGS LEFT LAYING  WHERE THEY RECIEVED THERE VERY EARNED FAR OVER DUE BULLETS I WOULD.HAVE ZERO PROBLEM IF ALL THESE USELESS SCUMBAGS G","author":"@BenDover-o1n","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"8d422e4f-ce21-4cc7-98f0-00cfaaf0f78b","source":"youtube","source_id":"Dp99znhuszo","content_type":"post","title":"Boulevard CA Cop Thought This Couple Needed a K9 Search #police #shorts","body_preview":"Watch a tense police traffic stop where a driver refuses to cooperate and demands a supervisor. See how the situation escalates.\n\nUS citizens George and Esmeralda Doilez of Brawley California were inv","author":"Crimes to Courts","classification":"ai_generated","confidence":0.92,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","polished_first_draft","safety_disclaimers","list_heavy_advice"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dp99znhuszo"},{"id":"7df62b83-08d6-4ba8-90bc-ca85a707a382","source":"youtube","source_id":"UgxzqLRNSWOEtOQdBaN4AaABAg","content_type":"comment","title":null,"body_preview":"Yaaay! What a pair! They out there making the world a better place.","author":"@ChristinaGurchinoff-c3z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"c8d820bd-ab62-4c4c-b086-9fe998c41673","source":"youtube","source_id":"UgzlKhxcxCi2SFQKKLp4AaABAg","content_type":"comment","title":null,"body_preview":"That's Oprah's double. The real Oprah is withering away from kuru.","author":"@gatekeeper916","classification":"human_created","confidence":0.7,"indicators":["terse_replies","cultural_references","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"0127ab41-dc3d-41bc-8537-0bcd3c0ac5c6","source":"youtube","source_id":"UgwV1pklf4FP9qPFahh4AaABAg","content_type":"comment","title":null,"body_preview":"SOS, Stedman! That appearance cost the big O a couple million.","author":"@sugargold4126","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0.6263736263736263,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"6e929134-4a50-49f4-9824-0b4dd5fb6f8e","source":"youtube","source_id":"Ugz3IaCF3Sdxa1bgST54AaABAg","content_type":"comment","title":null,"body_preview":"Amazing shes showing her face after Epstein Island involvements.","author":"@OrthodoxChristian_3","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"ab369ec6-5d56-480a-ac57-d38a92fcec0d","source":"youtube","source_id":"Ugy7SlHpnSizn4lBMJ54AaABAg","content_type":"comment","title":null,"body_preview":"Poor Stedman...still trailing behind narc Ocrah...the first wokey puppet","author":"@pjj9491","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"0d33aebd-3850-4d0f-9f1a-0f6b24281593","source":"youtube","source_id":"UgwpESuRAvz_Knn-Ott4AaABAg","content_type":"comment","title":null,"body_preview":"Incorrect. \nHe was with her in NYC for The Color Purple a couple years ago.","author":"@RichSocialWorker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"128eff70-9b0b-4580-8171-127ac541509f","source":"youtube","source_id":"Ugx_0G4IE58E3A2lDI94AaABAg","content_type":"comment","title":null,"body_preview":"Is this a body double? Like Biden had the \"tall Biden\"?","author":"@pamm8608","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.528066528066528,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"4420b81b-6d6a-4559-85c1-6f3319425cd8","source":"youtube","source_id":"UgzEekBGTxwKPcWXQ1N4AaABAg","content_type":"comment","title":null,"body_preview":"STEDMAN IS ALIVE AMAZING OPRAH'S GIRLFRIEND GAYLE MUST BE JEALOUS","author":"@Michael-z6j1v","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"c7b02f78-c920-4044-b2a4-147269e40c31","source":"youtube","source_id":"UgwdYhZlaO90A3kJnQd4AaABAg","content_type":"comment","title":null,"body_preview":"I brushed my teeth today, then I had a haircut, got lunch and now I’m home again.","author":"@SeasonedStew","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","uniform_paragraph_rhythm","lack_of_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"d1647c38-dc13-404f-9c8b-25a8b1dbd790","source":"youtube","source_id":"Ugzu7m5cApBYiBOQKt14AaABAg","content_type":"comment","title":null,"body_preview":"Stedman looks good. They are not a couple .Friends maybe.","author":"@LindyB-h1j","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"9361f2cd-789c-434e-89d1-2cd0a1674be5","source":"youtube","source_id":"UgwIECgKUPoUiULlhf94AaABAg","content_type":"comment","title":null,"body_preview":"I REALLY miss The Oprah Winfrey Show, it was by far, the best talk show on TV.  CONGRATULATIONS OPRAH 💝🎊🎈🎉🥂🍾💐🥰","author":"@nancywalsh4436","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"3bd9ed50-d4db-44dc-9b98-fd12da38ab9c","source":"youtube","source_id":"UgyRONdIFchZKlGj8Sh4AaABAg","content_type":"comment","title":null,"body_preview":"Oprah Winfrey looks good.\nMoney isn't so bad after all.","author":"@DaisyNatalia-dd6zd","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"7dffd078-e6a1-440a-9232-80a505fa57e1","source":"youtube","source_id":"Ugz8_DTJIzbI9teL02x4AaABAg","content_type":"comment","title":null,"body_preview":"BEAUTIFUL RICH SUCCESSFUL BLK COUPLE 👏🏾👏🏾👏🏾👏🏾👏🏾☺️. OPRAH looks good!!!! I'm so glad she found her person... someone to do life with. I know Gayles ex husband cheated on her so I wonder if she ever fou","author":"@Carrotcakeyum","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"a98da4db-cd54-455a-bfa8-2c84be55e426","source":"youtube","source_id":"UgxAuFXuB6-kPAQrwkJ4AaABAg","content_type":"comment","title":null,"body_preview":"Give us an update on your wonderful school in South Africa Oprah!???!!","author":"@martamcg2393","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"a10cdd47-e24a-4f11-9764-35dabe29ca18","source":"youtube","source_id":"Ugy721MbxAXxbsuOD2F4AaABAg","content_type":"comment","title":null,"body_preview":"Oprah are you truly happy I see your eyes and tight smile you deserve pure happiness","author":"@BerniceRink-c9d","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_eVnYvEYfxI"},{"id":"5474c282-42ff-479c-95dd-a960295ea612","source":"youtube","source_id":"_eVnYvEYfxI","content_type":"post","title":"Oprah Winfrey, Stedman Graham Make First Appearance in Nearly 7 Years | E! 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We want justice for the victims of these greedy child abusers and we will get it.","author":"@evanryan194","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"bae25aeb-41c3-4c39-b45d-45d0240da4dd","source":"youtube","source_id":"UgyFh3eDz1Yy8eD0N0R4AaABAg","content_type":"comment","title":null,"body_preview":"The list is truly too long, too state the many reasons why asshole Trump is hated by millions upon millions of people. He is not the president. He's a wannabe thug and joke.","author":"@stephenescamilla2129","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"0b084561-5103-4491-8f2f-e4f768fb5cec","source":"youtube","source_id":"UgxF23vHQFkR6_-M0ut4AaABAg","content_type":"comment","title":null,"body_preview":"They're grifting as much as they can before their planned escape. Could we hide air tags in don's diapers?","author":"@Paladin-zw7ek","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"2db2ebb7-2430-4d80-95ad-f3e16c9d0828","source":"youtube","source_id":"UgxpruNP7q2_fh9D39F4AaABAg","content_type":"comment","title":null,"body_preview":"DT is pulling whole Republican party under water! Very good.","author":"@LudekNesnidal","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"1019eaef-44a5-46af-8c24-fe98ea0db93a","source":"youtube","source_id":"UgzBJHlR2bP6dbbbKKh4AaABAg","content_type":"comment","title":null,"body_preview":"They are pretty shallow if people only hate rump for gas cost.  Yes I hate all of the high prices I and others are paying, but I dislike him for more than this.","author":"@VickiSidwell","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"7fd47246-f9db-4014-bfb1-a069644ca3ed","source":"youtube","source_id":"Ugy0M02e2KQu9OiRbq54AaABAg","content_type":"comment","title":null,"body_preview":"Who are the 7% democrats supporting DT on GAs Prices?","author":"@LudekNesnidal","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"5953e54a-76a5-4c29-b8e5-11f5c3b5465a","source":"youtube","source_id":"Ugxi3ctZL-ifTJ5YDY14AaABAg","content_type":"comment","title":null,"body_preview":"HE'S SO GUILTY OF A LOT OF THINGS HE CERTAINLY TRYING HARD TO HIDE THIS EPSTEIN FILES HE'S SO WRAPPED UP IN HIS CRIME","author":"@dianeilarson.loveyoutoohah8615","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"6811765b-612b-4f22-92fb-d805c796d832","source":"youtube","source_id":"UgyId1brSti7uUFKwtd4AaABAg","content_type":"comment","title":null,"body_preview":"If the lede isn’t the first topic addressed, the reason I clicked in, I leave immediately.","author":"@Rjbuchholz01","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"cf611735-06c0-4922-8306-773821a175d9","source":"youtube","source_id":"UgywT7iVqQDOsFmkjW94AaABAg","content_type":"comment","title":null,"body_preview":"Those who voted Todd Blanche in for ag are the ones in the Epstein files … and trump holds the blackmail book we know it","author":"@cyncity20","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"5f2588ab-934e-413b-a89d-696a77f32ff8","source":"youtube","source_id":"UgyYgWi1bX9_1xuSVEd4AaABAg","content_type":"comment","title":null,"body_preview":"If you are tired of being held in contempt by Congress, then VOTE!!!!!!!","author":"@Foxwood1","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"c8a15847-aff8-48fe-be77-f7746bbb5337","source":"youtube","source_id":"UgzPdjPr0IMykBHqXwR4AaABAg","content_type":"comment","title":null,"body_preview":"What does THAT note say, Keith?? We can't really see it!! Frustrating 😊","author":"@karenwhaley8635","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"cec4e045-37ba-4532-916b-c361b75f93c3","source":"youtube","source_id":"UgxpQpeSYhhlMdBP-8N4AaABAg","content_type":"comment","title":null,"body_preview":"Crazy the working class turned on Bush bc of oil and now AGAIN they put republicans in control and again what happens!? Humm hummm war.. High prices.. Inriching themself.. Democrats atleast worked to ","author":"@WiseLoneWonder","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"c7c49f72-fb42-4bb5-b833-896f5886558a","source":"youtube","source_id":"UgzUGncYjxrTWiUZhOV4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you Katie Phang for shining a light on this sickening cabal of lies and criminality.","author":"@Ghost_Rydah76","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"d48684b0-d75a-4ade-b245-10ad2785fce7","source":"youtube","source_id":"Ugx_ZlGhtIwUFzWgDFh4AaABAg","content_type":"comment","title":null,"body_preview":"I don't get it. We all know and complain that the justice system doesn't value Black life and allows offenders off easily or sometimes completely. Sometimes the ONLY thing we can get from an injustice","author":"@Delta224A","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"710229c9-3a86-4fce-8c85-dc54f95f8d42","source":"youtube","source_id":"UgxAF20T-wP47dsBiAZ4AaABAg","content_type":"comment","title":null,"body_preview":"Some f'g 3 times tRUMP votersa re now finally disvowing the fascist kleptocrat cult leader they once worshipped. Why, was it become he was a pedophile, racist eager to inflict pain on those borwn \"oth","author":"@richardbrousseau3412","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"cd70c3cb-305c-4bd2-b6ef-9a4c6cba8739","source":"youtube","source_id":"UgyQF8wPU2SeSNhIcF94AaABAg","content_type":"comment","title":null,"body_preview":"Why the hell is America letting SATAN AND HIS DEMONS destroy our country?? We need to do something to STOP what's going on!!!!😮","author":"@audreyallen5744","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"f150ffa5-9429-438c-b0dd-3e67ccf8dee8","source":"youtube","source_id":"UgwQgt4iDGXEUbvSYgt4AaABAg","content_type":"comment","title":null,"body_preview":"\"I believe change is always a good thing\" --> votes for the conservative party. You can't make this shit up.","author":"@johnandersson8258","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"0f73c8a2-73f6-40b7-a779-284fa4018143","source":"youtube","source_id":"UgwqYXdurlXreFVoBud4AaABAg","content_type":"comment","title":null,"body_preview":"Is that the same 13 year girl who bit him ?  Was it she that give him his mushroom ?","author":"@robertbihn3005","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"c860e229-7ba9-45d9-a0b3-0afa95aebeb8","source":"youtube","source_id":"UgyK5fR33LewGwCEus94AaABAg","content_type":"comment","title":null,"body_preview":"And the Republicans are still only 52%… How blind do you have to pee??","author":"@Voguynyc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"e25bdd8b-966a-4ba0-92be-536a275d2129","source":"youtube","source_id":"UgwdiwKmuL3zlv1hnSV4AaABAg","content_type":"comment","title":null,"body_preview":"Click the bell icon for my livestream Tuesday here: https://www.youtube.com/watch?v=aQc-nouiJ7w","author":"@keithedwards","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"9aa042ff-2383-400c-9f2c-a5abb2a4d5af","source":"youtube","source_id":"9kMDjaF8D8U","content_type":"post","title":"We FINALLY Know What Trump was Hiding...","body_preview":"👍 SUPPORT THE SHOW\nhttps://www.edwardswire.com/subscribe\nhttps://www.youtube.com/@keithedwards/join\n\nKeith Edwards reacts to new information revealed by Katie Phang regarding the ongoing coverup by th","author":"Keith Edwards","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","original_commentary_around_quotes"],"bot_score":0.2968674150160911,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9kMDjaF8D8U"},{"id":"265839bf-1a9b-45ba-b0f5-4ddc78d6e03b","source":"youtube","source_id":"UgwbUFQqtteEMFSMDH14AaABAg","content_type":"comment","title":null,"body_preview":"They'll go to any lengths to sabotage any Iran peace deal.","author":"@AG-un7dz","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"1bd7956f-00fb-4512-981e-fd87033323a8","source":"youtube","source_id":"UgwZ6ozdL7UsveG9ShB4AaABAg","content_type":"comment","title":null,"body_preview":"My question is why has the White House publicized this story at all???","author":"@maggiemay97","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"bbba9eb6-f76d-409b-bdbe-838fd0bbe264","source":"youtube","source_id":"UgznpKuMZFpZzQzEdFF4AaABAg","content_type":"comment","title":null,"body_preview":"I am so sick of Trump. I'm so sick of conservatives and the far right. I am so beyond sick of Elon Musk. So sick of all these LOSERS that are ruining our LIVES!!!","author":"@yolkyolk3148","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"b37e4060-0169-4aa4-bc9a-1826237ed656","source":"youtube","source_id":"Ugy-9iJH-E-pSKTCxNx4AaABAg","content_type":"comment","title":null,"body_preview":"I’m sure that the people on airplane knew what was going on because Trump wasn’t on it you idiot","author":"@beckymmccaffrey673","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"33f6328e-4fe5-4e45-93d0-8776f1fee95b","source":"youtube","source_id":"UgxxJD-lCeBIVuAQhEF4AaABAg","content_type":"comment","title":null,"body_preview":"The captain has the final say whether the plane goes or not. Since he is responsible for all lives on board. Did anyone talk with him to find out what he knew and when he knew it?","author":"@JohnThomas-b8c","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"bd4e5a91-02fc-4b87-8ce0-e5198b845b3e","source":"youtube","source_id":"UgzDmSarpdM4kJrV9_B4AaABAg","content_type":"comment","title":null,"body_preview":"Stop trying to figure out how real men run the country as we all know, you don’t know what a real man is just turn over and keep taking it","author":"@thomasbagnoli2672","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"1bb503a5-cfd7-42ef-bd94-bb375b2fa49b","source":"youtube","source_id":"UgzvkmZuYPql1aWl6BJ4AaABAg","content_type":"comment","title":null,"body_preview":"It doesn't matter who you are. Trump will always throw you under the bus for anything. As long as he can save his sorry fat a**","author":"@ToddLane-n4w","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"e89bb81e-73e5-4d20-88d1-516cd5fb333c","source":"youtube","source_id":"Ugz1mH2gIm9TQsUsSKh4AaABAg","content_type":"comment","title":null,"body_preview":"The fact of the matter is, is that Trump doesn't care about anyone but himself. I wouldn't be surprised if the ones that followed wasn't supposed to, but overheard the conversation that he was getting","author":"@jayVionmcvadian1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","speculative_narrative"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"87440d33-5c8e-4262-b154-6c4d2c528c1a","source":"youtube","source_id":"UgyaNh-UUnxvp3Tt3QN4AaABAg","content_type":"comment","title":null,"body_preview":"No threat.  Trump false flag that has hit him in the face.  Trump  manufacturers assassination attempts to look important. \nITS All A LIE","author":"@mht-aussie","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"c73da1ae-3767-418c-8de4-bcd4e7cf0b0b","source":"youtube","source_id":"Ugy1A9ZuTo16Xhu3hi54AaABAg","content_type":"comment","title":null,"body_preview":"If Air Force One had crashed they could claim Trump was dead.","author":"@flavius3896","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"b3c6ffaa-2f2d-44b5-8519-241d4b79b576","source":"youtube","source_id":"UgyHOBP6YMBV6o55kWh4AaABAg","content_type":"comment","title":null,"body_preview":"Take one for the big guy. Not that Big guy. The littlen orange big guy. Lol!!!","author":"@mlayton1904","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"aa73fbe5-1518-41f5-85c3-ff14aadd7c24","source":"youtube","source_id":"UgzowGcWwivYZaWXbUJ4AaABAg","content_type":"comment","title":null,"body_preview":"World class conman and Putin asset Trump would never stage an assassination attempt for his own benefit.","author":"@jasonladd6400","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"01fbaa12-db2c-429e-a93f-e77c4e17b155","source":"youtube","source_id":"UgyLwmYVIrnOOpuKLVt4AaABAg","content_type":"comment","title":null,"body_preview":"Typical Dump, threw everyone else under the bus without a second thought. What a total wanker that man is","author":"@MaxwellDeyes","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"10835a7a-94d0-4760-9b81-91b2eb05e8ad","source":"youtube","source_id":"UgyvoEqacLaquy2iTEZ4AaABAg","content_type":"comment","title":null,"body_preview":"It wasn’t a threat! It was Netanyahu telling Dumpty that the Iranians were going to kill him.","author":"@tinarustman8832","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"50a39e69-fd91-468c-9fdf-28dfd39504ac","source":"youtube","source_id":"UgxwMdMG08WK1wH3qb14AaABAg","content_type":"comment","title":null,"body_preview":"faking a tech issue still gives them time to find him and kill him on ground","author":"@plantgarden8980","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"e4ad60a6-571d-4cab-b268-df16ec5ef749","source":"youtube","source_id":"UgwO15tHSjLN0hE-WBB4AaABAg","content_type":"comment","title":null,"body_preview":"But left everyone else to be unalived.  Good thing nothing happened!  They had NO WARNING AT ALL!  SHOWS HE REALLY CARES RIGHT...NUMNUTS, PUT THEIR LIVES IN HIS HANDS...ARE THEY NUTS...YEP THEIR NUTS!","author":"@VickiePeesAromatics","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","imperfect_expression","platform_native_voice","strong_opinion","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"b64b51a9-dc78-46e1-b375-f1fac1064a87","source":"youtube","source_id":"UgwRtkgZXl9sBlRVMNl4AaABAg","content_type":"comment","title":null,"body_preview":"1st option: why did THEY allow 10/7\n2nd: if nothing happens there was info from inner circle to \"terrorist\"\n3rd probably there was no Iranian on board 😳","author":"@meinemeinung6542","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"7d3a6968-ddd4-4eba-a131-cb65f845d234","source":"youtube","source_id":"UgxsJoNBiaTIEEOx0454AaABAg","content_type":"comment","title":null,"body_preview":"It's top secret come on people common sense who's the president you're supposed to protect him at All odds look what fauci did","author":"@JamesFlores-l5w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"0cf83353-54b2-4251-82cb-87890c93cd27","source":"youtube","source_id":"-BIFoazMA_g","content_type":"post","title":"Trump Assassination Attempt: What My Sources Just Told Me... | TMZ","body_preview":"About TMZ:\nTMZ has consistently been credited for breaking the biggest stories dominating the entertainment news landscape and changed the way the public gets their news. Regularly referenced by the m","author":"TMZ","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","template_phrases"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-BIFoazMA_g"},{"id":"12e697a8-f85b-4f59-b5d3-b068c7ffc99e","source":"youtube","source_id":"UgyDtMXOD8KHrJN29FN4AaABAg","content_type":"comment","title":null,"body_preview":"These people are all drama kids. I don't believe half of whay they say. Open the mental institutions!","author":"@javiertorres2193","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"6421b4f0-f9b6-45ee-928b-84c2ec9af7cd","source":"youtube","source_id":"UgxV4Dq4gxm46qmwwit4AaABAg","content_type":"comment","title":null,"body_preview":"ground news doesn't give definition of left and right and then doesn't show how they determine where an outlet stands on the political spectrum so it's pretty opaque and hard to trust them in my opini","author":"@Iwastherebyaccident","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 Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"a1a5c401-9747-4657-a700-6e297dd9000e","source":"youtube","source_id":"UgzbcaEGV4cbPEyKM2p4AaABAg","content_type":"comment","title":null,"body_preview":"You'd think this would inspire Americans, and it might if news on this weren't suppressed in the media.","author":"@personguy-z2c","classification":"human_created","confidence":0.72,"indicators":["strong_opinion","platform_native_voice","terse_expression","absence_of_hedges","lack_of_specificity"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"e5d5d4c5-0d28-4715-aa6a-6502f2f0b49c","source":"youtube","source_id":"UgzGzRzEsNjq-t5jlOJ4AaABAg","content_type":"comment","title":null,"body_preview":"Kinda sad this protest didn't kivk off years ago when the first people were arrested for social media posts. But hey. Better late than never i suppose.","author":"@personguy-z2c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"f43022bc-2fcf-4273-b635-c751c49ce4fc","source":"youtube","source_id":"UgwjoOXWfBQRBV2bBrR4AaABAg","content_type":"comment","title":null,"body_preview":"Starting to wonder if we are swapping zionism for islam","author":"@DrunkAlKrn","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"05b33248-c3d0-461e-b766-a4a3881989d8","source":"youtube","source_id":"UgyzAe_WLu0iB5QZU4R4AaABAg","content_type":"comment","title":null,"body_preview":"\"3 days in solitary but i had a tv and spoke to people all day and eat well and saw a doctor\" yeah thats not solitary is it you mug","author":"@trilzyy5257","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"d8a6d808-78ec-4c7b-9a7a-ee780661de91","source":"youtube","source_id":"Ugyuuf3NEv5zUo0UcPJ4AaABAg","content_type":"comment","title":null,"body_preview":"I expected more from channel 5. People have been mass arrested for simply voicing their opinion for a safer country and calling out violent men destroying their country but instead they simply focus o","author":"@Benjiha","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"511a2b4d-16c3-403c-8055-29c07614b84c","source":"youtube","source_id":"Ugwh_Um-ko3COR3JiBN4AaABAg","content_type":"comment","title":null,"body_preview":"This one is for all of you clowns who think that hate speech laws are a good thing. That’s how you get arrested for social media posts. “Words = violence” is the justification used for arresting some ","author":"@owenasmr.m2743","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"0858dfbd-b0d4-413b-9d0e-7cd99e2c201d","source":"youtube","source_id":"UgwcQ65Ef3ibJ-YD9Xl4AaABAg","content_type":"comment","title":null,"body_preview":"36:00 in the US you wouldn’t be arrested (or shot) for protesting peacefully lmao. In the UK you’ll be arrested for holding up a sign tho\n\nThe protests in the US where police are less polite correlate","author":"@owenasmr.m2743","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"75e19347-4dae-4c5b-a449-15f33c1ed30b","source":"youtube","source_id":"UgzknfZ_mRGxXTNjeBR4AaABAg","content_type":"comment","title":null,"body_preview":"How is my best uk news comes from you. Wild. Love your perspective around it","author":"@theunspun7096","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"38583c3f-3f98-44f3-bbdc-78ab71f8fb88","source":"youtube","source_id":"Ugy7MVYxPldO8d6VO-N4AaABAg","content_type":"comment","title":null,"body_preview":"I love the new set; love this is going international!!! Congratulations chan5 🎉","author":"@Tattoonouveau","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"5c2d64ae-4bd0-44f0-bf38-c1391cb0a6c1","source":"youtube","source_id":"UgyAM0DqRXxfkeVCNHJ4AaABAg","content_type":"comment","title":null,"body_preview":"They took away their guns. Then they took away their speech.","author":"@isaiahraygoza4831","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"57d9ada2-ea3d-4483-9773-c8aa2b011311","source":"youtube","source_id":"UgzHzm4g_0NrcI91PHp4AaABAg","content_type":"comment","title":null,"body_preview":"Oh who cares, we used to have a place for these people in the 70s","author":"@Benjamin-su6fc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"06643e67-391e-400f-8521-8abf3591f4c9","source":"youtube","source_id":"UgxerouFJzwzrhErD6l4AaABAg","content_type":"comment","title":null,"body_preview":"based heroes standing for what's right? thank you very much and thank you for reporting on it","author":"@nemesisurvivorleon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"6c3c7319-84ca-4dea-8508-c7e1595d469a","source":"youtube","source_id":"UgyEfVp0natcwYsE6_V4AaABAg","content_type":"comment","title":null,"body_preview":"This same thing is coming to America, very, very soon.","author":"@fearporn4386","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"d09b2725-fc77-4520-a531-0a3d9a1c3599","source":"youtube","source_id":"UgxFXPbVrXxbo9HpH9l4AaABAg","content_type":"comment","title":null,"body_preview":"4:28 look at how they treat him, and how they treat the Pali protesters.","author":"@storiesneedme","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.8063990803716831,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"1be8b898-9113-4227-a27e-538463cd95de","source":"youtube","source_id":"UgyLB5gJRUGXxpub-2t4AaABAg","content_type":"comment","title":null,"body_preview":"Its hilarious watching JD vance pretend to care about freedom of speech... He is such a chameleon.","author":"@coliosucc7468","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"dbf30b37-dd74-4994-b41d-07d5e4fbe5d9","source":"youtube","source_id":"Ugyi45UdalyHEKKlM4t4AaABAg","content_type":"comment","title":null,"body_preview":"Around the 40 minute mark where the reporter is by the Gandhi statue, I had to pause the video and contemplate the irony of the British state canonising a historic lawbreaker while criminalising the e","author":"@pollyannaconda9260","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"93e2ca6e-9e7d-48e1-855f-fba95066d102","source":"youtube","source_id":"Ugzv0NBThRW1Mt8htSl4AaABAg","content_type":"comment","title":null,"body_preview":"You people dont care about free speech until it impacts your agenda.  People have been silenced for years and years for their opinions on immigration and none of you were upset then.  Free speech mean","author":"@goora1866","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"d2da002a-6513-4d95-9881-f883ce007daf","source":"youtube","source_id":"Ugy-8-cruC2bWe6Yy5d4AaABAg","content_type":"comment","title":null,"body_preview":"Western europe is finished and has been for years. It was a good run.","author":"@frankbergmanII","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"2a3ed618-12e3-41df-9750-fe478726ed50","source":"youtube","source_id":"Ugz5qN06idombCdl4CJ4AaABAg","content_type":"comment","title":null,"body_preview":"Why do British paddywagons have front doors on the inside of the outer doors? They're like a country home's front/back patio door haha.","author":"@MASKOISHERE","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"1f79fa7e-33cd-4d33-9a5e-5bfc007c5ca8","source":"youtube","source_id":"Ugwe0vbXB0s3llXMda54AaABAg","content_type":"comment","title":null,"body_preview":"Amazing, just absolutely amazing, signing up to be arrested to protect an org that literally did terrorism","author":"@MoistChickenLegs","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"9550e94e-124d-4252-bd2c-5a211b56c22e","source":"youtube","source_id":"Ugzh3hE5wcKscu9qrC94AaABAg","content_type":"comment","title":null,"body_preview":"Go to https://ground.news/channel5 to stay fully informed with all sides of every story. Subscribe for 40% off the Vantage plan through my link.\n\nTo see Andrew's new documentary 'Finding Orson' and a ","author":"@Channel5YouTube","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"a09cbe9d-aeed-459b-8a4f-c903a9341319","source":"youtube","source_id":"3VPxJ_89yek","content_type":"post","title":"The Death of Free Speech in the UK","body_preview":"Go to https://ground.news/channel5 to stay fully informed with all sides of every story. Subscribe for 40% off the Vantage plan through my link.\n\nTo see Andrew's new documentary 'Finding Orson' and a ","author":"Channel 5 with Andrew Callaghan","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","marketing_spam_or_seo_text","absence_of_personality"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3VPxJ_89yek"},{"id":"f433cbb6-c364-4992-a03e-264e90200ef4","source":"youtube","source_id":"UgzRVTgwaX1nEaPyvBF4AaABAg","content_type":"comment","title":null,"body_preview":"Military and their families should feel absolutely no guilt or disloyalty by letting this be widely known. Amateurs are running the show and need to be called out.","author":"@jaytay8637","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"94d26d25-8232-4a05-8f73-7dcdaf4115d3","source":"youtube","source_id":"UgzlqWMkc3Mn-FTHhH14AaABAg","content_type":"comment","title":null,"body_preview":"1 Samuel 10 - 22\n\n“10 And Samuel told all the words of the LORD unto the people that asked of him a king.\n\n11 And he said, This will be the manner of the king that shall reign over you: He will take y","author":"@thevalueexchangefellowship","classification":"human_created","confidence":0.7,"indicators":["direct_quote","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"d03aeedd-46fd-4c70-a35e-e597876735a0","source":"youtube","source_id":"UgyDVtMqGbj84mLe0LJ4AaABAg","content_type":"comment","title":null,"body_preview":"Put TRUMP and HEGSETH on a ship for 250 plus days under the same conditions and see how they like it. They wouldn't last! No good SOB's!","author":"@robinw4247","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"d0865cde-354b-4d7d-aa34-e6c221b5adbe","source":"youtube","source_id":"UgzI9t2MNVSTaJJ19o94AaABAg","content_type":"comment","title":null,"body_preview":"But people do anything about it no because we spout about the land of the free the home of the brave, but that’s not true. We’re letting a felon govern this country and his thugs do whatever the hell ","author":"@LeahSago","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"691f57ad-ce05-4341-a733-d6481d521af4","source":"youtube","source_id":"UgxgeEw5fvtuizsQKZ14AaABAg","content_type":"comment","title":null,"body_preview":"Half of America told the other half of America. This guys a dangerous idiot when he grinds enough Americans into the ground. Maybe you guys will vote for somebody else rise up and throw him out","author":"@Richard-e5o7m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"c670dbe6-9fd6-4bf0-8d82-ebb8b708d1ac","source":"youtube","source_id":"UgwFP-klyqVTLeSYSE54AaABAg","content_type":"comment","title":null,"body_preview":"Trump is the biggest loser. He is sociopath who has never cared about anyone but himself.","author":"@PoliticalGranny23","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","lack_of_synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"6f1ffe57-c963-4e95-9450-dccd9dc34631","source":"youtube","source_id":"UgzbsdNsIIplbjuOkRd4AaABAg","content_type":"comment","title":null,"body_preview":"We as a people need to speak up! It can't only be the families of our service members. They protect us all!#wethepeople","author":"@chandaowens4748","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"52a944b3-9f6d-4349-b439-af77ddab5723","source":"youtube","source_id":"Ugz3klMDL82WslF6GfR4AaABAg","content_type":"comment","title":null,"body_preview":"We as a nation need a special kind of legal intervention for such total incompetence in an admin. The big failure= no one has invoked the 25th, but that wouldn't be nearly enough. With this level of h","author":"@Frank_Shaft","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"1e1bac36-50e8-46c4-ad35-505551c4a20b","source":"youtube","source_id":"Ugyd0aWrwAbA23smAQ14AaABAg","content_type":"comment","title":null,"body_preview":"I don't understand, why can we not do a recall and special election? This is as dire as it gets, are we just supposed to shrug and say oh well for another 2 fucking years??","author":"@Frank_Shaft","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"b7f86ac6-9eba-4451-8a37-ef971478eec9","source":"youtube","source_id":"Ugwi012Nl61dRPmo2ep4AaABAg","content_type":"comment","title":null,"body_preview":"These serving on the ships are not lying. The families aren't lying. Its just Trump and Pete Kegsbreath don't care. 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Unfuckingbelievable...","author":"@Frank_Shaft","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","platform_fluency","strong_opinion","imperfect_expression","absence_of_ai_markers"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"3847b2f7-e592-4f71-aa37-0cd4f8c28b80","source":"youtube","source_id":"Ugw22HEnzbQbbGtg0AV4AaABAg","content_type":"comment","title":null,"body_preview":"And they want a bazillion more dollars! Eff that!!","author":"@victorialn63","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"026b39ff-d04f-4e74-aefe-757bb46b185e","source":"youtube","source_id":"UgyhgQyXCxCq19zyLul4AaABAg","content_type":"comment","title":null,"body_preview":"Hegseth is going from HALF DRUNK to a FULL TIME BUM.","author":"@diva5703","classification":"human_created","confidence":0.82,"indicators":["strong_opinion","platform_native_voice","emotional_authenticity","absence_of_ai_markers","terse_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"e790ddbe-e014-4711-8010-2a2d9b3eecff","source":"youtube","source_id":"UgyHnqZaSIK-HFzCAwh4AaABAg","content_type":"comment","title":null,"body_preview":"They should use another vessel to relieve them.  This is outrageous.","author":"@mpcrelaxmusic","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 Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"d450685c-4dfc-47b0-a9b6-7385168cb803","source":"youtube","source_id":"UgxY3-VM-BrwWnxV5jJ4AaABAg","content_type":"comment","title":null,"body_preview":"Congressional silence guarantees more BLUE in Nov. What a shame the military heroes are pawns for a draft dodger and Faux News War Games phony.","author":"@neilreilly5505","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"672432b4-8060-4657-8667-fd480944f574","source":"youtube","source_id":"UgzYt8OyDoaOTXQmcEB4AaABAg","content_type":"comment","title":null,"body_preview":"Unfortunately nothing will happen to Kegsbreath. Republicans in Congress are weak and afraid to upset their fuhrer.","author":"@tmichael39","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"e90aedf1-8212-4c8f-b87a-1997ca7dbeca","source":"youtube","source_id":"Ugx4LFPqaRlHRSlbB094AaABAg","content_type":"comment","title":null,"body_preview":"Chump has destroyed America in world record time! Pretty impressive actually.","author":"@rodavo22","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","sarcasm"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"97b33032-4fb0-437e-8707-72145addcded","source":"youtube","source_id":"UgxsWQOLknhK34EvGSp4AaABAg","content_type":"comment","title":null,"body_preview":"Where's Jeff Bazos and his billionaire friends to help the men and women protecting their fortunes!","author":"@edandrew5302","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"52526712-e9b5-4519-ad88-d06e7d66fb53","source":"youtube","source_id":"Ugxo19R9pCRWGaQNRn54AaABAg","content_type":"comment","title":null,"body_preview":"Our military shouldn’t have to “go thru a similar situation” our WWII soldiers did. It’s 2026 and we are the aggressor so take care of our people by doing better.","author":"@terrywells6670","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"ad175377-6ba1-48ac-9500-b13a3d9bbe7a","source":"youtube","source_id":"UgwvSItsmBaxShdi2ol4AaABAg","content_type":"comment","title":null,"body_preview":"This is gonna piss off the movie makers from now on, the invincible squad that defends the world against evil will have a hard time putting the USA in the good guy's role. 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The world is sitting passing around the popcorn.","author":"@fionascott9230-r5f","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"ac01924f-20ce-4109-a709-00ec392babe8","source":"youtube","source_id":"UgwyvTJ0d_Nv7mqLtg14AaABAg","content_type":"comment","title":null,"body_preview":"This admiral/captain of the USS Abraham Lincoln should be charged with crimes or at the very least dishonorably discharged.  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I’m so confused.","author":"@pamelaraymond2657","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"bbb502d0-5541-4125-9e9c-adceb4d6e837","source":"youtube","source_id":"s8A_nsL36x8","content_type":"post","title":"Hegseth is going down for this…","body_preview":"Click below for premium Adam Mockler content:\n👉 https://adammockler.com/subscribe\n👉 https://www.youtube.com/@adammockler/join\n\nChris Mowrey breaks down 250+ days of the USS Abraham Lincoln's deploymen","author":"Adam Mockler","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","specific_details_in_summary","call_to_action_for_paid_content"],"bot_score":0.2258025791933755,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s8A_nsL36x8"},{"id":"45112bea-b7fe-4933-88b9-b4d8f0654f4b","source":"youtube","source_id":"Ugyr4FjfBKBrtfmZq9p4AaABAg","content_type":"comment","title":null,"body_preview":"Vamos a apoyar a Inglaterra con el temita ese de las Malvinas en respuesta","author":"@manuelandreacervantes451","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"884fd858-cfa9-41e7-8746-9a9ad88c2743","source":"youtube","source_id":"Ugz4_ZwnWJbUjTY2A3R4AaABAg","content_type":"comment","title":null,"body_preview":"Pero que no se quede sin castigo por qué por eso llegan más hacer lo que quieran","author":"@carmelamartinez6191","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"8bffb39a-282e-42ea-a14d-b8aa88b3c8c2","source":"youtube","source_id":"UgzZLu0lwQXSqyVR3mB4AaABAg","content_type":"comment","title":null,"body_preview":"Los que trabajan en los hoteles que esperan para decir quienes son y donde estan","author":"@fondishua","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"29e7f4d0-5988-4c63-af4f-21e64e9c284a","source":"youtube","source_id":"Ugw4tCU7KwegTL1plmJ4AaABAg","content_type":"comment","title":null,"body_preview":"como que no los encuentran?\nsi son \"influencers\"...","author":"@JulioCsarKL15","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"28a17a4a-c078-40b6-a587-4b41afe5d04d","source":"youtube","source_id":"Ugz512x05WMk2O_ghCJ4AaABAg","content_type":"comment","title":null,"body_preview":"Cárcel sin derecho a fianza y una multa por daños a una nación. Ojalá y se haga justicia , me gustaría ver el final","author":"@juantun935","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"0a072578-2951-4dd1-9e3b-f0eb3653726b","source":"youtube","source_id":"Ugxd8OGSH2qgNfHcnjl4AaABAg","content_type":"comment","title":null,"body_preview":"Opino que los multen, que no entren mas a mexico y tambien que mexico gaste esos recursos de investigacion en buscar narcos, me parece que es mas inportante para uds. esos boludos cometieron un delito","author":"@luiscanavero2148","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"6f043a4a-475f-4a20-a799-a6f23fac45b7","source":"youtube","source_id":"UgwYvLbSU72jVruCwcp4AaABAg","content_type":"comment","title":null,"body_preview":"Carcel para empezar sin piedad y hay que checar quien cuida las áreas históricas también hay que checar eso😮","author":"@JesusContreras-it8xm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"309b0f78-bade-4520-8643-91c5019ef5e2","source":"youtube","source_id":"UgwByvlb-Ir_dc5hPQZ4AaABAg","content_type":"comment","title":null,"body_preview":"Ke los encuentren y los metan ala carcel si aún están en México gente como esa no la queremos en nuestra tiera","author":"@adrianameza8021","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"2fccb7da-aff7-4a44-bab0-c98a31e24fb3","source":"youtube","source_id":"UgwaeDnWPooWYVQNUyx4AaABAg","content_type":"comment","title":null,"body_preview":"CÁRCEL! Y que nunca vuelvan a entrar a México 😡😡😡😡😡😡😡😡😡😡😡😡😡😡","author":"@BlancaLópez-j6x","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"33293e98-0f88-421d-9e1e-250849d122a0","source":"youtube","source_id":"UgwJJU-mqt-IHqyBj354AaABAg","content_type":"comment","title":null,"body_preview":"OTRA VEZ LOS QUE NO SON “LATINOS” HACIENDO IDIOTECES","author":"@frenchboymacho7799","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"e97fbf9c-962c-4042-9354-ddb8525dbeb7","source":"youtube","source_id":"UgyVPRYlsgHdeXHIeBB4AaABAg","content_type":"comment","title":null,"body_preview":"Protegen más unas bardas que a las personas del país 😂","author":"@EduardoSC002","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"7f79304b-e68c-4848-9263-6803e865f16a","source":"youtube","source_id":"UgycIuINTnltp6zugTZ4AaABAg","content_type":"comment","title":null,"body_preview":"Y por qué no los agarraron in frafanti?\nQuién o quiénes les permitieron la violación de los reglamentos de la zona Arqueológica?\nY la vigilancia? Y las cámaras?","author":"@BlancaLópez-j6x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"71be7b19-6df3-490c-9189-012b15e192e2","source":"youtube","source_id":"UgzULT_qbaGzNJFzjM14AaABAg","content_type":"comment","title":null,"body_preview":"Su castigo es una casa pidiéndo disculpas en la mañanera 😂😂😂😂","author":"@yeraCkweeD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"ad0f7608-f24e-4ca3-94bd-812e89b39250","source":"youtube","source_id":"UgzvmIwLqX7uRgv2t0d4AaABAg","content_type":"comment","title":null,"body_preview":"Cómo que no los atraparon...!!? Ya basta de hacerce ojo de hormiga...vlv.","author":"@alejandrocid2040","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"02fb59ea-836e-4b89-9521-6ed83d51fec8","source":"youtube","source_id":"UgxGhAkj3LTR3xbWJeR4AaABAg","content_type":"comment","title":null,"body_preview":"Presos y me preguntó a dónde están los vigilantes de la zona arqueológica, Donde????","author":"@CarmenMartinez-vq3cd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"1908b67e-d2a2-4e77-b58e-fb4352e4f617","source":"youtube","source_id":"UgxK2U80yq6KcjDj75d4AaABAg","content_type":"comment","title":null,"body_preview":"Que los dejen regresar a argentina, si los encarcelan si van a comer...","author":"@joseantonioarenas3322","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"95c69d80-5f4a-4999-b87c-096b2640135e","source":"youtube","source_id":"UgwWbLPTAcT4DkDh4Y54AaABAg","content_type":"comment","title":null,"body_preview":"Básicamente la ley Méxicana les dio una medalla por buen comportamiento.😂","author":"@EX-NPC-ABURRIDO","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rA7S-B9Dw9g"},{"id":"9a20105d-0840-4a36-96ca-13687b634282","source":"youtube","source_id":"UgwHmqpwouz28cNXg6h4AaABAg","content_type":"comment","title":null,"body_preview":"Pues a la búsqueda         estás personas. No respetan a México.  Ellos  no tienen nada que cuidar como nosotros cuidamos nuestras   Sonas. 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Los empresarios no confiaban en él, aunque gastara nuestro dinero en darles de comer. AMLO, O LOPITOS como le dices por desprecio, tienes qué reconocer que fue más presidente que tú. Te mue","author":"@TeresitaPerales-w7h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"0fd545d2-7337-41d4-abb8-ecc77df851af","source":"youtube","source_id":"UgwkWw_MtpL1feRrRAV4AaABAg","content_type":"comment","title":null,"body_preview":"Y se dice catolico, hombre de bien. Cuanta hipocrecia hay en todos estos politicos, que se creen puros y de gran cultura. Cuanta deshumanidad hay en estas personas. Estos no hacen lo que predican. 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SOLO ARREGLABA SU RANCHO...😅😅😅","author":"@omartoledomedina8678","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"390d1662-ec3d-416f-8f39-ade92460c51e","source":"youtube","source_id":"UgzODOC7y9IXQo7fLyF4AaABAg","content_type":"comment","title":null,"body_preview":"Despues de viejo ahora se presents como el ridiculo 😂😂😂","author":"@RicardoContreras-mh5rd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"0b227e0e-69c5-407d-a476-0cbdaaa9a25d","source":"youtube","source_id":"Ugx2qVC-qJauBLesdex4AaABAg","content_type":"comment","title":null,"body_preview":"Los empresarios siempre los abaros  aborasados, y fox que se muerda la lengua, nunca le importó.","author":"@FernandoRivas-z8x","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"2647ecf1-c6fc-4d7f-a4cf-27e3e72819bf","source":"youtube","source_id":"UgwwXP2SQU3ul6akxI94AaABAg","content_type":"comment","title":null,"body_preview":"Bien echo cocho biejon gracias por destapar la cubeta \nDios te ayude","author":"@GalloBenitez-c5k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"e755a12a-9857-4485-87bc-f4f415440714","source":"youtube","source_id":"UgwzQlHvQuasQttytOh4AaABAg","content_type":"comment","title":null,"body_preview":"Es Que Amlo es MAs chingon Que tu sabe MAs de negocios y es menos ambicioso","author":"@RicardoContreras-mh5rd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"70db9fd8-8406-4058-8f19-dad19193745e","source":"youtube","source_id":"Ugxj582FfZ9BCLuk1IB4AaABAg","content_type":"comment","title":null,"body_preview":"Ellos. Manejaban El país  Pero. Solo. Para ellos.  Que Pocas Madres. 👹👹","author":"@joseLopez-e6o8w","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.5619047619047618,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"da29d397-b07e-4a1b-b626-7dadc4694392","source":"youtube","source_id":"UgyMObzkWn25lJWVwiJ4AaABAg","content_type":"comment","title":null,"body_preview":"SI GUEY PERO TU SEGURO LE IVAS A SUBIR $20..PESOS Y APARTE SUBIR LA CANASTA BASICA...TE CONOSEMOS. RATA!!!","author":"@Elfocus2023","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"2e5f53ea-eb1f-4999-8fda-c03c7af55bf3","source":"youtube","source_id":"Ugw6oJjULb0PVxPoYBR4AaABAg","content_type":"comment","title":null,"body_preview":"Si tenían la oportunidad él y los anteriores, no es que lo quisieron hacer simplemente No les Importo.\nSolo Negociaron por sus Intereses.","author":"@victoralfonsoocarizmarquez1510","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"9a65d968-4ffb-4c80-aa86-d6a322ad1793","source":"youtube","source_id":"Ugw2VklybXt1R2jOizZ4AaABAg","content_type":"comment","title":null,"body_preview":"Si. Pero. Tu. Preferiste. Robártelo. Viejo. Raterooooo","author":"@albertojimenez8418","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"9b7c9e8d-bf9c-41b3-b902-f9f12ce911bd","source":"youtube","source_id":"Ugzg5P9znguCaamGqTV4AaABAg","content_type":"comment","title":null,"body_preview":"Usted se reunió con los más estupidos del país por no nombrarlo a usted,y mire hasta donde aumento el salario,ahora ahí vamos ,despacito Pero ahí vamos,y usted fox sigue con el anzuelo en el hocico ,m","author":"@JorgeFernández-c5o","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"7133be53-b430-42d9-988f-16ce337e856b","source":"youtube","source_id":"UgxtYiiX-F5eaQL6dN94AaABAg","content_type":"comment","title":null,"body_preview":"Siempre se recuerda las cachetadas que le da la vida.  Eso le pasa por tener una mujer muy entrometido con hijos abariciosos.","author":"@MartinVargas-d9d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"cce50479-d14c-4a63-8d66-eec05b8153b3","source":"youtube","source_id":"UgzIbLgmlCZi4tkHIVt4AaABAg","content_type":"comment","title":null,"body_preview":"Los que destruyeron al país fueron ustedes los del PAN y del PRI. No se haga “ como q la virgen le habla “","author":"@carmenbarajas7604","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"6f05b4c6-bbfc-4448-918c-79ca6690f803","source":"youtube","source_id":"Ugwoo8Qqo53fCNl7c8J4AaABAg","content_type":"comment","title":null,"body_preview":"AMLO le Dio classes de politica!! Me canso 🦢 ganso!!El puro cotorreo🦜","author":"@ManuelCarreno-y3e","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"2125c220-4d33-4e7a-8e59-5500b779164e","source":"youtube","source_id":"NFHEsJj2DmA","content_type":"post","title":"Vicente Fox acepta que AMLO es su padre por incrementar el salario mínimo #usa #ultimahora #noticias","body_preview":"Vicente Fox acepta que AMLO es su padre por incrementar el salario mínimo #usa #ultimahora #noticias","author":"El comandante politico ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NFHEsJj2DmA"},{"id":"e20a8b5b-83a0-4ce4-a460-123010420eca","source":"youtube","source_id":"Ugz877RB3MYvuI2dkLV4AaABAg","content_type":"comment","title":null,"body_preview":"Unless they lock'em up or at the very least suspend medical licenses...","author":"@youcanbebeautiful","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"4339eb6a-d282-4b79-94f9-2c13585f0f2d","source":"youtube","source_id":"UgxlwMEnkqYQmbhj1X54AaABAg","content_type":"comment","title":null,"body_preview":"I wish something could be done to remove these activists Dem. appointed judges from their seats of power. They all look so stupid trying to oppose the building of the ballroom... and so many other thi","author":"@lancesnider5626","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"b60e73ba-e098-443b-92eb-a4beb8f8116d","source":"youtube","source_id":"UgyDDXIx1NMSK6uFIiJ4AaABAg","content_type":"comment","title":null,"body_preview":"Air Force 1 has its own medical officer that flies with them every flight......and the person was me....😂❤","author":"@chordsofgratitude2073","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"1bbadc5d-daa2-435d-be41-eb9c8100d365","source":"youtube","source_id":"UgzqpzpgOpTgxL3vWXF4AaABAg","content_type":"comment","title":null,"body_preview":"I am embarrassed that you would start using clicking to get listeners. Very sad","author":"@morganstevens8381","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"6665c4f7-88b2-45ce-8f5a-5403c378b252","source":"youtube","source_id":"UgzHFVEXzK4XEnuqEad4AaABAg","content_type":"comment","title":null,"body_preview":"I have tried twice to join, but each time the subscription doesn’t allow me to follow through.\n\n.  I hope I have a tel phone on the 19, but I think it didn’t complete.","author":"@janewilson9320","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"10205ccc-821a-4ce8-b300-4d9ab000d46a","source":"youtube","source_id":"Ugx-XUd-tyBmTMTzOwp4AaABAg","content_type":"comment","title":null,"body_preview":"First I hate click bait! The bait is EMERGENCY ON AF1.  Well the first 17 minutes have nothing to do with that. I’m done with this nonsense.","author":"@cabinguy1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"943eafde-cc13-4e6b-afed-07284245b8e8","source":"youtube","source_id":"UgxZDI774kFTazrBvGp4AaABAg","content_type":"comment","title":null,"body_preview":"We absolutely don't trust the medical association since COVID!!! Especially since their criminal behaviors have not had arrests, nor have politicians who helped pass their Marxist shutdown of all comm","author":"@Mark-c5b4e","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"19b0a5e0-c05b-4c42-aa24-883a81278808","source":"youtube","source_id":"UgxdCkynIiraU1JBf5l4AaABAg","content_type":"comment","title":null,"body_preview":"Just tell us what it is stop beating around the bush","author":"@patsyben7782","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.6702380952380952,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"e9b2ca29-437e-4ce0-bcca-955e09b434c0","source":"youtube","source_id":"Ugyf5K70P-qvJGeh5iV4AaABAg","content_type":"comment","title":null,"body_preview":"Who is dead on Air Force One tell us all about this other crap","author":"@patsyben7782","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.6702380952380952,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"c7f35bee-f991-4569-9f60-27e9441e0404","source":"youtube","source_id":"Ugw5M_4UCyKmPYxnBQZ4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t listen to you because you don’t get to the point and talk too much","author":"@patsyben7782","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.6702380952380952,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"7eb23b8f-5faa-45a0-8756-db44a4d77e1e","source":"youtube","source_id":"Ugzi2YxySI6P8eTb2cZ4AaABAg","content_type":"comment","title":null,"body_preview":"The DOCTORS and EVERYONE INVOLVED should lose their LICENSE and never DOCTOR again. Also go to JAIL.","author":"@milliealford8968","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"11bbe2ff-fb08-43b1-b809-3625b128bf72","source":"youtube","source_id":"Ugws9k82fRg0bFTlEA14AaABAg","content_type":"comment","title":null,"body_preview":"Physical and psychological mutilators. When it comes to honour international guests/dignitaries Trump haters prefer 'tents', 'the toilets are portable potties'.","author":"@PeterParker-gt3xl","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"e05179cf-66ed-46f2-b364-05c055f2e731","source":"youtube","source_id":"Ugy2EvFzKj3_dMaHy_R4AaABAg","content_type":"comment","title":null,"body_preview":"You are the first one I found that is reporting it and as many facts as has been released. Thank you.","author":"@susanchamblee1190","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"50fcb252-c14b-43d3-b626-4eb9815c392c","source":"youtube","source_id":"Ugw6tal69S4NySIY5D14AaABAg","content_type":"comment","title":null,"body_preview":"How about the fraud in Minnesota. Maybe the ICE should do a mass deportation for those illegals  who defrauded america taxpayers money.","author":"@wt3447","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"1fbba8ce-8a9d-4a13-8a4a-127cb588584a","source":"youtube","source_id":"UgyjyD_8yK0VP5zf_1V4AaABAg","content_type":"comment","title":null,"body_preview":"WE NEED SUPERMAX PRISONS IN EVERY STATE, IMMEDIATELY.   WE NEED SUPERMAX STYLE  NUT HOUSES IN EVERY STATE IMMEDIATELY.  AND begin internment with ALL, ALL, EVERY DEMOCRAT AND LUNATICS...","author":"@Frank-w2e5w","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"e8b42e45-c5f9-4efa-a4ff-1e26c67e683d","source":"youtube","source_id":"UgwuLeOUA29k2QtKiQB4AaABAg","content_type":"comment","title":null,"body_preview":"Vice President Vance is  a wonderful hardworking Vice President, ♡","author":"@blancawhitley6162","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"ce6b05f6-373d-487f-a867-d62287883d78","source":"youtube","source_id":"UgxqYrpB3tv-A2qFprR4AaABAg","content_type":"comment","title":null,"body_preview":"Misleading. Not \"he's dead.\" But \"Is he dead?\" Lol and a lot of people have erratic breathing in sleep. 😂😂","author":"@wrennspencer6070","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"1550c46b-21e5-4b0b-b5e2-a57f8900b325","source":"youtube","source_id":"UgwLHQl2ehmxNVR1tcV4AaABAg","content_type":"comment","title":null,"body_preview":"These doctors need to lose their licenses and not allowed to practice in any capacity of medical for life.   Never have a medical emergenc on AF 1 as they will let you just die instead of any assistan","author":"@MrOldclunker","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"1548205c-d7c7-4501-82da-d05e46abf0ed","source":"youtube","source_id":"UgzEnUixcCQz2kmnSPJ4AaABAg","content_type":"comment","title":null,"body_preview":"Edit:  Absolute CLICK BAIT! Go to 17 minutes. No one died.\nEnd edit.\nClick bait is what I suspect so far at 6 minutes in. It's so urgent that we have to wait how long to find out who's dead.\nWill neve","author":"@aliced7505","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"62026907-9518-480d-b38f-975249aab749","source":"youtube","source_id":"UgyknFGqkwX4l7_VL1F4AaABAg","content_type":"comment","title":null,"body_preview":"Ok I listen to 2:30 in and your headline is wrong. Comments confirm! FFS! Be honest or I’m never going to watch again! Be serious and honest or F off!","author":"@travistackett797","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"0660e22b-15d4-4704-84c1-6cc7c6c045a0","source":"youtube","source_id":"ZRRM0eTqj7I","content_type":"post","title":"'He's Dead' - Rubio Reveals Emergency On Board Air Force One","body_preview":"Welcome to Explain America, your source for breaking political news, Washington updates, and the biggest stories shaping America.\n\nIn today's episode, we cover Vice President JD Vance delivering emerg","author":"Explain America","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZRRM0eTqj7I"},{"id":"4a3d500a-a03f-471f-8a03-f283dfec7231","source":"youtube","source_id":"Ugx5CUAm_s21nGfdt7h4AaABAg","content_type":"comment","title":null,"body_preview":"Dana White:\"You cant win a fight by laying on top of your opponent\"","author":"@xX_Qu1ckSc0peZzHD_Xx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"6f5d2547-e504-4583-8bce-27c468e9b97d","source":"youtube","source_id":"UgzG97GGKTHuaalk4Md4AaABAg","content_type":"comment","title":null,"body_preview":"They gave the person with the worst fight of the night, the most time on the mic?","author":"@Vinlycollector38","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"a802f7d7-f860-4bac-8343-b364949f46dd","source":"youtube","source_id":"Ugz_Ql0pxnK6tOy49fR4AaABAg","content_type":"comment","title":null,"body_preview":"Every so called media member are trash as always asking dana questions...  Pathetic young streamer losers nut huggin ufc.","author":"@TupacWallace","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 Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"8b2a1e2a-65c9-4652-824d-1362a0fc640f","source":"youtube","source_id":"UgzNJxAi1eV6Cg9-S0V4AaABAg","content_type":"comment","title":null,"body_preview":"Khabib gave his Word to his Mother that he will stop fighting but people always asking him if he will fight one day. No real men left, no honor.","author":"@bmo8695","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"3bd9a604-9874-486a-84a0-b25fa68b009f","source":"youtube","source_id":"UgygARFITNbsI_M6CU94AaABAg","content_type":"comment","title":null,"body_preview":"Islam made it through and congrats to him and his team.  Ian's output was minimal. 43 yr old Wonderboy would've beat Islam's face up...probably would've ended up submitted, but the volume of strikes w","author":"@interminablyperplexed4903","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"e4f9761a-55b3-40a9-933b-959c73ca7d8d","source":"youtube","source_id":"Ugxs5dHoHWBXEcAjNp54AaABAg","content_type":"comment","title":null,"body_preview":"You broke the gate records cos ticket prices have doubled since you last went to Philly hahah he is a joker when he says about the records","author":"@Youtubewarriorone","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"67e90ef2-06ea-40fe-b477-5b1e5e1d7b25","source":"youtube","source_id":"UgyrwcAtbhrcD2zcZ_V4AaABAg","content_type":"comment","title":null,"body_preview":"Islam won on points , control . Dropped him . Was good fight . Ian had more damage and looked fresher fighter but let him sit on his back round 5 . Big mistake","author":"@gageirwin7206","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"0b110a07-5938-42ce-a8eb-439013c5a54a","source":"youtube","source_id":"UgwqeYmMf2pQmbhQeZx4AaABAg","content_type":"comment","title":null,"body_preview":"If it’s based on damage which I’m sure it is technically Islam lost he got lit up in moments and his face said it all at the end Ian looked untouched Islam look like he went and got smacked about for ","author":"@Youtubewarriorone","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"d5124f28-6d59-44da-8dc8-9413b17ef2b4","source":"youtube","source_id":"UgwUKQGNYBsHwtbrFaZ4AaABAg","content_type":"comment","title":null,"body_preview":"You hear Ali cut him off when he was talking about the Topuria fight not happening…? He didn’t like what Islam was saying about it.","author":"@pope85","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"4b7eb445-8144-4afd-8907-b5157630a05b","source":"youtube","source_id":"UgyLzu8wVwzAn-HlM4V4AaABAg","content_type":"comment","title":null,"body_preview":"I been saying all week this is a harder fight for Islam than people are saying...   Anyone thinking that because it was close at times means Islam is falling off,  just doesn't understand fighting and","author":"@ajkourafas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"7b20bcdc-2328-48c2-aa6f-24648b82fc96","source":"youtube","source_id":"UgyKk39IAKJ194_oFhl4AaABAg","content_type":"comment","title":null,"body_preview":"Dana could not be more right. Save the hugs for AFTER giving every ounce of effort for the KO. And stop saying islam is the best fighter in the world. Doesn't matter if its true. Are you  there to win","author":"@guyrelax","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"862a0c64-938e-4dd5-9a06-2bb39cdfa225","source":"youtube","source_id":"Ugw07SOnp4N4QlONJfF4AaABAg","content_type":"comment","title":null,"body_preview":"Did these guys learn nothing from JG win??? Why Garry didn't throw 500 jabs, double up the jab, throw any combinations and move his feet??? Also, why didn't he stop showing so much respect was mind bo","author":"@williamoleary9330","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"a09341c8-bdf2-4757-b9a3-790ea3fa081d","source":"youtube","source_id":"UgwWpaIa9U97pNoi-O54AaABAg","content_type":"comment","title":null,"body_preview":"Dern has improved so much in her English speaking skills","author":"@TheLeakingGenius","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"6c6d8e9e-cfd9-4f9c-b47d-d88d710c1053","source":"youtube","source_id":"UgwUw3YDdTBT7uQ6n5N4AaABAg","content_type":"comment","title":null,"body_preview":"One of the dudes said Valentina been “inactive” the last few years. Dude she fought 2 title fights last year against Fiorot and Zhang. Thats rare these days","author":"@abdulk3388","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"48ee6314-7f1a-4fcb-aa19-691551446ab2","source":"youtube","source_id":"Ugy7H9qXGj57XIWclk14AaABAg","content_type":"comment","title":null,"body_preview":"Oh dana you know you love the rainbow and the huggy kissy stuff 😂😂😂😂😂😂😂😂","author":"@ChiefEaglebear","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"d5228fd9-3cb7-405b-9fb1-dff8ccf414ce","source":"youtube","source_id":"UgwUp_OmAr710Ei0HbJ4AaABAg","content_type":"comment","title":null,"body_preview":"Hay Dana when you gonna give tsarukian another shot your not even pushing him up the rankings WTF most of us know he is the real danger to anyone in that division","author":"@ChiefEaglebear","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"510be9a5-1e3a-4c0e-ab28-fdfd6aecd6c0","source":"youtube","source_id":"Ugw6bRpm0i-SC2j_AUh4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah but anybody taking into account the price hike on the tickets when talking about these records being shattered??","author":"@Ismayonnaiseaninstrumenttt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"bffcf05f-9c09-4ba5-ab0b-2fc58afcfc9b","source":"youtube","source_id":"Ugx4wIwh0APe70BzVbJ4AaABAg","content_type":"comment","title":null,"body_preview":"Is it only me or is it blatantly evident Dana wanted his boy (white) Gary to win what a 🤡\n\nReal independence Dana showing 😂","author":"@2cool2smart","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"9cec90a3-68c1-457a-bd62-9b63fc2d36fd","source":"youtube","source_id":"UgzlifDRYG8Bv90Cr9x4AaABAg","content_type":"comment","title":null,"body_preview":"7:47 Muslim brotherhood \n\nWhat is in their hearts is worse than what is uttered from their tongues \n\nThen goes on to talk about a Muslim kid, Dana is obsessed with Muslims and Islam\n\nBut now Dana has ","author":"@2cool2smart","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"a861aba3-cf1a-48de-aa8f-7b375e7944c6","source":"youtube","source_id":"Ugx5PdeM_oT_AhLlEfR4AaABAg","content_type":"comment","title":null,"body_preview":"Who else agrees that when you look up fighters and see their list of past fights that it should specifically say what type of submission they used to win instead of just saying sub. And for ko's it sh","author":"@Logan_Costanza","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"2e7f8265-c534-4899-8c95-e5dcff0508f1","source":"youtube","source_id":"UgySyUhiITRKG-x-M4p4AaABAg","content_type":"comment","title":null,"body_preview":"Reading off a.i. screen is cringe. Just ask Lanay like you always have","author":"@adamd7956","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"92d84e2f-20a2-411e-81dc-a6e955ba9f56","source":"youtube","source_id":"UgzfRO16v552hCUrCKZ4AaABAg","content_type":"comment","title":null,"body_preview":"Dern's face is busted, even more than when she's not fighting lol","author":"@adamd7956","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"4e692ba8-b3c0-497e-bdbf-4f96cbdafc1a","source":"youtube","source_id":"UgyU89RNROAax1xOsP14AaABAg","content_type":"comment","title":null,"body_preview":"poor matchups is why you getting finishes terrrible ppv card","author":"@springlift","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"26582db5-4a4c-4719-beeb-a057a346acf7","source":"youtube","source_id":"rVkePUj_KBk","content_type":"post","title":"🔴 UFC 330: Post-Fight Press Conference","body_preview":"Following UFC 330 tune in to the Post-Fight Press Conference to hear the athletes take questions from the media. ​ \n\nWatch UFC on Paramount Plus ➡️ https://ufc.ac/4rZnRQc\n\nSubscribe to get all the lat","author":"UFC","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rVkePUj_KBk"},{"id":"707f458b-c892-4054-aab0-01ce6ff4a7e2","source":"youtube","source_id":"VGA-MIY3i8w","content_type":"post","title":"Brooks and Atkins Stohr on 'woke' politics in America","body_preview":"David Brooks of The Atlantic and Kimberly Atkins Stohr of the Boston Globe join William Brangham to discuss the week in politics, including the surprising result in Wisconsin’s Democratic primary, the","author":"PBS NewsHour","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.3673150379993165,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VGA-MIY3i8w"},{"id":"3e833597-15fc-4577-8535-7cca415e5bfc","source":"youtube","source_id":"Ugy0OFX-gAWV8BbsnBx4AaABAg","content_type":"comment","title":null,"body_preview":"How is this video 5 days old? What a badass story. A hard machinery fight like they are battle bots, destruction of the company that broke him and the town hall and ended in suicide. Man this shit is ","author":"@DewberriedAlive","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"4baa2054-2759-4546-8bce-730efe304245","source":"youtube","source_id":"UgxoYJE3EsUmXBO4haZ4AaABAg","content_type":"comment","title":null,"body_preview":"Isaiah is going to build a killdozer if people keep talking about his lips.","author":"@Garethsmod","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"5791b3ee-5b41-4a24-b18b-4d06cbf916de","source":"youtube","source_id":"UgyzDdp2vA7IE170zpp4AaABAg","content_type":"comment","title":null,"body_preview":"The ultimate boomer vs the government (they are both horrible)","author":"@ratel832","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"0da8ff98-84e8-4920-a5d6-14c8570de0d6","source":"youtube","source_id":"UgzNrkyRT3Nj8q79bH54AaABAg","content_type":"comment","title":null,"body_preview":"I personally really like how the public perception kinda shifted about the Killdozer from \"This is just a man taking on the world to protect his land\" to \"This guy wanted to drink shit and the governm","author":"@NothingKingKN","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"f3bf0f16-b901-4b97-bf6d-2984dba79b84","source":"youtube","source_id":"UgyYWjX4K25nXHSucol4AaABAg","content_type":"comment","title":null,"body_preview":"If you use the \"past maps\" feature on Google Earth there were two access points to the muffler shop. The original one and a second created several years into this whole saga. The \"blocked\" access was ","author":"@adamm2787","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.4747303681255013,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"0bd2a776-f1c0-4f84-b7f4-b122e94c2daa","source":"youtube","source_id":"UgwmrEkxJt-Sn-N40AB4AaABAg","content_type":"comment","title":null,"body_preview":"32:35 The thing is, the concrete plant was not built in a neighborhood. Both it, and the muffler shop, were on the edge of town. The town was originally zoned a certain way, but it's not like they cha","author":"@adamm2787","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4747303681255013,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"9a585999-06a6-4c86-8e16-a15b7d4e01d4","source":"youtube","source_id":"UgwhsnXl_9FCENALTd14AaABAg","content_type":"comment","title":null,"body_preview":"The waste of oxygen he was wasn't even successful in murdering people, he could only kill himself, which may have been the most sound thing he did. Confuses me seeing all the support he gets on the in","author":"@auv_guavs","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"e04ad976-4fd0-4129-807b-c55d2006c2b7","source":"youtube","source_id":"UgytnOKZeK2CoMXqcZl4AaABAg","content_type":"comment","title":null,"body_preview":"I mean yea- everyone is nice if you don't piss them off? \"He was nice to me until I insulted him\" 🤣","author":"@andrejrozmaring","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"7aa4b936-235b-4aba-8043-edb0f973c364","source":"youtube","source_id":"UgxHzuXD9i4L6X8xB154AaABAg","content_type":"comment","title":null,"body_preview":"TLDR: lead poisoned cia psyop victim boomer throws violent temper tantrum over not being allowed to pump his shit into the water supply","author":"@extraterrestrial_lurka","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"488e41df-58ec-4544-b638-605d6404d52f","source":"youtube","source_id":"Ugy2Fb3sHM9XqhFqBkp4AaABAg","content_type":"comment","title":null,"body_preview":"The analogy with the toilet and the septic system was a little off. If you buy undeveloped land, it's up to you to develop it properly. If you build something that isn't to code, the city and county d","author":"@justanotherjuxtaposedjessa1598","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"94764b2a-3dcc-420b-ab56-d50d79230607","source":"youtube","source_id":"Ugzqj4LcOTbCUhUgrlN4AaABAg","content_type":"comment","title":null,"body_preview":"a still image 30 seconds into the video sent me on a rabbit whole discovering that i live in what use to be called west florida","author":"@Wherearemyfingers","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0.38101848930396914,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"f70dd569-92a8-4d63-9bfd-3ee468c51fa8","source":"youtube","source_id":"UgzJbJ-0_GeR4CftQ5p4AaABAg","content_type":"comment","title":null,"body_preview":"50:00 meanwhile the killdozer weight 122,000 lbs. All the dozer did was laugh.","author":"@StarCapSasparilla7736","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"ce1da20a-b5c1-4f34-bed5-a6cd308e8785","source":"youtube","source_id":"UgwuGu7yFT4VaqQtc5p4AaABAg","content_type":"comment","title":null,"body_preview":"I have to push back on this, 18 minutes in, but not bothering to watch the rest bc i dont think he's done this justice from what i've heard thus far.\n\nSure he has a temper when made mad but shocker: P","author":"@TheRealDrksteel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"622f190b-13f6-4617-9b5a-66704f2fdc7f","source":"youtube","source_id":"UgxdJTgNm6qHpzhts5d4AaABAg","content_type":"comment","title":null,"body_preview":"\"Imagine 2 orca whales stacked on top of each other\" literally ANYTHING but the metric system","author":"@OneRiskyBiscuit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"2f2bcc65-e4ee-436d-9eb2-64a8cb5bb9b4","source":"youtube","source_id":"UgyfQrStowsRaltrBk14AaABAg","content_type":"comment","title":null,"body_preview":"Props to the guy who tried to stop him in his own equipment! Victim mentality (or grievance collecting) and “righteous mission from God” is such a dangerous combo. Thanks for covering this! Def change","author":"@Rhombus7","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"97ecd13b-4198-4f86-bd1f-10f9e08f63b3","source":"youtube","source_id":"UgyIQlr5Jpnd8u6z8cZ4AaABAg","content_type":"comment","title":null,"body_preview":"I was watching a whistlindiesel reel thinking this will make a good wendigoon video","author":"@absenteenative","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"9b518410-937e-4706-bc66-97b569b8cf40","source":"youtube","source_id":"Ugxv5z6JSeBYsIEXgWJ4AaABAg","content_type":"comment","title":null,"body_preview":"Innocent until proven guilty for the people but the government should always be guilty until proven innocent","author":"@biggersmok7415","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"eb049a32-0211-48dc-9d1f-799e26871bf9","source":"youtube","source_id":"UgwpQ1XgZKztH_ensGJ4AaABAg","content_type":"comment","title":null,"body_preview":"Marvin wasnt a good guy. \n\nIts still awesome to hate the government, and killdozer is still a great idea against those in power who seek to push down the common man. But marvin isnt a hero.","author":"@voodoo3298","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"dcc06219-e669-4619-a3e5-41c0ef8b60c8","source":"youtube","source_id":"Ugx_La-3b5cMc8VPX5J4AaABAg","content_type":"comment","title":null,"body_preview":"1:48 To be fair, if there's a flag that symbolizes \"I am never paying taxes\" I'd gladly fly that.","author":"@The_Plasma_guy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","humor_or_sarcasm","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"33fed657-c5da-4dc3-b5bd-93fcff8b00f6","source":"youtube","source_id":"Ugy3JBi6z1TTCroWJgZ4AaABAg","content_type":"comment","title":null,"body_preview":"Didn't he use the gantry crane in his shop to lower the top part of the armour onto the dozer, thus sealing himself in? I don't think it had any kind of hatch or openinh.","author":"@Radiationstation","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"54eaf319-7383-490f-8736-fd7aebaf478a","source":"youtube","source_id":"UgwYxxJsfMYm-SbGwId4AaABAg","content_type":"comment","title":null,"body_preview":"theory: he was really super mad at the cement plant because he didn't want his illegal poop scheme discovered.","author":"@laurenwestendorf2153","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"ad943ca5-7bec-4e70-9c65-03eb0f488e39","source":"youtube","source_id":"UgzPYbbysdnuyMdH6Ed4AaABAg","content_type":"comment","title":null,"body_preview":"53:57 You suspect wrong, this guy was childish and selfish. So much destruction and fear for a town that didn't deserve it","author":"@vanette6063","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"b8dee168-b662-4ca8-9d5f-7a1c597f2f66","source":"youtube","source_id":"UgziqLrgWAzMerAGSbJ4AaABAg","content_type":"comment","title":null,"body_preview":"a local troublemaker with the main character syndrome","author":"@Blind56","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"a82f8678-6480-4186-8528-db5e37e829c1","source":"youtube","source_id":"UgygjqIw2D12aWwyv4p4AaABAg","content_type":"comment","title":null,"body_preview":"Head to https://drinkag1.com/wendigang to get an AG1 Pro x YETI Shaker in your AG1 Pro Welcome Kit","author":"@Wendigames","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"1297ba9a-f37a-4489-ac83-91427d567494","source":"youtube","source_id":"UlQEcp3xq2U","content_type":"post","title":"THE KILLDOZER - The Reasonable Road to Unreasonable Destruction","body_preview":"Head to https://drinkag1.com/wendigang to get an AG1 Pro x YETI Shaker in your AG1 Pro Welcome Kit\n\nGET THE MERCH NOW (& help the trees): https://wendigoon.shop\n\nCo-creators:\nResearch - Vincent Gelard","author":"Wendigang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","human_indicators_present","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UlQEcp3xq2U"},{"id":"814bf7c9-bc11-4889-8a37-db334f029fd3","source":"youtube","source_id":"Ugwdz_KsB-HczAqH8CV4AaABAg","content_type":"comment","title":null,"body_preview":"Bondi, Blanche, Block, and Pirro need to be disbarred immediately.\nC'mon state bars get busy! Pull their licenses. Please protect our nascent nation from the egregious assault on the rule of law being","author":"@hwygant6269","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"55f747dd-35db-47e3-a77b-469eb529f825","source":"youtube","source_id":"UgwKJUqycTBxigG4oaF4AaABAg","content_type":"comment","title":null,"body_preview":"Just came across this site and enjoying it very much.\nSuggestion: terrible acoustics/ hollow like sound. put some furniture or something in that room to absorb the hollowness. Might need a better micr","author":"@waynelynch3862","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"e70da30e-59bc-4a48-9886-4f00cf5fdf04","source":"youtube","source_id":"UgzuR7iO5zHbA1r04zp4AaABAg","content_type":"comment","title":null,"body_preview":"Ms Phang, first, thank you for your efforts on behalf of we, the people. Second, please note that fulsome is defined as a flattering, sycophant's averment, not a full and complete statement. Just sayi","author":"@dundertoad7123","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"67ec57f2-fe7a-4848-bcaa-fe9caab10a0f","source":"youtube","source_id":"Ugyt65Wa4jE1lpKdYKB4AaABAg","content_type":"comment","title":null,"body_preview":"if all the victims have already been released . just release everything no redactions","author":"@cc-gu1ff","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"76c32109-6832-494f-a27a-3e6cde8bc6e6","source":"youtube","source_id":"Ugx79VnbhxjcY8v3Gdt4AaABAg","content_type":"comment","title":null,"body_preview":"Former U.S. Representative Marjorie Taylor Greene claimed that Donald Trump angrily warned her \"my friends will get hurt\" during a phone call after she pushed to publicly identify powerful men linked ","author":"@jonm3462","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"4c23c285-4bdc-43c6-980e-77f07d3b469f","source":"youtube","source_id":"Ugy_e5NBT_dOy1nMLJt4AaABAg","content_type":"comment","title":null,"body_preview":"The fact that Blanche was coward to turn up & set up new council to lose his licence- tells ALL","author":"@Sys-q2w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"6713892d-e8f8-4640-9e68-4f5acc4a6d0a","source":"youtube","source_id":"UgxSdVt1u6rxglNnr_Z4AaABAg","content_type":"comment","title":null,"body_preview":"Katie i\nI appreciate you so much for keeping the American people aware of all the crap going on..I love that you explain everything  as you do with all details..Please keep fighting like you do..You a","author":"@bonniekossin5899","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"9ad99579-fe23-495d-9c97-fcdc3ec2c5e5","source":"youtube","source_id":"UgzwMaVDlTWzTJURdOl4AaABAg","content_type":"comment","title":null,"body_preview":"Katie one question why is the judge allowing Todd Blanch  to  not appear and put another attorney in his place . I thought the order was specially for Todd Blanch  to appear..Isn't that a contempt of ","author":"@bonniekossin5899","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"8d244eb3-7b6a-4759-9435-a5f5e4e7372f","source":"youtube","source_id":"UgzuIN8uQ0yUWmeUlsV4AaABAg","content_type":"comment","title":null,"body_preview":"Best of Luck! Seems Civil contempt probably won’t do much, I’m afraid. 😢","author":"@Artbrushes","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"d274f86b-415c-4318-ad8d-3ab1c95305ae","source":"youtube","source_id":"Ugy9xdnBUcXYxApVWi54AaABAg","content_type":"comment","title":null,"body_preview":"Maybe that guy will be held accountable for crimes against humanity????","author":"@Artbrushes","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"8039347b-7bfd-4cf8-9486-28e804709060","source":"youtube","source_id":"UgwePtpirAQc8N1Z8Fl4AaABAg","content_type":"comment","title":null,"body_preview":"A lawyer who played dumb the entire time pushing the judge and causing delays!","author":"@BenjaminB-u8k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"27536554-2e32-472d-9b3e-7bfcd223271a","source":"youtube","source_id":"Ugw5NwLHeiHNP_KelD94AaABAg","content_type":"comment","title":null,"body_preview":"Mission statements are completely false! Thank you for pointing this out Katie. I hope no one ever uses these clowns!","author":"@BenjaminB-u8k","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"582a43d3-a762-4117-b9b3-63c8b4a4d5a5","source":"youtube","source_id":"UgxpghMjPZiPWxB6CsV4AaABAg","content_type":"comment","title":null,"body_preview":"Does the judge need to appoint a Special Master  because Trump's  DOJ has a conflict of interest  ??","author":"@kathyewals5107","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.846153846153846,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"fae50247-3d11-4a7f-9060-1ad4846600a5","source":"youtube","source_id":"UgyrwcZUGyMq3GVvsF14AaABAg","content_type":"comment","title":null,"body_preview":"Katie, try to get unredacted files on Katie Johnson.  Tiffany Doe was in the Epstein files as part of the FBI Spreadsheet  and was Katie Johnson's witness under oath in her case against Trump and Epst","author":"@kathyewals5107","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","false_specificity"],"bot_score":0.846153846153846,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"47a322ff-5962-49fd-8110-301a61f3d98b","source":"youtube","source_id":"UgwsX-vxn_opQBDoae54AaABAg","content_type":"comment","title":null,"body_preview":"Why conservative republicans like destroying our communities!","author":"@72stones43","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"9d06721e-b7a9-4407-a96e-49e0e068a6e0","source":"youtube","source_id":"Ugw7z7lnSPIc5_mVRx54AaABAg","content_type":"comment","title":null,"body_preview":"\"This line prosecutor has been handling...\" oh. My mistake. I now understand that it is meant to be spelled \"LYING prosecutor\". I'm sorry. English is my second language.","author":"@mrsansen8619","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"0c309b1e-5655-4895-8fa7-3c8675db733e","source":"youtube","source_id":"UgyUCyzx72-rKiy3emp4AaABAg","content_type":"comment","title":null,"body_preview":"I'm gonna get rich selling all of these bridges I have in stock to Tom Tillis, John Cornyn, and Bill Cassidy!!","author":"@420uesr","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"ea488530-8c37-48cc-8ce6-dfd30b8dfb26","source":"youtube","source_id":"UgwB95M6JFY7w663w6t4AaABAg","content_type":"comment","title":null,"body_preview":"I can't believe that Katie referred to the convicted felon that a woman accused of sexually and violently assaulting her as a 14-year-old-girl without properly referring to him as President convicted ","author":"@BarryCorcoran-fj2td","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"7189e532-f18f-4a91-a6c1-b477b1a2687c","source":"youtube","source_id":"UgxfiLdfMIj3Yu6u0o54AaABAg","content_type":"comment","title":null,"body_preview":"Why aren't these people fined daily because they aren't turning over the Epstein Files.\n\nFine Blanche 1,000.00 DOLLARS a day until Blanche turns over the UNREDACTED EPSTEIN FILES.\n\nCut the crap.\nCut t","author":"@robertlawrence8698","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"055899f9-323c-4a8f-802f-2124fb43f9f6","source":"youtube","source_id":"UgwuGQMtT2jEdk49jHZ4AaABAg","content_type":"comment","title":null,"body_preview":"Why is he not in jail for contempt for like the third,fourth time???","author":"@btcrazee1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"729171fa-0b8b-418a-a0a1-e0b4a1ef7559","source":"youtube","source_id":"UgwuHMf2KJYE-pOrfNx4AaABAg","content_type":"comment","title":null,"body_preview":"By infringing the rights of everyday Americans in every way possible, Steven Miller is doing everything he can to give America First Legal Foundation lawyers as much business as possible (/cynicism)","author":"@dlorde","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"0a884ecc-e50a-46da-b0a8-0df9ca885037","source":"youtube","source_id":"UgxO0sLweH6p4oqbCA94AaABAg","content_type":"comment","title":null,"body_preview":"He probably thinks since he's the AG he can do what he wants. Maybe a DT thinking.","author":"@charleneemery7564","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"5df6ebd7-1828-4ab8-8116-0af5ecc6dbdd","source":"youtube","source_id":"UgwSiZrnJ9LpWS0dn8h4AaABAg","content_type":"comment","title":null,"body_preview":"Go Katie!  Please quit fiddling with your glasses.","author":"@kathygann7632","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"99a518aa-ded3-47b4-93e4-9a6de8b4fd79","source":"youtube","source_id":"PK9A60uFdAg","content_type":"post","title":"AG Blanche PANICS With LAST MINUTE MOVE Before MAJOR HEARING In MY Lawsuit!!","body_preview":"Todd Blanche does a last-minute scramble to get yet another DOJ lawyer to defend him in the big status hearing today! A new lawyer, Andrew Block, from the Trump DOJ joins Blanche’s defense team at the","author":"Katie Phang","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","human_indicators_absence_of_ai","human_indicators_absence_of_ai"],"bot_score":0.2968674150160911,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PK9A60uFdAg"},{"id":"874f6e5e-3c1a-44ce-a686-96cde48b915f","source":"youtube","source_id":"UgzxlFD-HI9jvPn7NN14AaABAg","content_type":"comment","title":null,"body_preview":"I would have Skunkworks make a new much safer version of the Aérospatiale-BAC Concorde for the new AF1 with a cruise speed of mach 2.5\n\nWith inflight refuel, JATO eqiupped, with chaff and flares.  Als","author":"@Blue-Blazes","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","missing_platform_voice","template_phrases","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"12d77543-1a0c-4b33-bc68-ca9a0f039de6","source":"youtube","source_id":"UgwA0MbNf7Om5PsLW0p4AaABAg","content_type":"comment","title":null,"body_preview":"So many weird people. TDS is crazy. Dudes been almost assassinated 3 times yall cause it by spreading hate. It must suck to take it up the pooop shooot","author":"@farfromnormaltv2438","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","offensive_language"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"eb5745c8-2e79-4df9-94f4-6ae48b22123f","source":"youtube","source_id":"Ugw1IijI7CrQ-_mzsih4AaABAg","content_type":"comment","title":null,"body_preview":"Did they grease the sides and toss in a Twinkie Bar?","author":"@allancopland1768","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"8d7a461c-9e02-426e-8be0-3a908c967ac6","source":"youtube","source_id":"Ugwt33SlYcMzhZiWsFt4AaABAg","content_type":"comment","title":null,"body_preview":"And President Trump left the media on the decoy plane 😂✊🏽🇺🇸","author":"@Woofwoof1929","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"bb97c153-cc3a-4963-8864-2a2761ff4e75","source":"youtube","source_id":"UgyGpSV6LJO0qBaD69t4AaABAg","content_type":"comment","title":null,"body_preview":"Latest update: Trump was on the VC25B all the time all of it is just a rumor","author":"@CHO-tu9mz","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"cf03ae9b-9b84-4cdc-a9fb-f8a8c8a6f4cf","source":"youtube","source_id":"UgwpRcWS0q_Q7DtQ-XF4AaABAg","content_type":"comment","title":null,"body_preview":"Whoever our president is....if you assassinate him ....as a country....you might get wiped off the map..for good.","author":"@JoHatsu4me","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"0c071589-fbb3-4d89-baf9-ab5c7e52bdaf","source":"youtube","source_id":"UgyRtyouAev1aWamP5J4AaABAg","content_type":"comment","title":null,"body_preview":"So he thought the plane might be shot down so he got off and left everyone else to die. Great boss.","author":"@mianomo1216","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"5c3a5fdc-856f-4043-9eaa-43144cd637ef","source":"youtube","source_id":"Ugx69PP0wErmcO8iQQ54AaABAg","content_type":"comment","title":null,"body_preview":"\"To confuse your enemy, you must do something secret, then tell the world how you did it so that everyone knows what to look for next time\"\n\n- Sun Tzu","author":"@OurObservedWorld","classification":"human_created","confidence":0.7,"indicators":["quote_with_attribution","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"39f3e6d8-4425-47f3-9e2c-8fb40732ed21","source":"youtube","source_id":"UgwGlvgoUorTmVKByeh4AaABAg","content_type":"comment","title":null,"body_preview":"Just another Fake Assassination for the upcoming Midterm Elections 😡!. Always before an Election!!!.","author":"@roythomas816","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"463eeb57-2a38-453f-abbf-e751e43e1f9c","source":"youtube","source_id":"Ugzo8lhq2SY9NW7fhcl4AaABAg","content_type":"comment","title":null,"body_preview":"A decoy with his press secretary on board, who promptly resigned after she made it back alive.  😮","author":"@davidhess6593","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"883670df-f39b-42c9-993b-13b5e2fe5a6d","source":"youtube","source_id":"UgzfTvuYWBhjX9navTV4AaABAg","content_type":"comment","title":null,"body_preview":"There will probably be hundreds of movies made about Donald Trump in the future.... one of them will no doubt be called, Escape from Ankara.","author":"@tixeright9120","classification":"human_created","confidence":0.7,"indicators":["natural_digression","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"953dada5-b21f-44c8-9751-a32970cc1813","source":"youtube","source_id":"UgyWSoSh0lAaWAQMa654AaABAg","content_type":"comment","title":null,"body_preview":"You can’t switch from air force 1 to another plane as president because any plane you are on is Air Force 1","author":"@NeonNeighborhoodNews","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"88cde585-7dd2-4bee-9935-43e5d65b1d08","source":"youtube","source_id":"UgyiVHm5Dmtx11QSWW14AaABAg","content_type":"comment","title":null,"body_preview":"Trump’s motto. “I love my cabinet, unless I’m getting threatened, then they can all die and I can live.” Seriously worst president of all time, he should be in a psych ward.","author":"@AdmiralBlitz","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"cce6d2c0-956b-4229-9032-ec598e5a7829","source":"youtube","source_id":"UgyAnDYBah2sg7svLol4AaABAg","content_type":"comment","title":null,"body_preview":"You know it really doesn't work if you keep telling your secrets.","author":"@BoneBullet","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"492a31dc-ede3-488f-b52b-0212f4326676","source":"youtube","source_id":"UgwpSRSMwuil86jnjfZ4AaABAg","content_type":"comment","title":null,"body_preview":"couldve been a decoy, the important thing is: you dont actually know which plane hes in","author":"@veganssuck2155","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"74c38396-62b8-466d-9742-6f38a3cf29e9","source":"youtube","source_id":"UgzXqU4jDxh2qKMjhId4AaABAg","content_type":"comment","title":null,"body_preview":"Curious.  So can we assume that none of the planes got attacked means the deception was detected by positive target identification could not be confirmed?  Can we sentence the entire press pool to Ser","author":"@rustyshackleford3190","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"3527fe7b-d0a7-4b49-89a6-c468cca7835d","source":"youtube","source_id":"UgwXzgDNPT9uaU_hE-J4AaABAg","content_type":"comment","title":null,"body_preview":"Mossad never stop. How many times will Trump get fooled.","author":"@şükrüaraf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"d652ef07-bdd5-4db0-90e8-f68b8cfd67e6","source":"youtube","source_id":"Ugz7aqDWouydL3qCyk14AaABAg","content_type":"comment","title":null,"body_preview":"\"quite frankly, it was a great prank, one of the best actually, it is a lovely prank that I did \"","author":"@onlyanate","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","absence_of_personality","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"508be56b-6c78-4bde-8905-47588de2c980","source":"youtube","source_id":"UgxHudYwvFbgVEY2qCt4AaABAg","content_type":"comment","title":null,"body_preview":"The United State CIA are just afraid because Iran  🇮🇷 has the capability to hit any target in Turkey 🇹🇷 . It’s such a same that an evil government killing innocent civilians around the world thinks al","author":"@mohammedadamu2545","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"ae76920b-3ff1-49a0-b823-0a9317a0ec8d","source":"youtube","source_id":"UgxiLezOUrunPPxb6HB4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is disgusting. Only worried about himself. Let the reporters stay on the plane that had a target on it.  This is who our President is today.  Pure disgusting","author":"@shane87888","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QFFjAemwAN4"},{"id":"707c2393-924b-4f40-8c02-951edd3065e4","source":"youtube","source_id":"UgwGMT74rt4h4AxL6214AaABAg","content_type":"comment","title":null,"body_preview":"It appears the Commonwealth is very close to ending their presentation for the case. Personally I think they've struggled to be convincing because they don't really have anything of substance regardin","author":"@themsthebreaksband","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"e9cc07f7-2567-49d5-830b-39ad61e99c40","source":"youtube","source_id":"UgzeM49JmkhgY1ToMs94AaABAg","content_type":"comment","title":null,"body_preview":"Patrick seems inconsiderate blocking the entry of that exhibit like that.","author":"@Zadamari","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"a15906ab-3d11-4e81-ac9a-8a4c80083852","source":"youtube","source_id":"UgzqzIB56ezvE9sAuW14AaABAg","content_type":"comment","title":null,"body_preview":"Poor woman just needed to continue nursing, no pressure to return to work, no sleep training for baby, practical help during day so she could nap. Modern motherhood is hardcore. It doesn't work for ev","author":"@luckylisp455","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","natural_digressions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"a9584b1f-5e8e-481f-8e88-44a236dea1f6","source":"youtube","source_id":"UgyKEbG0gGZbaX_SWMt4AaABAg","content_type":"comment","title":null,"body_preview":"WE SHOULD ASK FOR A FORENSIC PSYCHOANALYST OPINION AND A CT SCAN OF HER BRAIN TO SEE IF SHE IS A PSYCHOPATH ‼️‼️‼️‼️","author":"@freedomnjustice-e5y","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"0747b481-4d42-41ea-a997-532e7b4fb63c","source":"youtube","source_id":"UgzX2NS4pPbbKNl4stR4AaABAg","content_type":"comment","title":null,"body_preview":"Why would someone with a plan to kill herself order a Mediterranean bowl? Still trying to be healthy.","author":"@SandraAguirre-o8s","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"50add05d-ea04-4742-9e54-c0f051b1a62b","source":"youtube","source_id":"UgycsYVF6rSeAV3FLId4AaABAg","content_type":"comment","title":null,"body_preview":"Why is she so privileged???? Put her in prison where she belongs !  She should’ve had to leave the court room crying in there so hysterically like she’s the one who didn’t do it. ! Why are they so res","author":"@danabrittanykanalani7027","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"565fbea0-2687-4302-8249-04622e6b8107","source":"youtube","source_id":"UgwwIpdLNd86ngV7rEJ4AaABAg","content_type":"comment","title":null,"body_preview":"Wow! He’s hardly involved with his children. Everyday he looks more and more suspicious to me. Something is not right!!","author":"@ShannonMiller202","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"59bd1c38-e5ba-457d-8790-08437095ab01","source":"youtube","source_id":"UgxiNk1nj3IRzpptpwl4AaABAg","content_type":"comment","title":null,"body_preview":"Everyone doing testimonies but keep leaving important information out why come if you haven’t studied your notes before","author":"@leandraoverby5934","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.31760906154755947,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"e1bc4037-0b62-4dd0-94be-f245af1468f3","source":"youtube","source_id":"Ugwu-T7Fj7I8i__U8cV4AaABAg","content_type":"comment","title":null,"body_preview":"Watch her face at 2:30:28. That’s who she is. The angry performative face after is not a natural face but she doesn’t understand how someone would normally respond. They wouldn’t act empowered and arr","author":"@TheMatriarch-uf6xs","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"bd8710fb-e370-4a8f-a52c-c86f33335fc1","source":"youtube","source_id":"Ugy2UDBRBuzHYBAyvLB4AaABAg","content_type":"comment","title":null,"body_preview":"When I hear the excerpts from her bs “dear diary” it seems evident the murders were premeditated about 6 months ahead of time. The psychopath wrote these entries as if they were going to be read in co","author":"@sarahr2729","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"42561af9-837d-4f5d-b243-5a560b33774e","source":"youtube","source_id":"UgxQjBl66RYePeXxpyN4AaABAg","content_type":"comment","title":null,"body_preview":"Why is he standing so far away from them? He looks like he’s not engaging with them and does not want to be there with them, what a jerk","author":"@yolandacantu7242","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"64627121-3626-49f4-9563-3546e5f9cbee","source":"youtube","source_id":"UgyGUVRNNNpzLhJe-ON4AaABAg","content_type":"comment","title":null,"body_preview":"That’s not fair she murdered her 3 children so she gets coddled.","author":"@mildredbush2598","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0.4741379310344827,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"af201fb8-e8db-4db4-b281-fc3a23e59400","source":"youtube","source_id":"UgwRhbyZj4IPX0bS0-h4AaABAg","content_type":"comment","title":null,"body_preview":"What about the 3 children … Do you not care judge so what she cried she- THEIR MOTHER LINDSAY MURDERED THEM!!!","author":"@mildredbush2598","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.4741379310344827,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"21328b06-b8ad-44a5-82e8-33d46e111c62","source":"youtube","source_id":"UgwuxVgZ4GT7wLCFlFd4AaABAg","content_type":"comment","title":null,"body_preview":"KORA, CALLAHAN, and DAWSON mattered!!! They were hunted down and murdered by their own mother!!! Then in death examined and sliced up and could not even have a proper burial … And y’all catering to a ","author":"@mildredbush2598","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.4741379310344827,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"7bf2d95b-6650-4419-9d03-139dd859305b","source":"youtube","source_id":"UgwlqM-J3ek674cfuOt4AaABAg","content_type":"comment","title":null,"body_preview":"How are some people still believing the father?? ARE THEY FREAKING BLIND OR STUPID??","author":"@amandaastbury2189","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"28f40699-03d3-428b-ad73-b66e53dda227","source":"youtube","source_id":"Ugz9e9xyR55rVi1iDpB4AaABAg","content_type":"comment","title":null,"body_preview":"Why all the google searches to chemist and food. So bizarre from a couple and not calling","author":"@Michelle-bl7uo","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"01a1bd2f-ca08-4b58-9eef-64d4ab248d9b","source":"youtube","source_id":"UgzDsmLK7x0kFsS1XBt4AaABAg","content_type":"comment","title":null,"body_preview":"That prosecutor does not have children. Wtf 9:48 am and a 4 minute drive.. not taking into account what has to be done prior to leaving WITH children!! Great job K Red!!!","author":"@kristencutting4020","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"9e309d68-1966-4f33-a9a5-191f6dfb8cd8","source":"youtube","source_id":"UgwtdT5OKfELccghZF54AaABAg","content_type":"comment","title":null,"body_preview":"The worst thing is she has \n Some sort of religious  emblem round her neck \nWhich should have been pulled securely round and tightly secured her neck","author":"@planemaker101fly","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.29898403483309133,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"5e731fc1-9a08-4d86-be4c-998a54a6b7d1","source":"youtube","source_id":"UgxXhjbvOvrepabFwjh4AaABAg","content_type":"comment","title":null,"body_preview":"None of the evidence points to her. It is pretty much impossible to do all this and jump out a window with 10 minutes to spare and get your body temperature down to 82. Not to mention the DNA evidence","author":"@JenniferSanchez-z4e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"fa753667-dfb0-4354-af26-058dbb843d7a","source":"youtube","source_id":"Ugw0_mt0xr0MQdvRWRZ4AaABAg","content_type":"comment","title":null,"body_preview":"Learning how many Chris Watts supporters he has in prison (claiming he's handsome and misunderstood) helps explain why there are so many Lindsay Clancy supporters. Sick world. Watts is even marrying o","author":"@leximarie3808","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"4bf567e7-d920-4d84-ad37-ca75f52d08e6","source":"youtube","source_id":"UgxeF57VAEQ6HBLv8vh4AaABAg","content_type":"comment","title":null,"body_preview":"Reddington really schools these clowns on the stand..👌😏","author":"@BethanyHines-Investigates","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"703ffbd3-46b6-49d6-b648-a43d1dbd9595","source":"youtube","source_id":"Ugz23UtQvyH4_NefPtx4AaABAg","content_type":"comment","title":null,"body_preview":"For an excellent and professional analysis \nhttps://www.youtube.com/watch?v=8fcMo2-Da9g","author":"@valeriehayes5555","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"ebd87663-e11e-437b-8598-03955489fa42","source":"youtube","source_id":"UgwcwIB4c8YcfWqV-Vp4AaABAg","content_type":"comment","title":null,"body_preview":"With the laptop search you obviously can’t prove who was on it so why even include it. This case lacks one major component: evidence!!","author":"@kendallkrebs385","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"924f2f1b-a14a-4c3e-a64c-0b1631d1bb81","source":"youtube","source_id":"J2P18hHgMvY","content_type":"post","title":"WATCH LIVE: Day 13 of Lindsay Clancy murder trial.","body_preview":"Testimony continues into Day 13 on Thursday, less than 24 hours after Clancy broke down in tears, telling the court, \"I can't do this.\"\n\nRead more: https://www.boston25news.com/news/local/lindsay-clan","author":"Boston 25 News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2P18hHgMvY"},{"id":"72a0e68d-bc19-4ffe-acd9-b7be686d8be7","source":"youtube","source_id":"UgwnYpY02EkVgl0b1Bt4AaABAg","content_type":"comment","title":null,"body_preview":"Pablo has been working this case for two days. Give him a year and time and the entire administration is going up in flames.","author":"@WadeHenderson-c9w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"379b5148-cfbb-474c-92a4-8dd614a14450","source":"youtube","source_id":"UgzdxAV_FeCK2PaYNk54AaABAg","content_type":"comment","title":null,"body_preview":"The feds did this to infiltrate the nba to destroy it. The W is under attack as well. Wonder why","author":"@samsonlite3334","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"928d08f4-4dd6-4672-be70-6d6644b250ba","source":"youtube","source_id":"UgziXdqJ2YlUrm9x0G94AaABAg","content_type":"comment","title":null,"body_preview":"As a Laker fan, I feel my team has been stolen by the Epstein Class and it’s so sad.","author":"@thamicker","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"a9f0604c-3123-4252-abca-7fa8d0758115","source":"youtube","source_id":"Ugy8ri5tc6fW0pUpzTZ4AaABAg","content_type":"comment","title":null,"body_preview":"The Epstein class is trifling. But, what’s worse is: legacy media is now their propaganda arm. Thank goodness for independent media. The #TRUTH shall set you free!","author":"@MLandPRO77","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"db4f8617-bc40-4125-96db-6498b53e5337","source":"youtube","source_id":"Ugxoi8timL_vCiqhGh54AaABAg","content_type":"comment","title":null,"body_preview":"We live in the age of corruption. No consequences coming, for any billionaire, anywhere","author":"@jrockemsockem","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"d0a94b14-c02b-48cb-ba6b-a313b9c617d2","source":"youtube","source_id":"Ugw63xQjJ9KNiZqdX7h4AaABAg","content_type":"comment","title":null,"body_preview":"we need more investigations like this. the fish rots from the head down.","author":"@youcrazyjesues","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"03796edf-eb5f-4584-a86a-975630fc5306","source":"youtube","source_id":"UgyLo__TyMlnqnkdx_t4AaABAg","content_type":"comment","title":null,"body_preview":"Pablo! *plays fancy Harpsichord*\n\n(Lebatard fans get that joke😂)","author":"@roddybricks447","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"5a76ba1f-12da-41e4-bfbb-fc5f9a784914","source":"youtube","source_id":"UgwZikYmGCIorBVXhgl4AaABAg","content_type":"comment","title":null,"body_preview":"Never thought I would see the sunset on my Lakers or sports in general.  After hearing about PE in youth sports makes me so weak and uncertain about our future.","author":"@willuexwilluex6241","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"947d16c8-4ff0-4012-a902-a35c7478b165","source":"youtube","source_id":"UgzNWCj3LBIZ3r8Ym5Z4AaABAg","content_type":"comment","title":null,"body_preview":"Why does he have a Spanish name when he looks Asian?","author":"@LAKERS_OG1970","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"05af5928-477e-4c55-96f9-006d8388512d","source":"youtube","source_id":"UgyJ8ITOlrhG2NoM-Dp4AaABAg","content_type":"comment","title":null,"body_preview":"So the supposed corruption is that Kushner gets access to buy the Lakers while the current owner of the Lakers might need a pardon.  Doesn’t look good but not illegal.","author":"@edu2857","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"cd9a0993-f58f-4eed-84e8-c39afd56c2a0","source":"youtube","source_id":"UgylTWWsQFnWGb61j0d4AaABAg","content_type":"comment","title":null,"body_preview":"It’s already happening with Football (soccer) in the UK. The cost of watching games live on TV is getting so expensive and people are starting to stop pay it. The bubble will burst soon.","author":"@stevomoore777","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"cf213b6a-0f9f-4a45-a347-bcf37b8f1af7","source":"youtube","source_id":"UgxSIkGLzspbeTJFXQV4AaABAg","content_type":"comment","title":null,"body_preview":"I like how everybody is conveniently ignoring the fact that Obama got a championship ring from the New York Giants in 2013. I remember that clearly somebody. Let me know if I'm wrong but I see what th","author":"@fishnspaghetti1830","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"f030ebd0-028e-4b5b-bbdc-b44bfe8e3586","source":"youtube","source_id":"UgxoDyk8vv7FxG_0B214AaABAg","content_type":"comment","title":null,"body_preview":"And virtually all owners strike tax deals with local governments to subsidize their teams","author":"@willchogan3","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"9a640032-481c-4b53-b861-34e1981af228","source":"youtube","source_id":"UgzA0tMA4xdHzZqDhGR4AaABAg","content_type":"comment","title":null,"body_preview":"Their hands are so filthy, our government is suborning this corruption, and our elected officials are further enriching themselves. Again.","author":"@franvarga709","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"2ab69f8a-ab56-472c-ad89-25e8f19ebc27","source":"youtube","source_id":"Ugx5635rGf-Idf9wIMB4AaABAg","content_type":"comment","title":null,"body_preview":"Now we know where the Venezuelan oil money is going.","author":"@Sensible208","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"98c94b06-2694-4719-b3af-bf9a106d50e7","source":"youtube","source_id":"Ugw31vfi0rvnEZPUQqJ4AaABAg","content_type":"comment","title":null,"body_preview":"Trumpa corrupt foreing money laundering is becoming a bank. With stolen Venuzuela oil","author":"@JackStone-f9g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","lack_of_ai_polish"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"57e6226e-1771-4e63-9a21-9c279fb73909","source":"youtube","source_id":"UgzuFKsE7RP5RVFtMD94AaABAg","content_type":"comment","title":null,"body_preview":"How satisfying this all going down in KallyForNeeeAhhh","author":"@tyrannyofalekhine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"d9ef9b8e-0a3b-4179-b636-c563219634c3","source":"youtube","source_id":"MldYHKY49LU","content_type":"post","title":"Pablo Torre EXPOSES Kushner Lakers Purchase Story","body_preview":"Krystal and Saagar are joined by Pablo Torre to discuss Jared Kushner's brother buying the Lakers. \n\nPablo Torre: https://www.youtube.com/@PabloTorreFindsOut/videos\n\nSign Up For 30 Day Free BP Trial: ","author":"Breaking Points","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.27018643291959393,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MldYHKY49LU"},{"id":"02e3eacf-e641-4bcb-98fc-8527cb0b731d","source":"youtube","source_id":"UgwGT-dkFKsOxbI2Ldh4AaABAg","content_type":"comment","title":null,"body_preview":"This is sad that Sam's mom couldn't accept her daughter's wishes. Youre right the fight over money is awful.Thats the last last Eric needed..","author":"@tarat74","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"e5fed469-9359-43b0-9385-b9f7706ac54c","source":"youtube","source_id":"Ugy5-waFvC1mnIMJnpF4AaABAg","content_type":"comment","title":null,"body_preview":"Two things:\nIt’s a shame that the sentences aren’t being served consecutively, rather than concurrently.  \nSuch a terrible loss to that poor woman’s loved ones. Wouldn’t it be great if we humans could","author":"@maryhildebrand1340","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","over_qualification","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"6b3d51b6-cbbd-4a08-b6c5-497609d14f4f","source":"youtube","source_id":"Ugymp-fVfpJzpkzErjJ4AaABAg","content_type":"comment","title":null,"body_preview":"Jamie's sentence was not too harsh she deserves every day of that!","author":"@dodiekoehler","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"d0a4c02d-7533-47a2-b41c-978cc9ada0ef","source":"youtube","source_id":"Ugw5PcLAeyTyljhHGCZ4AaABAg","content_type":"comment","title":null,"body_preview":"Jamie got exactly what she deserved and so did Sam's mom when she wound up with absolutely nothing.","author":"@EmmaWright-v6j","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"04d04294-5647-4c29-ba60-0de98a3291de","source":"youtube","source_id":"UgztYCI6Lip7VXDw7Y94AaABAg","content_type":"comment","title":null,"body_preview":"I've never heard such an over reaction to not getting bond. Screaming? How bloody immature.","author":"@GrandmaBogglesworth","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"6e5ad145-1d77-4274-9233-afcb160b38c1","source":"youtube","source_id":"Ugx_C7OBZy5fxMlyDBN4AaABAg","content_type":"comment","title":null,"body_preview":"You can’t bring someone back, so how do you get justice? A lawsuit isn’t always about greed or money. When something tragic happens, you feel completely powerless, and holding people accountable can b","author":"@abby7038","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"5963a32f-d87f-4033-ab27-05a340ffdf19","source":"youtube","source_id":"Ugzszn_F1XYbrn0gVoV4AaABAg","content_type":"comment","title":null,"body_preview":"44:42 read the room?  These where private conversations.  I'm not excusing her behavior... but c'mon... she's not on a reality show. YOU chose to put them out in high profile public, not her.  Don't b","author":"@reyasyaN","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"020a36d9-56df-4c65-b6e1-b5765125cd27","source":"youtube","source_id":"UgzB_xFGeTmNaC6NvpZ4AaABAg","content_type":"comment","title":null,"body_preview":"I feel like her sentence should have been consecutive not concurrent","author":"@chrissykline8195","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"765f84f1-1b15-4ccf-9f2e-2d648615dcfb","source":"youtube","source_id":"Ugz-nWUlwegMuFM493t4AaABAg","content_type":"comment","title":null,"body_preview":"Jamie is pure evil!! Sams Mother is also pretty petty, yes, she lost her daughter, but why torture Eric???  Eric lost his entire life, the love of his life and now he has to fight with Sams Mom and th","author":"@karenbluebird3827","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"3f58ad78-a982-49a1-bf12-976e1767543c","source":"youtube","source_id":"Ugw27E8ikz0f12aqszB4AaABAg","content_type":"comment","title":null,"body_preview":"The best team to do what? Prove that she want out of her head on alcohol and killed and maimed four people?","author":"@violetblue13","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"b28db0d6-0c4a-48bf-9eca-b7f1266a5b02","source":"youtube","source_id":"Ugzju_GLXTWbI07gyi54AaABAg","content_type":"comment","title":null,"body_preview":"It isn’t harsh enough!!! And 100% weird situation between sams mum and Sam’s husband","author":"@kirstyredmond6587","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"5476cbed-0502-4860-838b-f30d2f900455","source":"youtube","source_id":"UgyveuY8-5bermRWt_V4AaABAg","content_type":"comment","title":null,"body_preview":"This is so devastating. I think back on my wedding night and all the life my husband and I have lived since that night, our 3 incredible daughters….I just can’t imagine. God Bless Sam and her loved on","author":"@MindyDaniel","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"58afc962-766e-47f5-a142-c09e4d4675e3","source":"youtube","source_id":"UgyCLjbMWeEfGJKyFYp4AaABAg","content_type":"comment","title":null,"body_preview":"As a sober alcoholic, I would have never made my dependence to alcohol as a defense in a case like this. I feel like I would wish I could die  in their place. I definitely got to the point of self hat","author":"@coadmomrywife","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"70983499-8ed1-42ee-86a3-e05b64ac2ab8","source":"youtube","source_id":"Ugz3gODLiylUPjKM4t54AaABAg","content_type":"comment","title":null,"body_preview":"Have u noticed in most DUI crashes resulting in death the actual drunk driver comes outta crash totally fine?","author":"@Kristy-y3o","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"5490eba0-30b6-4adb-a314-f0a963bd9a94","source":"youtube","source_id":"UgxzmqcAsjVfqZTjPll4AaABAg","content_type":"comment","title":null,"body_preview":"Annie I can’t believe you’re 39! You look over 10 yrs younger and completely devoid of fakeness which is a rarity these days: )","author":"@jeniwood9927","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"f84ce5a8-797e-40d7-be7d-e9c2fff1f83d","source":"youtube","source_id":"UgyRMaBFPfRce5RW-Cd4AaABAg","content_type":"comment","title":null,"body_preview":"25 years is appropriate honestly you took someone’s life so they get no more years, why should you.","author":"@lookitskalee1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"64f4db4e-b036-4159-ae25-a7cb2afc48c4","source":"youtube","source_id":"UgyKSCpU9xQAvu6iTpF4AaABAg","content_type":"comment","title":null,"body_preview":"In reality, she wasn’t given 25 years for the killing and the drunk driving\n\nIt was for her attitude after the fact \n\nIf she could’ve, at least controlled herself, even pretended  like she GAF \n\nWould","author":"@thedeadflyinthelight5359","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2847171731859822,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"a12fb04b-5975-483a-a208-5da1cce559c9","source":"youtube","source_id":"UgxU-Z0Gg4XfkBSrhOx4AaABAg","content_type":"comment","title":null,"body_preview":"He wanted to give the mother half when what mother fights their son-in-law, thats gross 1:03:03","author":"@treh2530","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"5b558173-4c6c-4eb5-a3e9-98d59e211fa0","source":"youtube","source_id":"Ugwbr81k0b2LMmj8ms14AaABAg","content_type":"comment","title":null,"body_preview":"Sam’s mother Lisa, quite frankly was absolutely disgusting. If she really loved her daughter, she wouldn’t even have done any of this he. Just wanted money saw a big payday for herself and I am so tha","author":"@lynnkeller8187","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.6351190476190475,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"93b83d36-112b-430e-85a7-cbf45da21aa0","source":"youtube","source_id":"UgwvXs9Ax0EhQu4qLld4AaABAg","content_type":"comment","title":null,"body_preview":"❤Annie forgot to add the heart❤ for all of your hard work, hey, can you come to Canada Vancouver BC","author":"@lynnkeller8187","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.6351190476190475,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"51183d48-0d5a-41a5-98eb-9914ee86a99b","source":"youtube","source_id":"UgwKH2GPrClq3tLfczp4AaABAg","content_type":"comment","title":null,"body_preview":"Marriage wasn’t valid because it wasn’t consummated?😂😂\n\nWhat is this Victorian mediaeval times ?\n\nAnd by the way, I’m pretty sure they pretty much consummated many times over before the fact😂","author":"@thedeadflyinthelight5359","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2847171731859822,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"b3fa3afe-f291-4313-8e44-fe67f1f175dc","source":"youtube","source_id":"UgzTG13UW-KG0aYK2kF4AaABAg","content_type":"comment","title":null,"body_preview":"Sam has got to be so disappointed in her mother’s actions after the accident. Sam was an adult, she didn’t live with her mother and she was starting her own family. Just seems gross.","author":"@brandyaspinall1513","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"9168e1b9-80cd-4e9c-b718-1108f82b1cd8","source":"youtube","source_id":"UgypDIpgcMuLFvVxiZp4AaABAg","content_type":"comment","title":null,"body_preview":"It is gross! Lisa was wrong in her actions. Her daughter wouldn’t have wanted that not lawsuits and fighting.  Really sad and gross","author":"@jeniwood9927","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"2b7f67cb-bf3c-4573-91f5-7d294b58082d","source":"youtube","source_id":"UgzyPd4ER01waaRmr954AaABAg","content_type":"comment","title":null,"body_preview":"I remember when this happened and it broke my heart! Seeing all these beautiful wedding pics make me tear up. I can't imagine, nor do I want to. May God help and heal her loved one's grieving hearts i","author":"@nunyabidness6045","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","personal_experience_reference","religious_expression"],"bot_score":0.3360323886639675,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"4e8c21fc-1573-4c1f-b2b4-d17dbf86a184","source":"youtube","source_id":"Ugzj1DkWFGeI3HtVT5V4AaABAg","content_type":"comment","title":null,"body_preview":"42:02 Wow. Like mother, like daughter, except she wasn't drunk at least, but in a situation like that you should be going like 5mph, which wouldn't have ended the fire Marshall.","author":"@nunyabidness6045","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3360323886639675,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"0d712fba-6677-4364-9bb8-602feb121e52","source":"youtube","source_id":"UgzRXaJMmIReFlajbad4AaABAg","content_type":"comment","title":null,"body_preview":"So happy to hear them called Eric and Sam Hutchinson. I remember a video earlier on where Sam's mom was arguing that Sam never officially changed her name so she was insisting her maiden name be put o","author":"@brittneyzarwel6242","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"b190a17b-a754-49e6-ba31-dec95114794e","source":"youtube","source_id":"wf-V0V2Ux_8","content_type":"post","title":"Wedding Turned Deadly | The Heartbreaking Case of Samantha Miller and Jamie Komoroski","body_preview":"Samantha Miller's wedding night was supposed to end with a newlywed getaway, not a horrific crash that would leave Samantha dead, Aric Hutchinson seriously injured, and multiple others with life-alter","author":"Annie Elise","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","disclaimers","niche_expertise","template_phrases"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wf-V0V2Ux_8"},{"id":"8ede174f-c52f-4e25-997f-9bfb14a19550","source":"youtube","source_id":"UgywFDUYZkMVaE8u9FJ4AaABAg","content_type":"comment","title":null,"body_preview":"People ARE standing up to The international Bully. And it's about time. Whether in courts of law, in hearings, on the podium, in the media in all nabes and orientations. We are seeing a steady rise, g","author":"@cynthiahawkins2389","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 Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"7856164e-2d0a-4e74-86c0-353dc623a8d8","source":"youtube","source_id":"UgyxFOGjIV9Qqtc0SKN4AaABAg","content_type":"comment","title":null,"body_preview":"I pray someone is watching them to make sure the Kennedy Center doesn’t disappear!","author":"@LisaTheisen-j8j","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"9bf5c4fc-0678-4236-8602-436f6aba2c48","source":"youtube","source_id":"UgyN5fEn64AV_gh77VR4AaABAg","content_type":"comment","title":null,"body_preview":"Run for the president, Senator Whitehouse! Vote out this criminal administration!","author":"@noahtr6238","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"5607bcd4-7c1c-47a8-a760-b9f1e0a61fbb","source":"youtube","source_id":"UgzGmsrgkGpBu7UlzgB4AaABAg","content_type":"comment","title":null,"body_preview":"trump shits on law and order...and the US!  he uses our Constitution to wipe his ass!!!!!!!!!!","author":"@DanHughett","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"91b33829-468b-484b-a482-0081ae28e35d","source":"youtube","source_id":"UgybAkY5r5DEPoRCoSB4AaABAg","content_type":"comment","title":null,"body_preview":"I think Trump should pay for the new building out of his money that he’s stolen and we should not be charged for it. He broke the law when he broke the wall. I’m tired of paying for his mistakes. He’s","author":"@pamelaclark3361","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"2fe573a5-71f3-499e-8eef-b189858e1e9f","source":"youtube","source_id":"Ugw0Pa0zr_2lIWbaPYB4AaABAg","content_type":"comment","title":null,"body_preview":"Oh man.....all trump wants is his name on everything he can with no regard to the plight of the American people in the struggles to survive this economy!  His stooges vote to spend money that benefits","author":"@pamelawooden6012","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"bbf06da7-84a8-41cd-a93d-abbb0eacc64c","source":"youtube","source_id":"UgwX9CVx7LWIMl1OEO14AaABAg","content_type":"comment","title":null,"body_preview":"Ask we the people what we think about paying for that to be fixed. All they do is break things and have no clue to Fix charge him make the rich pay for this. The ones that took our money. They have pl","author":"@pamelaclark3361","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"66cb291c-b48c-4aa9-a611-8f2719319f72","source":"youtube","source_id":"UgwZLXRMNnb4ZW-0xwV4AaABAg","content_type":"comment","title":null,"body_preview":"Forty-seven is clearly delusional. Delulu and demented.","author":"@andrewsmith746","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"4a2443a2-6469-414f-aa08-3445de558263","source":"youtube","source_id":"UgxRDjTZZ5X1jVBjKKR4AaABAg","content_type":"comment","title":null,"body_preview":"Is not ALL property of the federal government for the AMERICAN people and is a law about trespass illegal.the same of a person's property?  Let us keep out property safe and defend it against vandals?","author":"@SandraMelvin-b5n","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"2870cbaf-7406-4334-8592-96f4537df606","source":"youtube","source_id":"Ugyk7fy-KcW0FItNjTN4AaABAg","content_type":"comment","title":null,"body_preview":"Trump vandalism’s on west wing the pool and Kennedy centre it’s vandalism","author":"@winchester655","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"97dbeabe-9250-440c-a333-7e28bfdb79a3","source":"youtube","source_id":"UgwvGHmN4rsOTHGxYch4AaABAg","content_type":"comment","title":null,"body_preview":"This is more disgusting felon trump and his cult illegal behavior!!! \nTY senator Whitehouse for sharing your knowledge and protecting our democracy and our memorials!!  \n\nMy understanding of the condi","author":"@GivePeaceAChance12","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"56888bd4-3bbd-4919-8742-da627608aa28","source":"youtube","source_id":"UgzcPvyOeEsWDhb-xRF4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you Senator Whitehouse, You do our state proud.","author":"@Spider-vq3zu","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"de24fe82-8bf1-4ec8-bffc-1969425600c9","source":"youtube","source_id":"UgwHEQ0T6PRxNFM78HZ4AaABAg","content_type":"comment","title":null,"body_preview":"The lieing con is never ending with the criminals in the convicted felons rapes regime aided abated comforted by Republicans and some democrats in congress senate supreme court magats judges bribes ta","author":"@guyrivera3100","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.3846153846153845,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"73c39510-cf95-43be-9e41-0ba3d35de3e4","source":"youtube","source_id":"UgznPY_2ad9mD-1zH-h4AaABAg","content_type":"comment","title":null,"body_preview":"The lieing con is never ending with the criminals in the convicted felons rapes regime aided abated comforted by Republicans and some democrats in congress senate supreme court magats judges bribes ta","author":"@guyrivera3100","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3846153846153845,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"6e1af69a-16d7-4e98-ab2f-8b735e33b7e4","source":"youtube","source_id":"UgyodElFhe34XJd2ivl4AaABAg","content_type":"comment","title":null,"body_preview":"So the tRump appointed members were totally clueless as to the Judge's ruling? Really? How can these people look at themselves in the mirror in the morning?","author":"@priscillaeddy3117","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"43e9c7a5-7198-4ff7-86e7-53ca1e12cff9","source":"youtube","source_id":"UgyT-ETYhGwqMVfn_I94AaABAg","content_type":"comment","title":null,"body_preview":"Just like little kids, if they whine and cry enough the judge will cave.  Thank you for being on this board, and so glad you are an attorney.  Trump is so full of 💩.","author":"@kathyjohnson8244","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"9e533aa6-bdab-4e65-aec4-d18c2fc65df7","source":"youtube","source_id":"UgyXluVWMc3nY7DqmaR4AaABAg","content_type":"comment","title":null,"body_preview":"He never wanted to be a President just worshipped by the world. The work of President bores him.","author":"@gailshea3268","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","opinionated_statement"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"a4e705b8-0cfd-4f32-90dc-54b1280d59ad","source":"youtube","source_id":"UgxJNMnNQsEDSUILSid4AaABAg","content_type":"comment","title":null,"body_preview":"Here’s my question: Why is that Ugly tarp still up\n⁉️⁉️⁉️⁉️⁉️","author":"@audikennedy8112","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"d37200e9-1bd7-4bef-854d-22baab5c189e","source":"youtube","source_id":"UgyC93aSuU0zj0oJasZ4AaABAg","content_type":"comment","title":null,"body_preview":"America’s never had a more childish selfish appalling leader in its 250 year history IMPEACH the Fkr!\nONE WORD: MIDTERMS 💙","author":"@Are-You-Not-Entertained100m","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"bbb0902a-b796-4843-a07a-1a63acea6f6f","source":"youtube","source_id":"Ugw7k9Yu3CdI0Xpma6V4AaABAg","content_type":"comment","title":null,"body_preview":"Two mature and sage men discussing an America-ruining imbecile.","author":"@TimorKen","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","lack_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"707d6edb-6d09-41f9-91d0-93b68d6534fe","source":"youtube","source_id":"UgxVVnfhmCTtiDsmmud4AaABAg","content_type":"comment","title":null,"body_preview":"Yay!  Too bad about the name.  I think it will be gone in 2028.","author":"@Noel-i4k","classification":"ai_generated","confidence":0.6,"indicators":["missing_personality","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"b4133eca-495e-47b1-8744-798ed2ece125","source":"youtube","source_id":"UgxuMWKjMuzGT8CCIWB4AaABAg","content_type":"comment","title":null,"body_preview":"How is he currently paying for construction now !?did he get a loan for bank ?!🇺🇸","author":"@faribaparvinjah9188","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"03bde513-02b1-4d6d-9923-f24dbfc2c0e5","source":"youtube","source_id":"Ugy334u79KylXM_P6RZ4AaABAg","content_type":"comment","title":null,"body_preview":"He tore up the rose bushes now he wants to tear down the Kennedy centre 🤔🤬🤮👎","author":"@brendaleewheaton8793","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.3276520633142281,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"8613f0da-e9cc-4586-8739-b6c42c00941d","source":"youtube","source_id":"WYGjiqYGD74","content_type":"post","title":"Sen. Whitehouse Shares Inside Scoop on Kennedy Center Board Meeting, Crashed by Trump","body_preview":"August 13 | Senator Sheldon Whitehouse (D-RI) joined MS NOW's The Last Word with Lawrence O'Donnell to discuss the latest on Trump's fight to put his gilded name on the Kennedy Center.\n\nSheldon Whiteh","author":"Senator Sheldon Whitehouse","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_indicator_other","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYGjiqYGD74"},{"id":"cfe4b0a7-4c87-4ba3-9897-406e22e451c1","source":"youtube","source_id":"UgzC59OFqbMBRMAGuQN4AaABAg","content_type":"comment","title":null,"body_preview":"i am pretty sure that if iran was two weeks from a weopon we would have neeb attacked by now!!!!!!!!!!  trump is such a liar","author":"@JeffEngle-k3j","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"68249f65-8d33-4a87-a398-f03eb35e499c","source":"youtube","source_id":"UgyLLij2T2jr5bv4_Bt4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is lying anyone who still believes him is deluded.","author":"@zzzzzz11123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"df201818-0027-427c-8ddb-deff010b46be","source":"youtube","source_id":"UgxYzujFUH2YkGg75_14AaABAg","content_type":"comment","title":null,"body_preview":"That's not true at all, we don't care about Israel or want a war in iran","author":"@Doctorbiter-u1r","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"913c214d-a1b5-4d29-9bdf-750c170aab2c","source":"youtube","source_id":"Ugx_9-j4UK914l04LJx4AaABAg","content_type":"comment","title":null,"body_preview":"Nbc has gotta cover what reckless ben is doing at provo school. Stop ignoring things that hurt our youth.","author":"@loner4life-g8l","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"3ba10ca5-c781-4243-961c-caf3c2037842","source":"youtube","source_id":"Ugz5AetA8Lwa6zVUorp4AaABAg","content_type":"comment","title":null,"body_preview":"8:52 Ha trump failed once again , we lost the war.. big L tRUMP!!!","author":"@JusticeAndLibertyUSA","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"13ac5184-45dd-43c6-b046-3b467edb34e4","source":"youtube","source_id":"Ugwhe36jY1sMNg1FbDJ4AaABAg","content_type":"comment","title":null,"body_preview":"Why the Buzzing Makes You Feel Sick\n\nAcoustic Overstimulation: Intense, constant sounds trigger sensory overload, which rapidly exhausts the nervous system and directly induces severe tension headache","author":"@kimberlyhoward4032","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"59888e74-36df-45fc-b6d1-ad040c37b7b6","source":"youtube","source_id":"UgwBnsWAOUYssQoNoQJ4AaABAg","content_type":"comment","title":null,"body_preview":"Y Oh Y Can't There Be Peace ✌🏽✌🏽✌🏽 On Earth 🌍🌍 Not Just Christmas But all Year Long 👑👑👑👑👑❤️❤️❤️🌍❤️","author":"@PatrickHickey-i4p","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"a795fc7a-8570-461c-96c6-93b4ac138ad3","source":"youtube","source_id":"Ugw9bGLuNN_SVHRs80p4AaABAg","content_type":"comment","title":null,"body_preview":"Kids being kids thinking they can swim in a raging river.  SMH so sad,  so preventable. I'm sure they thought they could handle it..... and they did until they couldn't.  Jeez","author":"@halclayton3048","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.3125,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"c62420a4-46ce-4c29-8071-0476b4b61e13","source":"youtube","source_id":"Ugy_JalRT2CcLXeJPeN4AaABAg","content_type":"comment","title":null,"body_preview":"And he will never apologize for anything because he honestly feels he can do no wrong.  These trumpets are truly delusional. The very things they said about Biden being placed on steroids under this g","author":"@halclayton3048","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.3125,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"b4fa6ec2-b60f-40a2-a90b-42e8d4c85cda","source":"youtube","source_id":"Ugy0obWFp8hDVK6WxsB4AaABAg","content_type":"comment","title":null,"body_preview":"Let them get caught in this part of NC.  They'll never been seen again.","author":"@halclayton3048","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.3125,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"060ef640-5afb-41d8-9a02-3b048a86d6ee","source":"youtube","source_id":"UgzxVDj5i7QHSEC8ott4AaABAg","content_type":"comment","title":null,"body_preview":"\"After we finish defeating Iran...\"  AGAIN?  Exactly how many times do we have to 'defeat' Iran before Iran is...well... _actually_ defeated?","author":"@AbsentWithoutLeaving","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.25975898813907966,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"73143230-f4d0-41a6-b00e-6cbdbceee636","source":"youtube","source_id":"Ugw-XNT8O-f_vGck5UJ4AaABAg","content_type":"comment","title":null,"body_preview":"I took sailing classes at my university.  It was a fun experience and I am happy these children are experiencing it.","author":"@ArtFreeman","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0.30555555555555547,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"7820a9fb-0d06-44b0-b406-0114849cc4f6","source":"youtube","source_id":"UgwQEJJ_vbsXEsk1Vjp4AaABAg","content_type":"comment","title":null,"body_preview":"Can someone investigate if I have ever travelled to a country? people are disappearing. People don’t remember being called to a court and beating a judge. Been going on 4 32 years.","author":"@UditKumar-h6h","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","absence_of_personality"],"bot_score":0.8706349206349207,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"7a9c3231-1753-4108-8140-eb6daa321435","source":"youtube","source_id":"Ugxh-H8oenIGbBawWgV4AaABAg","content_type":"comment","title":null,"body_preview":"Can someone investigate if I have ever travelled to a country. People have been disappearing for 32 years.","author":"@UditKumar-h6h","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.8706349206349207,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"11a36bf5-892d-443f-8689-0ad2898310b6","source":"youtube","source_id":"UgwJi98l8L-sf7vMc_J4AaABAg","content_type":"comment","title":null,"body_preview":"Have visited the us embassy multiple times don’t know what’s going on.","author":"@UditKumar-h6h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","personal_experience"],"bot_score":0.8706349206349207,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"d13df889-5346-45e0-ba25-ea5ce93025f6","source":"youtube","source_id":"Ugye-hzZbjYZPsKSxKJ4AaABAg","content_type":"comment","title":null,"body_preview":"That boy took himself out. Why you blaming the storm????","author":"@JIGGLYPUFF64","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"ecef20b3-ae39-405e-a98e-fa9cff24756c","source":"youtube","source_id":"Ugz7mCxuWckeEShZJJR4AaABAg","content_type":"comment","title":null,"body_preview":"$4.00??   Yeah, trump, your $4 gas brought along a 'plus $1' yesterday.","author":"@AbsentWithoutLeaving","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.25975898813907966,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"3390f882-7239-4c5f-8351-92aaa48a5bc0","source":"youtube","source_id":"UgzOTh9twP5nnKsSTmp4AaABAg","content_type":"comment","title":null,"body_preview":"trump: Seriously, you want a new ship/crew deployed?  Do you know how much that would cost?  We've got ballrooms and arches to build over here, we don't have the money for sending another ship. So we'","author":"@AbsentWithoutLeaving","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.25975898813907966,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"fb8e6923-786d-4d1f-b8c2-c9e83cb8ceb4","source":"youtube","source_id":"UgwhNMYgxfeA9oBOSst4AaABAg","content_type":"comment","title":null,"body_preview":"My condolences go to Matthew and his family rest in peace","author":"@Floridastoughestswimmer","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"6bbb6753-af60-4afc-9368-d21f0f80aa44","source":"youtube","source_id":"UgzOMyMhsAYAKxacZtx4AaABAg","content_type":"comment","title":null,"body_preview":"This world is out of control fires earthquakes floods hurricanes always seems to be something","author":"@Floridastoughestswimmer","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"76b12100-3ba6-43ac-b212-bc2684835af0","source":"youtube","source_id":"Ugy1wuKnGnHRpTeN-eh4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is a grave robber. He wants to steal the Kennedy Center, memorializing President Kennedy.","author":"@vocallocal7824","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_polish","platform_fluency"],"bot_score":0.5989037087703297,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"1f5175ea-40e9-4357-9c97-8e689f0ad637","source":"youtube","source_id":"Ugybqt78UMjLNxDlP514AaABAg","content_type":"comment","title":null,"body_preview":"I'm on the Spectrum and the world treats me like s***","author":"@Floridastoughestswimmer","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","terse_replies"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"b0150f17-777d-4c21-805c-7378c79bc420","source":"youtube","source_id":"Ugw9sa85DlKY9n4f5AV4AaABAg","content_type":"comment","title":null,"body_preview":"Robot teachers, drivers, workers, what's left for real humans to do!?","author":"@coochiecrook7120","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"d5ae6a86-14d4-4637-91b7-4a1b780290b4","source":"youtube","source_id":"UgxioLyustPtxGn9s1l4AaABAg","content_type":"comment","title":null,"body_preview":"40 DAYS NINIVES IRAN WILL BE DESTROYED, JONAS, LET JEHOVÁ DO IT, USA SOLDIERS CAN REST, GLOBAL PRAYERS PLEASE","author":"@natalioalbertohernandezcas3491","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_platform_voice"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"b186c5b0-b47e-444b-8528-9bc4ee54d9b5","source":"youtube","source_id":"UgwlAt8Dd25FCXLJKRt4AaABAg","content_type":"comment","title":null,"body_preview":"This segment covers a shooting that happened at a school dorm and then later taking phones out of schools. If you're going to remove phones from school, you must put a cordless landline in every class","author":"@carsonm7292","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"30c4aacf-b89c-4596-b73f-5496284a13be","source":"youtube","source_id":"Ugzyg01Z8N-lF16kqm54AaABAg","content_type":"comment","title":null,"body_preview":"which brings up the topic of tax cut all I know is they had big companies had tax cuts but how big was those tax cutsThe business tax cuts passed under the Tax Cuts and Jobs Act (TCJA) were the larges","author":"@larryshafer8055","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"8c27751d-74c2-44c3-b72b-983c05f72a08","source":"youtube","source_id":"UgzttqW3WUwFZU0URQd4AaABAg","content_type":"comment","title":null,"body_preview":"OH MY GOSH GOOD LUCK HAWAII I HOPE YOU ALL SURVIVE THIS STORM?","author":"@Judy-u3t","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"122ada37-3cf0-4c0d-9d15-3a12cb1b0401","source":"youtube","source_id":"cqc32yRHFwQ","content_type":"post","title":"NBC Nightly News Full Episode - Aug. 15","body_preview":"Hawaii braces for impact from Lala; Hundreds evacuated as Indiana flood threat expands; Dozens killed after powerful Indonesia earthquake; and more on tonight’s broadcast.","author":"NBC News","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.25510204081632654,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cqc32yRHFwQ"},{"id":"d99a6d97-f314-4beb-a5a9-37378a0cd7d9","source":"youtube","source_id":"Ugx9oUGsIdCs0_n11V14AaABAg","content_type":"comment","title":null,"body_preview":"Thanks for at least calling it what it is, an illegal registry that should never have been allowed to be maintained.","author":"@Tool_vs_Tool","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"6300ad64-d08a-4a5b-9604-e1ebaadaac85","source":"youtube","source_id":"UgxkeGjlNR4yoSwNTOB4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe people who buy cars over 60k should pay an additional tax? or someone who has 20 pairs of shoes?  Maybe if you buy a home over 600k you should pay a 50k tax fee? Where does it stop. It's ILLEGAL","author":"@91210paige","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"e593b80e-3cb8-42a4-892b-69b45e962d6a","source":"youtube","source_id":"UgzBrndFJpz4Nm-OY414AaABAg","content_type":"comment","title":null,"body_preview":"This could really help turn things around.  Malnutrition in our nation's youth, adult onset diabetes at age 12 for others, violence, depression, isolation.  Mass shootings.  I can see why America woul","author":"@ImaginationBlue","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"d9d8fe18-59a0-4d0f-ba71-c6004384c65f","source":"youtube","source_id":"Ugyx8TsB5YKIGh9iZjN4AaABAg","content_type":"comment","title":null,"body_preview":"I live in Texas....I guess I already got the firearms i always wanted.  Suppressors aren't hard to get here.  I just wish the government defended the poor and sick as much as they defend guns.  We can","author":"@Monsoonpain","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"46c79642-444a-4d3e-9825-e69c25e561dd","source":"youtube","source_id":"UgzHzFBKPzo7zKKxiS14AaABAg","content_type":"comment","title":null,"body_preview":"It allows law-abiding citizens to own them. Meanwhile, criminals have been using them in crimes for decades. Make it make sense.","author":"@dealspeed6756","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"86c36b35-7eed-445d-853c-b77c9e7eac78","source":"youtube","source_id":"UgzoaBt2-QWDci_OEGB4AaABAg","content_type":"comment","title":null,"body_preview":"Only the DOJ, with the support of the BATFE, can appeal, but the fact of who the directors are will not be challenged since their appointments and working in agreement with the Trump Administration an","author":"@KalanYore","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"194c56da-03ef-4f83-be89-12a5c31d8ae9","source":"youtube","source_id":"UgwW7Qgwp-R-IxICd814AaABAg","content_type":"comment","title":null,"body_preview":"That has got to be the weirdest description I've heard of the judges ruling, after saying it's not about the second amendment (it is) \"[a ruling regarding] whether or not congress had the power to ena","author":"@zerocheese1413","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"5c6d2404-7f28-44ef-8270-1fa93e0208b4","source":"youtube","source_id":"UgzeDpsbDYlZQyU4oDB4AaABAg","content_type":"comment","title":null,"body_preview":"Oh no, you could own the same thing if it had pistol brace instead of a stock, the gun still fired the same bullets and operated the same. Quit making out to be scary because of the \"short barrel\". Th","author":"@jeepinintexas6215","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"51aed7a3-2b97-4bb7-8dbe-8c4dc600c051","source":"youtube","source_id":"UgwDGlBH5MDdy7EXLcx4AaABAg","content_type":"comment","title":null,"body_preview":"If your a citizen you should have every single right why do you need permission","author":"@les536","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"201bf290-be63-411f-b311-b78003b24add","source":"youtube","source_id":"Ugx2IiMJozJs2EzjYSx4AaABAg","content_type":"comment","title":null,"body_preview":"So we have the constitution it gives us the rights to bare arms, and then we got our government to take that right from us. And they will continue to try to make laws that go against the constitution","author":"@chrisrosales7904","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"c81964ca-cfb4-4c3f-aa30-263180a1f483","source":"youtube","source_id":"UgxR6L4W97JWPRgOgp54AaABAg","content_type":"comment","title":null,"body_preview":"\"How do we fix the near-constant mass shootings?\"\n\"How bout more guns?\"\nsmh","author":"@H8ff0000","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"582f4dde-cb4e-4893-a063-d2a401ca33b2","source":"youtube","source_id":"UgzudsLDcvXJ-ZvOHH14AaABAg","content_type":"comment","title":null,"body_preview":"After the hosts botched introduction, I’m happy the professor actually broke down the ruling from a legal perspective.","author":"@jgeetime","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"fdf7e336-bb99-4bf1-ba31-940d0de6a460","source":"youtube","source_id":"Ugyahw9RSRGe8MDZvlt4AaABAg","content_type":"comment","title":null,"body_preview":"I live in California 😢\nI guess i can now shorten my broom stick and silence my r*pe whistle","author":"@b12y5e","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"23278c85-b9a3-4664-a1b6-d82d061ab6cb","source":"youtube","source_id":"Ugx4OcpyIVANxESibcl4AaABAg","content_type":"comment","title":null,"body_preview":"There are MANY unconstitutional laws in America. The 2nd Amendment protects arms - not merely firearms, but arms. That means any and all weapons, accessories, ammunition, etc. It’s good to see a judge","author":"@oimate4201","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"cc6e5347-d42e-4693-997c-6274e94ee552","source":"youtube","source_id":"UgxXs2q4cKCWm27aeBN4AaABAg","content_type":"comment","title":null,"body_preview":"every gun that gets into a criminals hands was taken from a legal gun owner.  All this means is....now the criminals get silencers.","author":"@bigpanik3261","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"0fb22386-8851-43b2-85b7-7247fedf39f7","source":"youtube","source_id":"UgxjbsZwT-5lr-mSP-94AaABAg","content_type":"comment","title":null,"body_preview":"I think they now want a revolution.. they want it to start so they can wipe out half of us..","author":"@iatecrayonssfmf4002","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"265325f0-4643-4210-98a0-88b010626146","source":"youtube","source_id":"UgxFfNgzq9F28Mae0Hx4AaABAg","content_type":"comment","title":null,"body_preview":"Fun fact- Americans have always had the right to own them.  The ruling just correctly ruled that Congress did not have the authority to act.","author":"@francisxm202","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"2b1cb2c5-d28a-41c6-9cc7-cbbf827c91fa","source":"youtube","source_id":"5pEIiQUArCw","content_type":"post","title":"Ruling allows Americans to own short-barreled rifles, shotguns, silencers without registration","body_preview":"Some Americans can now own short-barreled rifles, shotguns and silencers without registering them with the federal government after the Trump administration declined to pause a Texas judge's ruling th","author":"CBS News","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.47198948402396185,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5pEIiQUArCw"},{"id":"a6130de9-4731-4012-a7e5-35eef0428e46","source":"youtube","source_id":"UgwVaq-QvoprQrlie7p4AaABAg","content_type":"comment","title":null,"body_preview":"Karoline Leavitt was the absolute best press secretary I've ever seen and i'm old. I wish her the very best with her beautiful family. Since when has the husband's age ever matter in todays world? Ple","author":"@janicetoolson6382","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"3cff3a55-d780-4785-a07f-cf76b6582c4a","source":"youtube","source_id":"UgynXqwb3BU-ssXa_tt4AaABAg","content_type":"comment","title":null,"body_preview":"Michael I love to see your genuine book shelf with those lovely tattered books 📚 😅😅","author":"@celiaedenholm6448","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"61a7c1ea-87c6-4fc0-9424-80225f51bf42","source":"youtube","source_id":"UgzH7AivEFiU62t7oVJ4AaABAg","content_type":"comment","title":null,"body_preview":"She can do whatever. She is married to millionaire, has good health insurance and can hire nannies. What about us? Not married to multi millionaires?","author":"@dogsnatureadventurealllife212","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"b0959ac2-04b8-4a15-b7db-6814c8f939c5","source":"youtube","source_id":"UgxCIAIRvbuJgOcFaEd4AaABAg","content_type":"comment","title":null,"body_preview":"Michael Wolff makes my skin crawl. He just CAN'T be even slightly wrong.","author":"@jamietopper2710","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"b5a5652c-2d16-4edf-97ac-61663720ea8d","source":"youtube","source_id":"UgyboORx2UN69x_uIH14AaABAg","content_type":"comment","title":null,"body_preview":"Anybody ever see Trump with an ugly woman?? \nBesides political or the news hair bob 50+ plane janes?? I never have. \nI think I better soil my shit B4 I go out clubbing..","author":"@tomhowe1510","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"2fbc24bd-47fb-463a-b17c-ccb616cfc280","source":"youtube","source_id":"Ugz-2C0XRZ-QZIIFZCF4AaABAg","content_type":"comment","title":null,"body_preview":"I consider Leavitt a narcissist who grabbed onto Trump's Golden coattails with all she had, because Trump loves having shallow women around him he can easily corrupt with his power and prestige. She's","author":"@WhiteTrashGalDottie","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"1c7c56dd-149d-416c-84bc-06925b78aa29","source":"youtube","source_id":"UgzsdGLjKRcod1t59Zt4AaABAg","content_type":"comment","title":null,"body_preview":"The woman had no trouble 'lying like a sidewalk' for 18 months.  Frankly, that's seems to be the only prerequisite for being tRUMP's Press Secretary (aside from kissing the robe).","author":"@lindaj171","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"206e4388-7e45-43bc-a963-a8bda60123b8","source":"youtube","source_id":"Ugw8JDZwUbDdksItH0J4AaABAg","content_type":"comment","title":null,"body_preview":"Wow. Its just amazing to me that people are even remotely suprised at what is going on. This orange waste of air could give a fuk about anyone. Not his family , friends or cohorts.  When he wouldnt le","author":"@nickjones531","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 Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"5f879a63-39eb-46f6-955e-95a3f54af3c3","source":"youtube","source_id":"UgxmaHlv6q8YOy436Ml4AaABAg","content_type":"comment","title":null,"body_preview":"Come on now, he's had incontinence problems since The Apprentice from a life of stimulants/Adderall.  Y'all need to catch up with other reporting.  Otherwise, you both are awesome, really appreciate t","author":"@txgspice","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"32003f8f-bec0-4fcd-b32b-dd8eb5eb34c3","source":"youtube","source_id":"UgwfEbtgSmGrMGwioWR4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t agree that Leavitt being on the decoy plane didn’t push her over the edge. I read she’s been thinking about leaving for a while and that Trump drove her crazy calling her all the time while sh","author":"@Two_Minute_Warning","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"43100d43-9216-44b5-ab81-654243609e51","source":"youtube","source_id":"Ugy2z1zt5yygEWBeEw14AaABAg","content_type":"comment","title":null,"body_preview":"Love to know  who wipes Trump’s butt and helps change his diaper","author":"@twintwitch1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"0df54b0a-8f5c-4dcb-a2bc-3b19d4d9fd10","source":"youtube","source_id":"UgwdNITRXVkaKs-ZwWR4AaABAg","content_type":"comment","title":null,"body_preview":"Trump wears diapers due to fecal incontinence caused by years of amphetamine (adderall) abuse. He crushes adderall and snorts it. We've seen the open cradenza drawer filled with sample packs of Addera","author":"@Woofy-tm8si","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","absence_of_personality","false_specificity","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"a94c26a8-d564-49c3-9f94-b78c17be026d","source":"youtube","source_id":"Ugw3zNvIzOPohKsyhgZ4AaABAg","content_type":"comment","title":null,"body_preview":"This is my first time to watch these two, I can’t stand this man, the lady needs to stand up better to this arrogant cohost.","author":"@AdanHooper","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"7a2eb818-c73d-4302-8966-aa62a219467a","source":"youtube","source_id":"Ugyz6d72EpvSSDFFPYN4AaABAg","content_type":"comment","title":null,"body_preview":"I believe Sascha Riley. I’ve been thinking of the story of Jael and the tent peg ever since. 🎪","author":"@paintedrose84","classification":"human_created","confidence":0.7,"indicators":["cultural_references","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"8e295394-aae3-456f-ba43-4cb54334482f","source":"youtube","source_id":"Ugy6_2KJzWiFnS4UawN4AaABAg","content_type":"comment","title":null,"body_preview":"Caroline was a talented press secretary only if she would tell the truth. But 5:20  that's not gonna happen and she's history!","author":"@tonygriffin2079","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"13b3ad60-737e-4019-882f-33b6aa52d744","source":"youtube","source_id":"Ugxr0lHmTvY6FfXE-DF4AaABAg","content_type":"comment","title":null,"body_preview":"No one in his administration has any power though.  Trump makes all of the decisions.","author":"@XWXW-lk4jf","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"88f5ec8f-299a-4036-9447-04f0f17c63bc","source":"youtube","source_id":"UgxIwqj8svBxGZhiWU54AaABAg","content_type":"comment","title":null,"body_preview":"Why do I seem to be one of very few ppl that don't see many of trumps \"Vanity\" projects ever coming to fruition. He wil maybe, \"Maybe\" Live to see NYE, 2027. BUT Not many mos. After that. Midterms wil","author":"@sherriefox8838","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 Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"89dbf1cb-c53e-4285-ac72-078df8dccbdc","source":"youtube","source_id":"Ugz_UaUXkogPvdDjetN4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is 80 years old...that he might wear diapers shouldn't be a surprise. That he hasn't had a coronary or a stroke given his weight is...","author":"@AndrewL-u6i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"71dc6d49-3d78-4505-9242-2197106f934f","source":"youtube","source_id":"UgyUkh_qxM_fBawRfn54AaABAg","content_type":"comment","title":null,"body_preview":"Please dont argue...stresses me out! I'm listening as I work. I work every second I can as my biz is deep in red zone. I had to opt out of this one.","author":"@sumthingelse6811","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"ad917af7-ec1d-4537-a6b6-21a9922b4ab6","source":"youtube","source_id":"UgxSyyPRoyzzdSwlSih4AaABAg","content_type":"comment","title":null,"body_preview":"Good riddance to more extreme right Republican Trumpster bad rubbish.","author":"@RLF1","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"92c2f051-a59f-4385-840a-6e831bdaac9c","source":"youtube","source_id":"UgyyJEOrbQZoPzI1eBF4AaABAg","content_type":"comment","title":null,"body_preview":"Many people refused to listen to or watch Karoline Leavett because of her extreme meaness and obnoxious lying.","author":"@suerussell7657","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5501831501831501,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"79255401-4153-4934-b28c-446a6e77db15","source":"youtube","source_id":"Ugxlm_wwt0Y-iehX8-F4AaABAg","content_type":"comment","title":null,"body_preview":"Trump made himself look like a ridiculous coward by switching planes and leaving the other the people.  It definitely wasn't a good look.","author":"@suerussell7657","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_native_voice","authentic_brevity","absence_of_ai_hedges"],"bot_score":0.5501831501831501,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"ff7db437-4b2f-49f4-b71c-80060571e4c4","source":"youtube","source_id":"Ugwrt2HfF6hPblf-3aN4AaABAg","content_type":"comment","title":null,"body_preview":"Sure, Caroline can go on working making a lot of money. It just has to be a company who wants a professional liar.","author":"@MotherCara","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"9dd7ff79-8869-4e03-835c-cdc517bf35e1","source":"youtube","source_id":"UgxzwCwJFscZYwVPSEt4AaABAg","content_type":"comment","title":null,"body_preview":"DIAPER DON IS A LOSER AND PATHETIC FAILING AT EVERYTHING HE HAS EVER TRIED TO DO!\n\nTRUMP JUST LIKES CHILDREN, BLONDE BLUE EYED PREFERENCE.\n\nkaroline has her own \"grandpa trump\" at home to take care of","author":"@Coffeeluvah126","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"51aa1d3f-df25-4538-a6fc-a1c042afdf8d","source":"youtube","source_id":"UgzHR6AhGQ29E65_q9V4AaABAg","content_type":"comment","title":null,"body_preview":"#ad If you’re ever injured in an accident, you can check out Morgan & Morgan. You can start your claim in just a click without having to leave your couch: ⁠https://ForThePeople.com/ITH⁠","author":"@TheDailyBeast","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"d55ea9ee-9145-42dc-93f6-cb43f167e185","source":"youtube","source_id":"RWvBMQxJE44","content_type":"post","title":"I Know Why Everyone Talks About Trump's Diapers | Inside Trump's Head","body_preview":"Michael Wolff and Joanna Coles dig into Karoline Leavitt’s departure from the White House, the scramble to replace her, and what her exit reveals about the brutal demands of working directly for Donal","author":"The Daily Beast","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_created_content_structure","advertising_integration","journalistic_statement"],"bot_score":0.4061743357932801,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RWvBMQxJE44"},{"id":"2dda08fb-6d25-4eed-b871-28f22af55d1d","source":"youtube","source_id":"Ugxsd5R3EU6l0rU9YVV4AaABAg","content_type":"comment","title":null,"body_preview":"These turds forgot about META laying off AI team and all the other companies laying off coders","author":"@CTYRTZL","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"bb029ccd-4520-471b-8a71-090a63f2216b","source":"youtube","source_id":"UgzsGgNLLp1CCZDC8l14AaABAg","content_type":"comment","title":null,"body_preview":"The core issue in the Amazon story is that they are creating policies that get people killed and then evading liability. If our government allows that it’s not capitalism, it’s corporate cronyism. In ","author":"@jrmedicalresearchandlongevity","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":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"9f97dd51-14a4-4da6-9e69-2ee93a270c99","source":"youtube","source_id":"Ugz5EJGhJ3cipv-wGKR4AaABAg","content_type":"comment","title":null,"body_preview":"The spaceX peddling is getting OLD. Guys, WE GET IT, you need exit liquidity until your lockup.","author":"@Dequan1738","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"9119a648-e003-45c3-8c66-c6b59e98deba","source":"youtube","source_id":"UgwRcmh8MFgALJwr9td4AaABAg","content_type":"comment","title":null,"body_preview":"Love how Jason wants to be viewed as moderate so badly but just can’t do it","author":"@SamKnightAI","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"0a637e0f-4e5a-4597-b178-225c2103a59f","source":"youtube","source_id":"UgwEOgzlcxG2sNWJ8O14AaABAg","content_type":"comment","title":null,"body_preview":"Funny how they haven’t talked about any of the trump corruption inside trading. From crypto scams to paying for early access tweets, to suing the IRS, list goes on. If it was Biden…","author":"@jax3392","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"b7392f51-0850-436d-973a-97f16d7b1e92","source":"youtube","source_id":"Ugy3v8lTFvMQhJlyO794AaABAg","content_type":"comment","title":null,"body_preview":"Was this taped before Gemini 3.7 Flash.. the Pareto frontier graph seems to be missing those?","author":"@sundarnarasimhan4402","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"a5c7c555-618d-48f8-be59-4bdc8269e275","source":"youtube","source_id":"Ugx5I8Up-juTQn4btMx4AaABAg","content_type":"comment","title":null,"body_preview":"Indistinguishable from just listening to Karoline Levitt at this point","author":"@rallazo8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"16c1eca0-69ae-4e68-8a9d-313c879a1248","source":"youtube","source_id":"UgwrKqbatljxyZrYGOV4AaABAg","content_type":"comment","title":null,"body_preview":"Of course it's circular and of course it presents a systemic risk. This is going to end ugly.","author":"@TannhaeuserGate","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 Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"f551f372-771d-40d0-91da-71b549ad5a89","source":"youtube","source_id":"UgydSGOBhaGzdA0g-cV4AaABAg","content_type":"comment","title":null,"body_preview":"Best part of the episode was jcal’s internet issues. Thanks for stepping in Sacks. I’d support a recurring segment called “jcal’s internet issues” where the rational people get a chance to speak again","author":"@mikemills1327","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"5c9da74e-0879-45da-87d3-25257873a789","source":"youtube","source_id":"UgyqEREkttrM8lRBDX54AaABAg","content_type":"comment","title":null,"body_preview":"Data center developers facing local pushback should give local residents and small businesses free batteries, generators, and solar. This could act as a virtual generator, supporting the grid during p","author":"@iluvboaz","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"4941f78e-3a1e-4897-92c7-53646393c6d2","source":"youtube","source_id":"Ugw8pyvXdQL4CPWvI5R4AaABAg","content_type":"comment","title":null,"body_preview":"Amazon (Big Corp) is allowed to subcontract labor for delivery drivers but it’s illegal for the plumber, electrician or HVAC company….  Sorry but this is bullshit.","author":"@toddernest5779","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"78acc401-daaa-47a4-aac9-e3b3a4b35e00","source":"youtube","source_id":"UgxV0FO3lnUMjYNJN_B4AaABAg","content_type":"comment","title":null,"body_preview":"Isn't this exactly how FedEx and I think UPS works too, just less obvious?","author":"@DisciplinedWon","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"fe56b237-b9fc-4621-811c-8bae36d63866","source":"youtube","source_id":"Ugxqx1BNmMlt-p_OtfJ4AaABAg","content_type":"comment","title":null,"body_preview":"In 2024, Minnesota added a 0.50 charge on selected deliveries over $100 as a kind of road tax.   Never mind that their trucks already pay registration taxes and gas taxes.  Amazon shows it as a line i","author":"@SR-he5wi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","specific_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"1780ab4c-ab4c-46b8-bd85-3683c66c26f6","source":"youtube","source_id":"UgwP2Uyl2SCRVMKXMWJ4AaABAg","content_type":"comment","title":null,"body_preview":"Please, producers/editors - ask JCal to read the comments. He’s so hard to watch lately.","author":"@HoracioGallegos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"4a2d0cc9-8055-49b9-8c9b-3beb72139710","source":"youtube","source_id":"UgxDQ7ZNOXbjCiapkcd4AaABAg","content_type":"comment","title":null,"body_preview":"41:40 Yes, you should be able to learn from anything--but not directly use it for commercial purposes without permission.","author":"@martinjohnson5498","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"21a97542-9d9d-4f71-b3fe-e782f641b7c6","source":"youtube","source_id":"UgwIBLgGdoVWQHq3CEJ4AaABAg","content_type":"comment","title":null,"body_preview":"Dude, the world’s greatest moderator is awful at moderating - let others speak, JC","author":"@n.d.l.s.","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"3c92523c-f793-4b1b-9e25-9604bbb43e7a","source":"youtube","source_id":"Ugx9j0Skhkxvpf8eBPJ4AaABAg","content_type":"comment","title":null,"body_preview":"If there were more companies campaigning to use the technology to clean the earth, my thought is that there will be less push back.","author":"@kingsantos7062","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"31325cbe-26c7-4a98-8659-fe5a8ab2d2bc","source":"youtube","source_id":"UgwsaE9AXOrrXC1KGsx4AaABAg","content_type":"comment","title":null,"body_preview":"SACHS LOOKS 65 YEARS OLD.  WHAT HAPPENED WITH THIS GUY'S AGING?","author":"@products4less409","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","opinion_or_observation"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"fff65cdd-3a96-44c4-900f-1b3cd7d6d268","source":"youtube","source_id":"UgyrHZ5pq2JgAg0txjZ4AaABAg","content_type":"comment","title":null,"body_preview":"Big JCal fan but he somehow manages to extend a thought, that was by all logical accounts complete, by an additional 45-60 seconds every. damn. time.","author":"@MatthewSImmons-b8k","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"c1378497-e300-4c93-ae07-9fbe6a670848","source":"youtube","source_id":"Ugx0v1_tmTDtLGorA9h4AaABAg","content_type":"comment","title":null,"body_preview":"Very disappointed that there was not more scrutinizing of the NVDA financing bet and the associated risks based on greed that will inherently get built into that lending practice.. specially when ever","author":"@mehdig","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinion","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"9f2e6b47-d889-4e46-84eb-eabb8fb69522","source":"youtube","source_id":"UgznMn_pmMmuiqlstAN4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you J Cal for standing up for the average Amazon contractor driver. We do need capitalism to be better. Otherwise we will be heading towards socialism. Average people are getting screwed.","author":"@shahhome5999","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"5681ad14-78f6-4bd9-a130-2bb940da6234","source":"youtube","source_id":"Ugzom5FakXoPaTF5PpB4AaABAg","content_type":"comment","title":null,"body_preview":"Hey Jason can you shut up when other people are talking","author":"@lucidInightmare","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"a7ae8a29-e1dc-4da9-b4c5-c03abc04ec1c","source":"youtube","source_id":"Ugw1IHT78-_nKHpgM6F4AaABAg","content_type":"comment","title":null,"body_preview":"The Amazon lawsuit is going to put small businesses (The DSPs) either out of business or reduce their labor force. Just let the free market operate. Socialism doesn't work JCal.","author":"@triptepper","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"2fe388f6-b0df-4678-bbe8-588f9f208805","source":"youtube","source_id":"Ugx2uGSaKC_CUntvfvl4AaABAg","content_type":"comment","title":null,"body_preview":"so why doesn't silicon valley start buying publicity inall the right places. college campuses, pay students to attend seminars, send college professors on junkets to learn about AI, tic toc, facebook.","author":"@geraldwagner9935","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"d909e677-2d0c-4ee3-9cfa-32c5edb5c853","source":"youtube","source_id":"Ugx-dLyauFkp-fOpSjB4AaABAg","content_type":"comment","title":null,"body_preview":"The guy with the glasses needs to get his own show, so he can talk without the others getting in the way of him talking.","author":"@mmaweekly","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"ea9964a6-b851-47c0-8e25-e2dc709064f3","source":"youtube","source_id":"UgzOD-p_hWv8RdHf53h4AaABAg","content_type":"comment","title":null,"body_preview":"So good, love these market episodes with Gavin Baker in it!!","author":"@michaelchen52","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"aa730896-b43b-43d8-a95a-6eab19b243db","source":"youtube","source_id":"kVzYGVJ8zUk","content_type":"post","title":"Anthropic's $2T IPO, Zuck's AI Manifesto, Nvidia's $500B AI Bet, Grok's Comeback","body_preview":"(0:00) Gavin Baker joins the show!\n(2:36) Anthropic IPO report: $2T valuation, $100B+ run rate, October listing\n(27:32) Zuck's AI manifesto: What it means for Meta and frontier AI\n(56:41) All-In Summi","author":"All-In Podcast","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kVzYGVJ8zUk"},{"id":"3e48b7cb-031e-43ca-921b-ce12a81147a8","source":"youtube","source_id":"UgwOR0pi-w5dpng7z3x4AaABAg","content_type":"comment","title":null,"body_preview":"Love you two. The segment on gay men and lesbians was terrific. We need more normalizing of people. You did a great job. Feeling a bit guilty of going to a bridal party at a drag show.however the quee","author":"@carolcrosby2177","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"13c5bc39-7181-4549-baec-1467115c58d8","source":"youtube","source_id":"UgxcWlOS7ddyD6X8M9d4AaABAg","content_type":"comment","title":null,"body_preview":"OK, someone needs to buy Bill some nice slippers or indoor shoes. There is no need to walk around in socks.","author":"@ElinaErlendsson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"a864457e-27c7-41cf-be4f-fe65482ef25a","source":"youtube","source_id":"Ugw0R4ELjyP1x0zueXp4AaABAg","content_type":"comment","title":null,"body_preview":"Notice of Alignment: The Transition to Empirical Mental Health\r\n\r\nTo: The Governing Bodies, Institutions, and Practitioners of the Psychiatric Branch of Medicine\r\nSubject: Formal Notice Regarding the ","author":"@JeffreyEdwardLong","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.8595950704225352,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"1bc8e790-51a1-425f-9df6-d6a10293af58","source":"youtube","source_id":"UgwP8GmKPJkJ2ek2_rF4AaABAg","content_type":"comment","title":null,"body_preview":"His need to glue his name on things is hilarious in its desperation 🤷‍♀️ Can we please appease him by putting his name on all airport catering trucks. 🥴 \nI am willing to put his name on all my bills..","author":"@KaTeP5366","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"a89f1194-2940-46f7-85d1-9cdf37e86941","source":"youtube","source_id":"UgwGTtxqiQM_1jMCoEt4AaABAg","content_type":"comment","title":null,"body_preview":"INS can do far more than just write a letter. There was a huge immigration raid back in the early 90s at the meat processing plant where I worked. So that was more than a decade before ICE even existe","author":"@mikemccormick6128","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"fe571aa2-ad31-4e40-b12e-e1bda2ecb1c2","source":"youtube","source_id":"UgyJ2nrT_iT1UifwxEZ4AaABAg","content_type":"comment","title":null,"body_preview":"Sara is the best, she's very smart, love you Sara!!\nLove you too, Tim!!","author":"@lauracohen4914","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"7ad5c600-853c-484e-ac8e-889657770922","source":"youtube","source_id":"Ugxb-ZwoZ2Rx3UgNgDl4AaABAg","content_type":"comment","title":null,"body_preview":"## A Notice to the World: The Transition to an Empirical Reality\r\n\r\n**To the Citizens of the United States and the People of the World,**\r\n\r\nFor millennia, humanity’s survival relied upon the architec","author":"@JeffreyEdwardLong","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","synthetic_empathy","uniform_paragraph_rhythm","absence_of_personality","hedge_stacking"],"bot_score":0.8595950704225352,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"a597e3c4-33a9-425c-89e9-b40b6692a781","source":"youtube","source_id":"UgxCC1VH05b2VECet7B4AaABAg","content_type":"comment","title":null,"body_preview":"one of my favorite ways to trigger republicans against trump is to show them obama's deportation numbers versus trump's. Hussein didn't need the gestapo or death camps in El Salvador to do it. It's ea","author":"@ronfoster6963","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"6e4304a8-ffa9-4b54-bf78-19cc864b1261","source":"youtube","source_id":"UgzXFN0rd2owwZedryt4AaABAg","content_type":"comment","title":null,"body_preview":"Tim quoting The Avett Brothers! I didn’t know I could love Tim Miller any more than I already did. #saylove","author":"@PeaceAndLove2525","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"c4649eb6-009c-4c61-adb5-65f0f950a844","source":"youtube","source_id":"UgxCMCX4WDXiOL7GBBx4AaABAg","content_type":"comment","title":null,"body_preview":"Can we get blue bunny ice cream to sponsor/donate to Poindexter's campaign?","author":"@CW-wm5yh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"2932868d-281c-4f5d-9fb5-b633101e9658","source":"youtube","source_id":"Ugx-ly561zpnVxMLT3V4AaABAg","content_type":"comment","title":null,"body_preview":"Mayor Pete! Get on Joe Rogan's podcast. He needs to be informed!","author":"@maryjanehalloran4193","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"548cca41-3c3d-4676-9b63-196a867dc159","source":"youtube","source_id":"UgwBsGZo9ELC1RRR_6B4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you , Sarah and Tim. I keep begging my representatives in DC to do something performative! What the hell is wrong with them?","author":"@maryjanehalloran4193","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"1b97ff38-acfe-4787-85c3-2ceaf5f4c132","source":"youtube","source_id":"Ugy08VCVitw_yG01NuJ4AaABAg","content_type":"comment","title":null,"body_preview":"So how about you just let him rename the whole damn country: Trumpia. the United States of Trump. Trumpland. Hey--why not the whole planet? The planet \"Trump\". Or the solar system: The Trumpar System.","author":"@megana.6491","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"dbbb864c-8286-4e2c-aa13-8a9a35232a6a","source":"youtube","source_id":"UgyqSd9Dae6M-Hcm3Ud4AaABAg","content_type":"comment","title":null,"body_preview":"It was too long, but keeping kids on zoom was not about protecting kids.  It was about not killing teachers.","author":"@benguthrie49","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"5229aa99-ac08-4002-b317-fe37a6f4da38","source":"youtube","source_id":"UgxXU3XLibQKYej9K814AaABAg","content_type":"comment","title":null,"body_preview":"Students weren't going to school for a very good reason Tim..there was a raging pandemic killing millions. Quick story....\nIn my area of the world 1 school decided to continue with regular classes. (A","author":"@JaBev","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"2c790207-b3a1-4b5b-ae4f-91fca5bcef9a","source":"youtube","source_id":"Ugw5A1QUgmV2UaZ6wwd4AaABAg","content_type":"comment","title":null,"body_preview":"It was not trump economy. It was Obama economy that he was ridding on a high note ..","author":"@Donaldson7185","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"e49d25d9-8e70-4573-8aad-25ab3a3c3b0a","source":"youtube","source_id":"UgzXnn5d5tuyBmN2gPR4AaABAg","content_type":"comment","title":null,"body_preview":"@13:00  is it the left infighting? Or is it the fact that we all know that pinpointing a republican as a rapist, pedo, abuser, etc. won't do anything. In fact it won't just be negligible, there's a go","author":"@david.hannah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"c9a863a6-1976-4a1c-9916-b1d424eb4c72","source":"youtube","source_id":"Ugz7YetHw3L5kkrFlcJ4AaABAg","content_type":"comment","title":null,"body_preview":"Healthcare and public education are things which should be outside of normal capitalist business. Normal economy still functions the same I can’t understand why people think it’s giving in to a diabol","author":"@LiBe0104","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"17471d78-2e54-4ac0-a531-516ff4155319","source":"youtube","source_id":"Ugz03ukYJj0w0Ijr-Et4AaABAg","content_type":"comment","title":null,"body_preview":"Rogan continues to keep giving the deer in headlights look with every Trump/GOP scandal with just meekly asking \"Who's telling him [Trump] that this is a good idea?\" He needs to be asking himself \"Who","author":"@halbouma6720","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"0c4ff51b-5a59-47d1-8a34-31b468e40801","source":"youtube","source_id":"UgzJmEKbdGylJ6-yH694AaABAg","content_type":"comment","title":null,"body_preview":"Rogan is way overrated as a person and thinker… Just like Trump, he has identified an audience that he feels is easily influenced and manipulated! Without his following he isn’t really that important ","author":"@alonzobishop3671","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"1a02845b-3f49-4f6c-b606-f291a774730e","source":"youtube","source_id":"UgzIdOSIVD5xL5C2NH94AaABAg","content_type":"comment","title":null,"body_preview":"26:41 Jesus christ, can you please stop calling them free grocery stores before you have to correct yourself! Sarah even one time claimed that he was going to nationalize grocery stores! 🙄 Is there th","author":"@cheretodd9949","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"e644772d-a0c4-49aa-85eb-865bb866e903","source":"youtube","source_id":"UgwSjdP44qUL_SwaiDh4AaABAg","content_type":"comment","title":null,"body_preview":"Luke, Heather Cox Richardson, an historian with a YouTube channel, explains what happens in current politics into an historical context. She makes a lot of references. So you can know what to explore ","author":"@heidi.a.thomson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","specific_reference"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"2c3b02e1-a01f-4014-ad51-971921483560","source":"youtube","source_id":"gLqJPsxlr9o","content_type":"post","title":"Joe Rogan Keeps Finding Out Trump Is a Terrible President (w/ Sarah Longwell) | Bulwark Daily","body_preview":"When Graham Platner’s campaign was imploding, Republicans made sure to hang him around every Democrat's neck. Now, Democrats need to make Republicans own Rep. Max Miller, the alleged violent domestic ","author":"The Bulwark","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","cultural_references","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gLqJPsxlr9o"},{"id":"c3bae615-5868-425e-8111-3019462b4a7c","source":"youtube","source_id":"Ugw7zW5mtU59INNi1Yh4AaABAg","content_type":"comment","title":null,"body_preview":"THERE IS A PSYCHIC IN ARIZONA WHO PREDICTED PILORTS BEING CAPTURED \nJOSEPH TITTEL","author":"@lovly2cu725","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","potential_personal_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"83ffeca8-99f0-4554-918d-a6c78337420d","source":"youtube","source_id":"UgyLgXerx2Ur2YjhSsl4AaABAg","content_type":"comment","title":null,"body_preview":"Sorry, but Trump does not care about the people of Iran… and if he did care it would only be because of what HE can gain from it","author":"@heathersnook9319","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"64182535-3886-4daf-8048-2d84ee9cf236","source":"youtube","source_id":"Ugwrl5tHZLgN3zQEF0x4AaABAg","content_type":"comment","title":null,"body_preview":"whose line of bull shit will you believe, TRUMP SAID IRGC had no air force, no planes, now three pilots are captured, pilots of what??\nhahahahaha, S.,A. and Israel have to strike IRGC regional malitia","author":"@icecold927","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 Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"c56bc96d-0145-4c09-84e6-cf437241486c","source":"youtube","source_id":"UgyuCr8RtXads1Pyo2x4AaABAg","content_type":"comment","title":null,"body_preview":"I do not see any of the human rights organisation and women right organisations protesting in the streets against the IRGC for what they are doing to the people.. HYPOCRISTS 😈","author":"@Sv-Coach409","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"93badeb9-749e-4ae6-9f83-3363f783fe78","source":"youtube","source_id":"UgxtnU5U1R96AbJRfeN4AaABAg","content_type":"comment","title":null,"body_preview":"Carolina Reaper Pepper 🌶️ torture.  1.6 million Scoville units pepper juice drops 💧into their eyes until they spill the beans 🫘🫛","author":"@nanoparticle5988","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"b0737055-46fb-47ca-9270-aca125ced47b","source":"youtube","source_id":"Ugzq67wGza1uV4_3ZBR4AaABAg","content_type":"comment","title":null,"body_preview":"Do not let them live. Courtmarshalle now in front f TV","author":"@paulb9412","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"dabb785c-4642-4bc5-a5ba-dfcfcb7cafe3","source":"youtube","source_id":"UgzFmfo-Bm5YCz-4qgZ4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you from South Africa ee love watching you and wishing you everything that is beautiful and wonderful in America Stay safe and I pray that the people in America wake up and listen to you 🙏❤️🇺🇸","author":"@altharadford6387","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"3ac9effe-9bee-494b-952a-9d29f6b13746","source":"youtube","source_id":"UgwcmWghBlJK-9s_UPB4AaABAg","content_type":"comment","title":null,"body_preview":"He makes wars cease to the ends of the earth; he breaks the bow and shatters the spear, he burns the shields with fire.\n\n\"Be still, and know that I am God; I will be exalted among the nations, I will ","author":"@2190MBS","classification":"human_created","confidence":0.7,"indicators":["quote_from_religious_text","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"be79d528-7956-4e74-b51b-432f273bdafd","source":"youtube","source_id":"UgygER6N0njt_Waslo54AaABAg","content_type":"comment","title":null,"body_preview":"I really, really want to see all those Islamic Fascist weirdos from IRGC taken to smithereens for all the crimes \nagainst humanity that they are committing in Iran against the Iranian people....!!!!","author":"@lmwlmw4468","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"38b158ee-b97e-4550-b635-8b6243746d2d","source":"youtube","source_id":"Ugwk5_kmeRgaTAJ3sRp4AaABAg","content_type":"comment","title":null,"body_preview":"The fake news comes from wokites,leftwingers, and islamists.😮","author":"@duncanbradshaw8993","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"a85acacc-bb0b-4e4a-9d35-f654a7ce963c","source":"youtube","source_id":"UgwG0rhzZdKb7RIsDUl4AaABAg","content_type":"comment","title":null,"body_preview":"After Qatar was attacked by Iran, you would think that these criminal pilots would be jailed in Qatar.","author":"@ChristianBattlement","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","false_premise_or_historical_inaccuracy"],"bot_score":0.4305555555555555,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"339c245b-1aa4-49a9-a9ce-0dbe5fc073cc","source":"youtube","source_id":"UgwB7THWWtzcNkixmIB4AaABAg","content_type":"comment","title":null,"body_preview":"About time the Saudis stepped up and destroyed the Houthies. The Houthies will never be the friends of the Saudis.","author":"@ChristianBattlement","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency"],"bot_score":0.4305555555555555,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"7db9d3d7-10f7-4231-9d32-6deb97224f65","source":"youtube","source_id":"UgzBrA1qp0QA3WRPmrp4AaABAg","content_type":"comment","title":null,"body_preview":"Im amerocan, i grew up in the 90s and the old toyotas woth the 22Re 4 cylinders were best trucks ever built. There like a light weight hummer. Lol. And they will go anywhere and cheapn9n gas dependabl","author":"@TheDirtracingboy31","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"a7b5c9de-8bb5-45e1-a5b6-3752f0d9a7db","source":"youtube","source_id":"UgxDJ8_4NspyKqaqtAl4AaABAg","content_type":"comment","title":null,"body_preview":"Too bad they arent in a Hamas terror tunnel where those creeps drug innocent Israelis. Thats what they deserve.","author":"@reneeolson4881","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"89ed5573-898d-4785-9410-40004cef5ad6","source":"youtube","source_id":"UgxdEO7gE6o2wWcS0Fp4AaABAg","content_type":"comment","title":null,"body_preview":"No country or ideology has less room to complain about “hostage taking” of Iranian pilots  by the west than Iran’s Islamic regime.","author":"@astronorthwet636","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"89584adf-215b-4728-94f5-ad9caa2ad5a7","source":"youtube","source_id":"UgyGbTZUoiF61IoYH3t4AaABAg","content_type":"comment","title":null,"body_preview":"\"You asked for it, you got it - Toyota!\" ‏‪18:50‬‏","author":"@user-tali_mood","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"ebbeafc7-e425-4e92-8289-8b6f042be5d6","source":"youtube","source_id":"UgyTnOmhUOHRDpu7-Z54AaABAg","content_type":"comment","title":null,"body_preview":"To the actual Americans on this comment section. \nWhy has our President decided to waste time on things that are happening in other countries? \nThis makes me sick as a Trump voter. Enough is enough. W","author":"@____K_____989","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"a7ff8fb4-1ca1-4d12-a1ce-146b312c3e73","source":"youtube","source_id":"Ugyddxy7EGLvJfJZ2LN4AaABAg","content_type":"comment","title":null,"body_preview":"There are Christian people who have been studying about the Koran and Muslim history and has discovered astounding facts. Have these people make a multiple  choice test in Arabic and administer to Hou","author":"@RandomMoves923","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"cdaba024-df4f-44ef-b02d-aa83d9a2c630","source":"youtube","source_id":"UgxBq8jVXFibOU33WNl4AaABAg","content_type":"comment","title":null,"body_preview":"oh boy terrorist lying again about destroying hundreds of Saudis' military 🤣🤣🤣","author":"@jj3783-y7i","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"20908be5-95f4-4fe4-b0b4-5346fbea8ce6","source":"youtube","source_id":"cr8Nsco3OSg","content_type":"post","title":"LIVE: Three Iranian Pilots CAPTURED - Israel & Saudi Strike IRGC Regional Militia","body_preview":"🔴 Use promo code SA50 to get 50% off Tousi TV+ Annual Memberships: https://offers.tousi.tv/\n\n🛒 Want to work for Tousi TV? Look at our careers page: https://tousi.tv/careers\n\n📲 Download Tousi TV app — ","author":"Tousi TV","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","missing_platform_voice"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cr8Nsco3OSg"},{"id":"0f44c113-61aa-4f88-8c2a-82ba7439c324","source":"youtube","source_id":"UgxhuBEsr-SDSpIoR0V4AaABAg","content_type":"comment","title":null,"body_preview":"They may not be \"sending the best\" ...but they are sending their brightest....🥴🥴🫣🫣","author":"@AndrewJepson-sn3yg","classification":"human_created","confidence":0.7,"indicators":["emojis_used_naturally","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"1136ed7a-45c8-46fb-901f-2d714e729b89","source":"youtube","source_id":"UgzKW6uf76aWfIFE4Hx4AaABAg","content_type":"comment","title":null,"body_preview":"More stupid marxists they keep getting dumber and dumber. Love you Rita.","author":"@blackflag-o5l","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"f0caa2a7-0e93-4e59-830d-f0d237a46add","source":"youtube","source_id":"UgytDpedcvkiaLZ45Fh4AaABAg","content_type":"comment","title":null,"body_preview":"Scarborough does not have to blaspheme God to switch his position, which he constantly advocates for, on Dumbucrats.  He and his bobblehead wife Mika are pathetic.  This is the guy who told us over an","author":"@RITAVILA-f6l","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"28a01aa3-aa19-4a90-b20b-18541054185d","source":"youtube","source_id":"UgwfjGnYWRrfQIA4fop4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine being named after a failed mayonnaise-based condiment and then thinking your opinion on race matters. Better luck next time, dijonnaise.","author":"@davidbaker2626","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"49fc1d16-d9c4-4cf9-a2d1-b47563ba9570","source":"youtube","source_id":"UgyYm8X1Kz4Plaf3JkJ4AaABAg","content_type":"comment","title":null,"body_preview":"Dijonai is losing endorsements while Sophie is making bank because she knows sponsors expect her to behave like a civilized adult.","author":"@dcnative1618","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"80e4d83b-ab84-4400-8ce5-dd1aa59df92a","source":"youtube","source_id":"UgzGSbh4sWXw7FAS3dJ4AaABAg","content_type":"comment","title":null,"body_preview":"take away her BIG MACS AND WHOPPERS AND SHE FLoLDS LIKE A WET BURRTIO!!!!LOL","author":"@waitaminute643","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"00224a42-ea0f-4692-a1b0-bd25776d3f5e","source":"youtube","source_id":"Ugz4epxhkwgoADXpPn94AaABAg","content_type":"comment","title":null,"body_preview":"But who's going to inform me about bananas and rice?","author":"@diggzee","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"7243bb7b-b05e-4864-bd17-0c2ffc6973b5","source":"youtube","source_id":"Ugy4PbHdj3QdQhkmUgx4AaABAg","content_type":"comment","title":null,"body_preview":"Who would have thought that prosecuting israel's war against Iran would cause problems for POTUS? Did not see that coming...","author":"@davidbaker2626","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"49e92e71-33d6-4843-a399-5930a541982c","source":"youtube","source_id":"UgwRMpaDNR76OzFQ3ap4AaABAg","content_type":"comment","title":null,"body_preview":"18:08\n\nUh oh uh oh uh oh uh oh here comes the hammer.","author":"@bernielomax4702","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"2aa1a28a-738b-40ff-b56d-a6d0926acf60","source":"youtube","source_id":"UgxjWsaCoP8pDzIc2nt4AaABAg","content_type":"comment","title":null,"body_preview":"I think cart and truck are different . These people are so toxic , telling lies after lies night after night and they don’t even blush .","author":"@margaretfrazier181","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","missing_platform_voice"],"bot_score":0.5956043956043955,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"8b1f4434-1bff-42d0-aa3d-e05d0464a504","source":"youtube","source_id":"UgyKOGfznuw7mCJq0VN4AaABAg","content_type":"comment","title":null,"body_preview":"F_CK  all you Churro, Bananas, Oreos, cannolis, and cream puffs","author":"@jrw3-b3m","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7waouBBbdeY"},{"id":"3149cc57-6aaf-41c4-81d7-e070a358ec3f","source":"youtube","source_id":"UgzRHJ7Tn6eWJ7KgeZp4AaABAg","content_type":"comment","title":null,"body_preview":"Such an icon of blonde blackness! 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Either that or in denial. I think we all saw this coming before this report. You can't tell me they didn't see it.","author":"@dawnasereneskies5713","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"e8a0314a-b650-4faa-be93-9fdf2412317e","source":"youtube","source_id":"UgyMOm5W-H42X5c4W-l4AaABAg","content_type":"comment","title":null,"body_preview":"It's not just DOGE's failure. The Republicans in Congress VOTED FOR this with their One Big Bullsh*t Bill, and those who didn't directly vote for it, like Ron DeSantis, supported it. Now they're surpr","author":"@terrycohen4448","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","specific_accusations"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"e40f9b48-ae62-4ca1-b965-ce93dbbc6bcf","source":"youtube","source_id":"UgwJcLBMGu6ospUAMkF4AaABAg","content_type":"comment","title":null,"body_preview":"This is what happens whenever Republicans Run the Country. They've never left office without a deficit, and Americans in hardship. This country is on life support and Republicans are out there campaig","author":"@aprilgordon-harris","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"8cea02f5-27b1-49e6-baec-a565ded3afd8","source":"youtube","source_id":"UgwwgL_s0WRe1qhW7zt4AaABAg","content_type":"comment","title":null,"body_preview":"When the government is ineffective it's a lot more expensive","author":"@MartyPytell","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"42d24406-ceb9-423c-89df-19117c1140ea","source":"youtube","source_id":"UgwgOkVpwi7ZN1rcA0x4AaABAg","content_type":"comment","title":null,"body_preview":"HOPING THEY IMPLODE MORE QUICKLY. Because they destroy US/us.","author":"@kimberlyswanson9988","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"2e6ab3b6-1489-444b-b9a2-c08d8fc2f443","source":"youtube","source_id":"Ugx99sXkhvsgRe4UvP14AaABAg","content_type":"comment","title":null,"body_preview":"This is what they voted for. Racism and white supremacy is expensive","author":"@danielkirksey2273","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"40ece399-62d3-491f-8a5a-92a5eb42a251","source":"youtube","source_id":"UgyNB_d_IwS2cG0StQx4AaABAg","content_type":"comment","title":null,"body_preview":"That’s exactly why the zionist people put the most corrupt pedophile person in power so h is the only corrupt person who can destroy the American people!!! Remember all he is a Israel Russian spy!!! A","author":"@OlebahcOgima","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"d00a3784-39af-44fe-a278-855201c66826","source":"youtube","source_id":"Ugyr2zpm9g1h_ZfWU_t4AaABAg","content_type":"comment","title":null,"body_preview":"He is stealing our country blind along with his loyalist cronies!! Yet not one of them can find their spine to impeach and convict him. Not that his replacement and SCOTUS would stop the grift of the ","author":"@chrisfoley4238","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"a0a74ff5-1e0c-416f-899f-4440b5878516","source":"youtube","source_id":"UgxPWBG4jY01jyh75N14AaABAg","content_type":"comment","title":null,"body_preview":"About 1 trillion + every 100 days and its excelerating.","author":"@paulsims9155","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"6e4790c5-c8de-40f2-bd37-ae91e257e32b","source":"youtube","source_id":"Ugzz7HP6QvRe7CMun194AaABAg","content_type":"comment","title":null,"body_preview":"Republicans aren't going to do anything about it so why complain??? 🤷🏽","author":"@graciehamilton6508","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"4e5299db-d57b-4eae-82fd-cfa6a5edc221","source":"youtube","source_id":"UgxgQ66X0GWxcveKhCx4AaABAg","content_type":"comment","title":null,"body_preview":"It's all part of the self-destructing effect of fascism. The U.S. Fourth Reich regime is crumbling to dust to blow away in the wind. So be it.","author":"@yungsmile7546","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"944c4119-2f44-498a-9dfc-6611d22fde53","source":"youtube","source_id":"UgytSvMIGbhM5GSAPUR4AaABAg","content_type":"comment","title":null,"body_preview":"We, the people, need to go on STRIKE!!  STOP PAYING TAXES.  REFUSE TO PAY EVEN 5 CENTS MORE. FOR A CANDY BAR!!  NO !!!  REFUSE!!  MONEY TALKS, BULLSHIT WALKS!!!!!!👹👹🤬😠🤬😠😡😊","author":"@teresayendrey2338","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"583d449f-e323-460b-a853-f2d91fb24974","source":"youtube","source_id":"Ugx4COEDMGEYXcr6ISN4AaABAg","content_type":"comment","title":null,"body_preview":"WORSE!!!!!! DOGE FOUND VERY LITTLE FRAUD, ETC. THEY LIED ABOUT IT ALL!!!!! 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Great job MAGA","author":"@suzirussell9012","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"05770f3e-5766-458d-bfed-ff1cdbc5cc29","source":"youtube","source_id":"UgwAvoyxPvgyyn6RnyR4AaABAg","content_type":"comment","title":null,"body_preview":"We can all Buy American Last! Don't support the 4.2% of the world's population who create 42% of the world's problems. Save the rest of the planet from Americans and their $40 trillion national debt.","author":"@neale3871","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"408a5274-bed4-4eb9-9d7d-283533d37c56","source":"youtube","source_id":"UgxDta3Q9s-xcEWihuN4AaABAg","content_type":"comment","title":null,"body_preview":"Conservatives don’t spent hundreds of billions willy nilly!  This is a virus that has taken hold and demented Republicans especially since BIDEN had resolved Trump 1.","author":"@joekubitschek714","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"c1744543-cbce-4a91-974d-541fdb7e04f2","source":"youtube","source_id":"UgyRQ_4Fr6jrD-91_Zp4AaABAg","content_type":"comment","title":null,"body_preview":"We need to come together and overcome this. This is looking more and more like the conditions that led up to the Great Depression.","author":"@SebastianXavier-x3q","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"e601f851-dffb-4a1a-bf39-4cdbbbf3ca58","source":"youtube","source_id":"UgypzAObvgEFOMTiHy14AaABAg","content_type":"comment","title":null,"body_preview":"Better not steal it from the Social security to balance that budget😡","author":"@virginiaschull9352","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"019b265c-67e2-4831-bb96-403aae3af2e1","source":"youtube","source_id":"Ugwz6sxV38dLMuAI-ql4AaABAg","content_type":"comment","title":null,"body_preview":"What did they think would happen?!?? Spineless creeps!","author":"@kristinlee4392","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"b73d10e8-bc1e-46be-90b2-aadd73548887","source":"youtube","source_id":"Ugx2VHS0NJc0xanWdtl4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans have never been about fiscal responsibility","author":"@Modmans_2nd_coming","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"6623875a-2ca2-4aa8-8488-913eb2b95c9e","source":"youtube","source_id":"UgxijrUpVxmsHUjJduR4AaABAg","content_type":"comment","title":null,"body_preview":"HE is bankrupting America and the citizens are suffering for it! Democrats did not want to build a ballroom and spread gold statues around the country or tariff the world!","author":"@marymoebius9502","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7g_1L__xCls"},{"id":"c4562e35-a8bb-4e06-83d8-8c2638fbd6ad","source":"youtube","source_id":"UgwKV_qRrVmb_efwwfB4AaABAg","content_type":"comment","title":null,"body_preview":"Once he said on camera that he wasn't driving, shouldn't he have also been cited for failure to maintain control of the vehicle?","author":"@markhuegerich","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"b0b7a3a8-67f7-458c-bede-ebfa65e29dd1","source":"youtube","source_id":"UgxrvBwFZaTz1AAwlLt4AaABAg","content_type":"comment","title":null,"body_preview":"These are the people you’re creating this tech for.","author":"@ocha-time","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"6858de02-7f2b-4e97-b7c9-9d80853241b9","source":"youtube","source_id":"UgxdNvKN57_WPv91q0B4AaABAg","content_type":"comment","title":null,"body_preview":"The cars license is on the back of the car officer.","author":"@J.Cronin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"71491ca5-72fd-4448-a014-aeaf85577ec1","source":"youtube","source_id":"UgyS4gDADtW4h3VXNbZ4AaABAg","content_type":"comment","title":null,"body_preview":"Illegal immigrant needs to learn responsibility.\nStrait to the chair","author":"@Infinite_Mortis","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"e507e3bb-5ed6-4938-901b-8282fe927af7","source":"youtube","source_id":"UgxwitSlGXjt_kkHnnF4AaABAg","content_type":"comment","title":null,"body_preview":"What if a waymo was speeding? Also, the debate happens in court, not on the side the road.","author":"@jasonj3843","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"3655f969-dc73-49aa-9050-4ad5090068b3","source":"youtube","source_id":"UgziBCPXt3Jkypa0HAN4AaABAg","content_type":"comment","title":null,"body_preview":"Dumb azz: “I wasn’t driving”\n Officer: Yeah but you set the speed limit in the car, you think im stupid?","author":"@tonydade305","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"6db22743-d8a9-4579-a607-86de7a1edc1b","source":"youtube","source_id":"UgxueW9PVOxpVLIoZuJ4AaABAg","content_type":"comment","title":null,"body_preview":"That car can’t pay the court 🤣 they’ll never let that go","author":"@Urbangreenly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"5d290563-4800-4ddd-8d06-1794e5580f1d","source":"youtube","source_id":"UgwPxpPlW8IYjtz1ZmN4AaABAg","content_type":"comment","title":null,"body_preview":"“I’m a good citizen”, I believe him, he acting just like an entitled Ken, he assimilated well 🤣","author":"@tonydade305","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"79f846cc-fea8-47ac-bace-d9a466c36394","source":"youtube","source_id":"UgwvbaeniyfIJTY95Ih4AaABAg","content_type":"comment","title":null,"body_preview":"Should’ve said fine the car is being arrested so it’s going to be towed. Step out and call an uber","author":"@steve-o5793","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"8a84660f-e1b8-4963-92ff-4c317053232f","source":"youtube","source_id":"UgzdzlrPWlNVkRfn2oZ4AaABAg","content_type":"comment","title":null,"body_preview":"The speed will still show if in self driving, you have the responsibility to make sure you are still going the speed limit no matter what","author":"@jjthatsme5065","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"603fb407-7fc6-4ebd-a75b-dc91a402d3f3","source":"youtube","source_id":"UgwbsQnZwmf1Lc3WrRh4AaABAg","content_type":"comment","title":null,"body_preview":"The car should kick him out of the car LOL I know this sounds kind of weird","author":"@cindykaufinger1642","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.6586080586080585,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"942a1e50-df75-4a0a-a4fd-b3b4a1543672","source":"youtube","source_id":"Ugyu5MB9jST37zXrbr54AaABAg","content_type":"comment","title":null,"body_preview":"So, there was snatching out of the car, no gun pull and shot because they feared for their lives? hm I wonder why 🤔🤔🤔🤔","author":"@lauratatum165","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"ba3c8152-8cdd-43d9-ad98-28e7506645d4","source":"youtube","source_id":"Ugx0gItSJ9I4enVvxBR4AaABAg","content_type":"comment","title":null,"body_preview":"the ticket is a larger issue, if cars start driving without drivers who's at fault.","author":"@IAmJay-Byrd","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"eb69f32e-1840-4a61-95f8-1e216c8b5ab3","source":"youtube","source_id":"UgzbNpTIA4H2WGRh1W14AaABAg","content_type":"comment","title":null,"body_preview":"Thats like \"pew pewing\" (🤦‍♀️) someone and expecting the cop to arrest the gun. If I was his wife I would be embarrassed bc obviously this \"man\" takes no responsibility in his life. And he honestly so","author":"@AC-and-AC91926","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"677d8326-c1f3-47a8-a143-96373a2edb31","source":"youtube","source_id":"Ugzouxc_jL77_wpSrGd4AaABAg","content_type":"comment","title":null,"body_preview":"Even if the car was driving itself, you are supposed to be aware of what’s going on and I believe you yourself have to set the speed higher also you can see how fast you are going","author":"@dementedcope9398","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"ab02bbe1-2cec-4739-9017-39c6ce807454","source":"youtube","source_id":"UgwAbEB-lMQGKp64m1V4AaABAg","content_type":"comment","title":null,"body_preview":"He’s in the same group of people who believe they were not driving they were traveling","author":"@nickandnicksconstructionti9508","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"8362693b-914c-414a-93ed-45399eb5c4da","source":"youtube","source_id":"UgzPo8wr2Z3IeGlOwjh4AaABAg","content_type":"comment","title":null,"body_preview":"The only things online I have laughed harder at are Key and Peele and the whitest kids you know. This was a top-tier comedy sketch. For me anyways.","author":"@AnotherZenThought","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"6431e4e1-04e8-4bf5-91a4-9dd4dab52eec","source":"youtube","source_id":"UgzwN9bPhspQZ6wLOBt4AaABAg","content_type":"comment","title":null,"body_preview":"We've reach the age of time where people blame robots","author":"@SleepyDogg","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"f6233078-c3b6-4050-9697-ad5d33839cf3","source":"youtube","source_id":"UgwdlmHCr3t3GLsy6ch4AaABAg","content_type":"comment","title":null,"body_preview":"That's like saying I'm not the one speeding when I let my car coast down a hill and it goes above the speed limit. 😂","author":"@slate2720","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"99932e5f-4343-420f-9175-df52afc9a750","source":"youtube","source_id":"UgwEAwQkkkMdKuBdZNp4AaABAg","content_type":"comment","title":null,"body_preview":"AND military members realize they are on the path of WW3.","author":"@w41duvernay","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"de501b7d-3764-4923-aeb5-0a4b849e7953","source":"youtube","source_id":"UgzMzcCfLg3aRRjlFZt4AaABAg","content_type":"comment","title":null,"body_preview":"YEP. God help our sailors on the USS Abraham Lincoln. Amen","author":"@BettyBeck-j2b","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"262b6817-12b5-451f-803e-3565ca9fa523","source":"youtube","source_id":"UgxyOtKkax2asiYx5y14AaABAg","content_type":"comment","title":null,"body_preview":"And Russia is now using North-Korea provided Ballistic missiles to try burning Kyiv to the ground. They are destroying the country’s ancient buildings and artifacts, along with the destruction of civi","author":"@lollywinston2204","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"c9cf26b1-c27c-4c7d-b1cf-dca3714bd372","source":"youtube","source_id":"UgxYWdfFJoHS07gs-DJ4AaABAg","content_type":"comment","title":null,"body_preview":"American people need to get off the sideline and get into the game. If we have war fighters committing suicide on an aircraft carrier, we need to send those military personnel support and care package","author":"@kennethyoung8247","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"97c2d04f-c1fd-4561-963f-16f7eaba82b6","source":"youtube","source_id":"UgzJQXe9iHCpJUOwxp14AaABAg","content_type":"comment","title":null,"body_preview":"That Ivanka look alike thought she was Special, she was Wrong!! Lock her up!! Release the Full epstein/tRump Files!!","author":"@trishr6957","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"bcb46fb8-5fd7-4c70-a52b-5ba4977108e0","source":"youtube","source_id":"UgydZYbjXqPsr-atgoB4AaABAg","content_type":"comment","title":null,"body_preview":"FAFO. Thanks to KKKaroline for her Propaganda War Effort against Our Country!!","author":"@jscampbellatjscimages7605","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"1aa3e4af-f918-4b4f-9adb-b18ca6b149e0","source":"youtube","source_id":"Ugz-Savl6UbBGLJh8vN4AaABAg","content_type":"comment","title":null,"body_preview":"She’s not leaving for that. She’s leaving because Trump left her on a decoy plane","author":"@Marinebiologists791","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"51f8ef0c-7602-4494-b993-e5c6cca60e37","source":"youtube","source_id":"UgxQqvyiWQSlGpl9IjV4AaABAg","content_type":"comment","title":null,"body_preview":"Karoline Leavitt doesn't give a sh!t about our military members. The only thing you need to know about Karoline is that once she realized that she too was expendable that is when she decided to walk. ","author":"@kikibalser","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"fab0cb67-8dc4-4460-a830-c38992a14f72","source":"youtube","source_id":"UgwdsG6qM92AAZ_PHqR4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t think the government is going to let them come home. They will tell all their stories.","author":"@Loud-green","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"b492b43b-c91c-421d-9f7a-f7f257fd2e11","source":"youtube","source_id":"UgwOn0LJeUjRwFTezjt4AaABAg","content_type":"comment","title":null,"body_preview":"This is false information. They arent considering suicide due to being used as a tool but due to poor living conditions, exhaustion, and being deployed for too long. The part about feeling like a pawn","author":"@AdhdLifeWithLeslie","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 Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"fb1e0a4b-a23a-404b-9d4a-9a6405ca5f53","source":"youtube","source_id":"Ugy-ZUqFJZY3lJgttm54AaABAg","content_type":"comment","title":null,"body_preview":"No one gives a hoot about her leaving. She is a younger version of the great white whale in the WH who spouts lies like a Gatling gun.","author":"@boomerbebe","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"1caa3950-7027-451e-90de-0b8a7d8c1b93","source":"youtube","source_id":"UgzDLW87f7Da3Hwc7wB4AaABAg","content_type":"comment","title":null,"body_preview":"How is Caroline L. leaving connected to poor moral in the military? U lost me.","author":"@janlundberg5924","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"30af20d6-368a-4e7f-a6d5-fbc22ceee372","source":"youtube","source_id":"Ugw0jjxpmAYhNDo_leN4AaABAg","content_type":"comment","title":null,"body_preview":"I hope and pray they all get whats coming to thrm! Karma!","author":"@Peace_Love_Kindness","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"dc51a354-746b-4622-a00f-93525ac853a1","source":"youtube","source_id":"UgxUt95RPuUua8U3oGx4AaABAg","content_type":"comment","title":null,"body_preview":"Why do you think she would care?  She lies every day she speaks to the press.","author":"@MargieBrooks-k2j","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"0b33100e-20c8-484d-ba82-efd234bacc73","source":"youtube","source_id":"UgzRMNg7vm27N-GJN9l4AaABAg","content_type":"comment","title":null,"body_preview":"Caroline married a man 33 years plus her senior, he gave her two kids. And then she was babysitting Trump?","author":"@JD76912","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"730f3618-47a9-4c26-a2f8-cebc55fa4ef2","source":"youtube","source_id":"UgyqEP0X7nkcRmd2dvJ4AaABAg","content_type":"comment","title":null,"body_preview":"Once these Sailors returned to their families the Navy will have a huge recruitment problem in their hands…","author":"@CarlosFlores-mp6xg","classification":"uncertain","confidence":0.5,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"b766bdc7-7030-45b9-811d-05923f2cc6a2","source":"youtube","source_id":"UgzQ1jo1-eCsCccb_dt4AaABAg","content_type":"comment","title":null,"body_preview":"Pete Hegseth killed a lot of fishermen for nothing.","author":"@gplito","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"df902a9e-a056-46a0-8dbe-89d731955b2a","source":"youtube","source_id":"Ugxl30oY4468xvT_ixZ4AaABAg","content_type":"comment","title":null,"body_preview":"She realized he would have left her on that plane too, just like he did Stephen Miller, while he escaped in the catering truck.","author":"@emilyj.2815","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"d3bffe2f-2623-48f1-8900-ad994ff3b1b0","source":"youtube","source_id":"UgynYjIK-w033I4Hzkp4AaABAg","content_type":"comment","title":null,"body_preview":"BS - the majority are good soldiers doing their jobs, the few DEI's are causing the problems","author":"@rockpadstudios","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"17d13a00-e54a-49a9-8fd2-02d9298ebc6d","source":"youtube","source_id":"UgwlblJDYJoEiDR6gIt4AaABAg","content_type":"comment","title":null,"body_preview":"They should sign that NDA with Abraham's signature. All of them.","author":"@robmead8492","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"06e5e00e-c84f-4ff9-b041-b0597deaca2c","source":"youtube","source_id":"Ugz_NvFL-KfQ8qQLyZJ4AaABAg","content_type":"comment","title":null,"body_preview":"tRump does not give a damn about the US citizens. He only cares about himself and his money. The orange felon is doing the bidding of the \"Christian (boy is that a stretch) Nationalists\" like Alito, G","author":"@umatr2me656","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"0ccf6c6d-9fd4-4c09-bbff-4f3d4c072c5b","source":"youtube","source_id":"UgzTHUSHzNmrFDOmgOB4AaABAg","content_type":"comment","title":null,"body_preview":"She quit because she realized Trump didn’t give a crap about her by allowing her to stay in the Air Force One, knowing that  Iran  could have blow them up😢","author":"@MsTC867","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"300d7637-d0e4-4ff4-bf3f-073ef3d89cfe","source":"youtube","source_id":"XwaPZ4VMEs8","content_type":"post","title":"Nobody cares about Karoline Leavitt","body_preview":"#duet #politics #news #commentary #breakingnews\n\nDuet with: https://www.tiktok.com/@angrymalevet\n\nIf you have the means and want to support Hawk you can become a Channel Member:\nhttps://www.youtube.co","author":"Hawk's Podcasts / mdg650hawk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XwaPZ4VMEs8"},{"id":"1bebcfa3-ff61-4239-b645-86d7700054bc","source":"youtube","source_id":"UgzJ7YsRPlerkfUjYf14AaABAg","content_type":"comment","title":null,"body_preview":"34 click vs how man times mentioned by the US media, either left, center or right... This shouldn't fly","author":"@Whitewolfericb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"76780f35-4246-40c8-8a89-098480798248","source":"youtube","source_id":"Ugx0iRAkcSGyQebP1k54AaABAg","content_type":"comment","title":null,"body_preview":"Our BBC has tried to subpoena the Trump family to gain access to their finances....","author":"@the195111","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"94cc70f5-3973-4d17-9bac-4b9cff2897a6","source":"youtube","source_id":"UgyiVLlO8OrOwlqH9JN4AaABAg","content_type":"comment","title":null,"body_preview":"2:25 That is one click for each of the 34 felony counts Donald Trump was convicted of ... 😅","author":"@EricPaul007","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"05a45ca2-221b-4b0d-bdbf-6775764e79c5","source":"youtube","source_id":"Ugy8TxmslR-r_Kzw1dN4AaABAg","content_type":"comment","title":null,"body_preview":"If 34 clicks on a YouTube video of his own words is worth 10 billion, how do you guys get away with it😂","author":"@zurichuk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"4df23cb2-5cab-48d6-8fc4-c3bdf6c52391","source":"youtube","source_id":"UgwFFIKW88fvxk7IJrN4AaABAg","content_type":"comment","title":null,"body_preview":"BBC should sue Donald trump in London for 10 billion pounds  reputation damage","author":"@brucewilliams4152","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"d0e2981a-7012-432d-a4bf-412ca7dfdb9f","source":"youtube","source_id":"UgzVeZRY8hUTlYLWBd54AaABAg","content_type":"comment","title":null,"body_preview":"counter sue from the BBC for waist of time and fake law souites so they should beabel to cliam thier cost back from the ammount of money spent, that way he will pay-up of show paper work of fincal rec","author":"@robertcarruthers7337","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"9abf88d8-2732-4fba-a20a-b164e71b718b","source":"youtube","source_id":"Ugx_3sXyP7WFKgUmwUp4AaABAg","content_type":"comment","title":null,"body_preview":"I think his ankles are not swelling,its his diaper is full the shoes stop it so huge ankles","author":"@rickmctaggart4158","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 Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"1fd55e19-a17d-447b-892a-b80cbd656916","source":"youtube","source_id":"Ugy8cYWwH0h1Hc3xsB54AaABAg","content_type":"comment","title":null,"body_preview":"These defendants should personally countersue Donald Trump for all Lawyer fees, court costs and harassment","author":"@WLTK6899","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"6ec39fc9-81e0-430a-a73d-51875b8ef9bf","source":"youtube","source_id":"UgxxTZdrR3UiYCzjLw94AaABAg","content_type":"comment","title":null,"body_preview":"There's not a day goes by without Drumph trying to steal $Billions from everyone and anyone. I hope when he's eventually ousted his entire family and friends are arrested for RICO graft, theft, money ","author":"@roderickgreig111","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"11c5f9a6-9559-4805-b328-336d16bed3d1","source":"youtube","source_id":"UgwusZxGY-_eIaQR0994AaABAg","content_type":"comment","title":null,"body_preview":"Should have thrown the case out after he missed the deadline","author":"@jazzthebaker","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"e54f4c93-b1a3-4ad1-9c6b-3117eb834a0f","source":"youtube","source_id":"Ugz-PQ40yP1KAI9Iumx4AaABAg","content_type":"comment","title":null,"body_preview":"Can someone please enlighten me as to what reputation Trump has. It would appear that his reputation in the eyes of the rest of the world is in the gutter.","author":"@colrayou","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"d75a1441-f17e-40bc-830d-344e14ccbdc7","source":"youtube","source_id":"UgyUV5qLK0M0seWFE0Z4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is a career criminal. Crime is his \nbusiness.Trump’s \nneurological and mental illness are getting worse.He is also a malignant narcissist.Trump must be removed from office now.’\nWe need to save ","author":"@Catless711","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","missing_platform_voice"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"73cd0b48-bd75-43ee-9187-603d26600a47","source":"youtube","source_id":"UgzTpbwI4aRzXxhztpx4AaABAg","content_type":"comment","title":null,"body_preview":"Only 300 people in the usa saw the vid!, very few in florida, where the lawsuit is.","author":"@SheilaMitchell-w4h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"88b3e940-8500-4736-bc50-437daf8272d3","source":"youtube","source_id":"Ugy6dLiYHTNDyz0It254AaABAg","content_type":"comment","title":null,"body_preview":"Why are the courts allowing this nonsense, it makes a mockery of the US judicial system, deadlines pass but that's OK, it's DJ Trump, it's allowed.\nWhat would happen if BBC missed the deadlines? \nPay ","author":"@george-v8l4z","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"56de88ba-a4f2-4ae1-b3c2-73a863aeb774","source":"youtube","source_id":"Ugw8r3z-M2x--2sVieF4AaABAg","content_type":"comment","title":null,"body_preview":"TAGA!  \nTrump Always Gets Away!\nWhy are we allowing him to continue?  I KNOW!  What ELSE is new, right?  \nOne can hope and pray for the best, and put those phone calls into DC.  \nTHE PEOPLE NEED TO CA","author":"@JamieMurray-y6z","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 Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"b3a5c67d-366c-4c16-8356-f141c07e5617","source":"youtube","source_id":"UgyPRDdi2BQ92LwCkYF4AaABAg","content_type":"comment","title":null,"body_preview":"34 clicks? \n$10,000,000,000? \nThat's almost $300,000,000 PER CLICK! \nBonkers. Completely nonsensical.\nUK here.","author":"@ChrisDavies-r1v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"e815528b-35e0-4d8e-8a71-8d7dbca808fa","source":"youtube","source_id":"UgxImHX4OVYLNTEkht94AaABAg","content_type":"comment","title":null,"body_preview":"Trump's lawyers should be disbarred, they will make any trivial and frivolous litigation just to be vindictive, that is not justice it is persecution and harassment,\nBut never mind give us the money, ","author":"@george-v8l4z","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"ee1d6405-2ef6-41a6-bb14-1a69eef3b23c","source":"youtube","source_id":"UgwK-Y5HfyflpN42JTd4AaABAg","content_type":"comment","title":null,"body_preview":"Trump should be made to personally pay for every penny spent on these law suits. Both the people he's sued and the expenses of the government for frivolous prosecution and fined. Him pay personally no","author":"@paulagustafson5038","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"f638df27-c639-4a29-9e0c-afbd7dc435af","source":"youtube","source_id":"Ugy0pXt9YydHv37oR-V4AaABAg","content_type":"comment","title":null,"body_preview":"I pre-ordered WTF America!  From Modesto, California .","author":"@carolkristian1146","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"483929b2-de6a-48a3-9152-609d059e6dfd","source":"youtube","source_id":"Ugwgkfgt9e7EklYM-rZ4AaABAg","content_type":"comment","title":null,"body_preview":"Sooooo…\nThat’s $294 million per click.\nThat’s a lot of worth for reputational damage for those who clicked due to the YT algorithms.","author":"@AlBarzUK","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"4a42b6c8-6aa3-4d52-8657-939f7b21554a","source":"youtube","source_id":"UgwEw0KinaF7Knr6uUd4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is using the court to steal money 💰. Trump is also demanding 😰 special treatment.\nThis case should be thrown out. Enough is Enough. Trump should pay all legal and court costs out of his own mone","author":"@Catless711","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"c37bf715-cfa5-4a90-95ae-6a71909f7623","source":"youtube","source_id":"Ugwt_1J1N6QDxcKeYFV4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder how many job openings for catering truck drivers were advertised at the airport after his little magic disappearing act","author":"@DonnaHall-o2f","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 Aug 17 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"a15edc2e-347b-4338-b5a2-c7ea00f4ab38","source":"youtube","source_id":"MTjfrgKmlXs","content_type":"post","title":"🚨Trump $10 BILLION Amendment BACKFIRES INSTANTLY!!!","body_preview":"MeidasTouch host Ben Meiselas and Talking Feds host Harry Litman report on Donald Trump’s amended complaint in his $10 billion lawsuit backfiring.\n\nSubscribe: @TalkingFeds \n\nPre-order the new book fro","author":"MeidasTouch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","marketing_spam_or_seo_text","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MTjfrgKmlXs"},{"id":"5993f076-3042-4c6c-b3d3-6000091385ef","source":"youtube","source_id":"UgyMmKKlNc9_zQhDRBV4AaABAg","content_type":"comment","title":null,"body_preview":"She got a more important job, period, motherhood. More power to her! The only reason that the left cares is that she was a super smart, well spoken threat. I think she will be back!!! I hope so...","author":"@tomkenney-n9s","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"6018cee8-d8d2-41a4-ba3c-aed4cb6605a9","source":"youtube","source_id":"UgwT3A8Sc0NL6bizxHN4AaABAg","content_type":"comment","title":null,"body_preview":"Her job sure has a lot more class than Jimmy Fallon as a late night and not primetime but late night flunky comedian that isn’t even funny and the only joke she’s got is to make fun of the president. ","author":"@LelaE34","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","lack_of_synthetic_empathy","absence_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"30d9c044-7a2f-46cc-91c7-be1b5ecbf4b0","source":"youtube","source_id":"UgwAaX_09uStlWM3BQx4AaABAg","content_type":"comment","title":null,"body_preview":"So the only person left in Trumps Administration is Krash Patel!?!","author":"@happyvirgo1381","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"43add8ee-2183-4126-a90e-af8d2f2208ff","source":"youtube","source_id":"Ugz2DZEe4XjEZN5RGp14AaABAg","content_type":"comment","title":null,"body_preview":"Jimmy Fallon and his constant fake smile....what a funny guy.....not.","author":"@woody555kl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"e0948598-3dd6-41be-87d9-6f1676d08c0d","source":"youtube","source_id":"UgzKrdigv7S_8BWawPh4AaABAg","content_type":"comment","title":null,"body_preview":"I have no doubt she will have great and smart kids....🇺🇸","author":"@TimothyMullins-td5pi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"c9b4ce08-5989-482a-9dc5-79d79c7dd069","source":"youtube","source_id":"Ugy7IN1-WhVP0vxknZ54AaABAg","content_type":"comment","title":null,"body_preview":"Megan I know he would not have left you on his plane. You would have joined him in the canteen cart.","author":"@chriscorcoran4839","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"a688b354-0f12-4044-9773-fb1740987e46","source":"youtube","source_id":"UgyFySuar1R6hJmAiJB4AaABAg","content_type":"comment","title":null,"body_preview":"She did an amazing job while also being a new mom. Glad she’s able to take time to focus on her children now. They’re only little once.","author":"@factsoverfeelingspam2220","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"615352cb-e290-47a9-91e0-b5520ccda562","source":"youtube","source_id":"Ugy9wHdPvdJnfDvCnwp4AaABAg","content_type":"comment","title":null,"body_preview":"She’s fabulous talented and he has to\nResign he’s boring and not funny 😂","author":"@miriamrosin8814","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"da56ea6e-0d38-45a7-8527-6ac45a056b2a","source":"youtube","source_id":"UgweARgmUGSJYz-nQA14AaABAg","content_type":"comment","title":null,"body_preview":"Karoline did a fabulous job. It's not easy going up against satans minions on a daily basis.","author":"@joecifelli1253","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"1f59e71f-8f84-44cf-9b33-e1ce42c4ee67","source":"youtube","source_id":"Ugzd4oVGexdxrAkLaEp4AaABAg","content_type":"comment","title":null,"body_preview":"\"Extremely talented\"?! 🤣😂   she literally lies for a living and is a horrible human being.","author":"@tonydavis6487","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"8b6dc5db-ba27-4281-905e-880f0192f0a6","source":"youtube","source_id":"UgxcXpZ7fQs9Pw2ZHHZ4AaABAg","content_type":"comment","title":null,"body_preview":"Trump let Air Force One take off knowing there was a threat... why not claim there was a mechanical issue or something rather than sending your military, journalists, and WH staffers into the air as b","author":"@windy653","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"62defd63-92cb-444f-a881-1710a60bc6c8","source":"youtube","source_id":"UgzaIseGPYZHCWM9U_B4AaABAg","content_type":"comment","title":null,"body_preview":"I think she had enough of constant lying to the public what is mentally draining and exhausting.","author":"@DF-dd5nf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"3c646b33-b176-4268-8ad4-aed1dd351168","source":"youtube","source_id":"Ugy8HNNOLw2xBMIVtMp4AaABAg","content_type":"comment","title":null,"body_preview":"She is a true inspiration to woman, wishing her all the best spending more time with her beautiful family ❤\n\nJimmy, as usual is not funny...","author":"@Jess-w5p3u","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"5567a712-c17e-4305-b4ed-2435aea3bac8","source":"youtube","source_id":"UgzDuEE_pvfFT7NJBdR4AaABAg","content_type":"comment","title":null,"body_preview":"I’m a Trump supporter!\nI also record Bill Maher EVERY Saturday night because he is f*cking hilarious.. \n(This is the ONLY time I watch CNN)\nConservatives/Republicans need to learn to take a joke. What","author":"@laura.rosebud","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"7ee802ed-51a2-4fbc-83f9-7f10a433c77a","source":"youtube","source_id":"Ugw7xf4nvkbddbpr7x94AaABAg","content_type":"comment","title":null,"body_preview":"My God, she’s only 28 years old and has accomplished more than most women, or men for that matter.  She needs to be present for her children. More important than any job!  She’s been fantastic as pres","author":"@vtgirl1969","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"ec440add-70fe-409f-adfb-02013aeb00c0","source":"youtube","source_id":"UgxOH-LiWARgQZ5uPnx4AaABAg","content_type":"comment","title":null,"body_preview":"Goodness Megyn,you act like she did all that lying for free","author":"@cyndywilson3046","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"feed57aa-4b63-471c-af04-87726c517e55","source":"youtube","source_id":"eMlwyQNXqmY","content_type":"post","title":"\"Not Great\": Megyn on Jimmy Fallon's Joke About Karoline Leavitt Stepping Down as Press Secretary","body_preview":"\"Not great\": Megyn on Jimmy Fallon's joke about Karoline Leavitt stepping down as press secretary.\n\nLIKE & SUBSCRIBE for new videos everyday: https://bit.ly/3Aw93yw\n\nWatch full clips of The Megyn Kell","author":"Megyn Kelly","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eMlwyQNXqmY"},{"id":"a9312c3b-8f60-4bd8-84a5-141ca4763f4d","source":"youtube","source_id":"UgwhyDRJEdMhuaH3rxh4AaABAg","content_type":"comment","title":null,"body_preview":"There must be a middle ground.  In their own office and under their own steam.  Most of us start out in a low wage job or good supplementary income for a second wage earner in a family.  Free market v","author":"@cate3843","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"9bb72a67-bd05-4946-a82f-5c7833eed206","source":"youtube","source_id":"UgxQmQBFyZdfqsoAC-d4AaABAg","content_type":"comment","title":null,"body_preview":"i don’t like my job, who does …. but i don’t speak for my co workers🤔🤔🤔 now all those folks have lost their jobs😔😔😔that mayor is a hater!!!","author":"@sonali7336","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"657bebde-bee9-46ea-bb73-77af5e95a874","source":"youtube","source_id":"UgxymeG6_tdvwSSWnR94AaABAg","content_type":"comment","title":null,"body_preview":"My son worked for an Amazon subcontractor. They took amazing care of him. Water, gatorade, ice-cleats in winter.. and they have a system that if one truck finished, they could go and help another truc","author":"@Bigblackwaggylab","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"06c63c6e-8761-4572-9754-ff7aed363d4c","source":"youtube","source_id":"Ugwg-qUErGFUQTpzYKd4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, I love your channel and agree most mostly everything you discuss, but Amazon drivers really do have unrealistic standards. My brother worked as a driver for them and was instructed to take their ","author":"@DHFlip18","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 Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"23e06cbd-2ae3-4379-9cee-2eaf004b7904","source":"youtube","source_id":"UgzzEqn-1KhARbYDMeh4AaABAg","content_type":"comment","title":null,"body_preview":"What about healthcare organizations that contract doctors, nurses and revenue specialists? They have policies of predatory diagnostics and revenue practices. They don't do anything for free, and healt","author":"@everettnowack182","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"ad573b83-049f-4a3d-9bc4-9194698778d4","source":"youtube","source_id":"Ugw2bGyWrCBS7RsPg5V4AaABAg","content_type":"comment","title":null,"body_preview":"Transfer that to construction and we will have a housing shortage like never before.","author":"@johnmoore5293","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"cf24b6f4-9ecb-4625-be73-15062de1fb6c","source":"youtube","source_id":"UgxOFq7aqMNoAjEwKWN4AaABAg","content_type":"comment","title":null,"body_preview":"All oil companies need to leave New York and let them suffer without gas.","author":"@Whatsthatsmell69.","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"ccfb30ab-94a5-4cd1-a092-436eb02f7cb2","source":"youtube","source_id":"Ugx0hA8zjMkCSVJsvSV4AaABAg","content_type":"comment","title":null,"body_preview":"Yes, Cash Jordan, what she said is absolutely true.\nI'm not saying it should change, it shouldn't, because the alternative is worse, But *YES*, that is how the industry works.\n\nIt is done this way SPE","author":"@ImpCom933","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"4620d43e-0714-4bf3-af50-bd29af7906ae","source":"youtube","source_id":"Ugw6cLvamn4CbPqL2zh4AaABAg","content_type":"comment","title":null,"body_preview":"The communist government in NYC needs to stop sticking its nose into private business. All the workers in the video are a bunch of whiners. Find a different job if you don't like the circumstances.","author":"@robertphillips2142","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"a9679e3e-5d14-473b-b67d-0806439c78f3","source":"youtube","source_id":"UgwglQlyWS1CYfC_gUl4AaABAg","content_type":"comment","title":null,"body_preview":"Every single policy  that Mamdani is implementing is to destroy people's lives because he hates Americans.\n\n It's time Americans come to the realisation that Mamdani HATES Americans and American way o","author":"@marian5038-w3e","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"e5add316-af09-451e-9304-ab34a9d49287","source":"youtube","source_id":"UgwaB2CLzAB9jSk7XsN4AaABAg","content_type":"comment","title":null,"body_preview":"They are creating problems where  there are not do they can come up with a solution.","author":"@KaploSteve","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"2ab6c481-b1a8-48da-8fed-25837d0d222e","source":"youtube","source_id":"UgyaRGftyLJDSQQyeGt4AaABAg","content_type":"comment","title":null,"body_preview":"Mamdani is just one more idiot politician trying to spread socialism into our country.  I guess his role model is where he came from so if it's so good he should head back there.  All people heard was","author":"@gkirms","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"dfa89f59-edf2-44eb-b1c5-e29d7050a423","source":"youtube","source_id":"UgytDeGpvKPSdt2gvep4AaABAg","content_type":"comment","title":null,"body_preview":"Mamdani has zero authority to tell Amazon how they can perform delivery. He also has zero authority over Amazon employees. He is a MAYOR. Not the CEO of Amazon. Not the governor of New York. Not POTUS","author":"@npsit1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"83a02831-2696-4a11-b884-eae53c0d4233","source":"youtube","source_id":"Ugx4Z3-CJ40bvvqajlV4AaABAg","content_type":"comment","title":null,"body_preview":"You don't know what your talking about, in Texas the actual fed post  office has employees that deliver specifically amazon packages, they drive to work, then deliver from 6am till sll packages in you","author":"@RunningGrass-we7tm","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"ffe1973e-2797-4bae-8529-13e713ae6171","source":"youtube","source_id":"Ugxhplnmze78zXaP-dV4AaABAg","content_type":"comment","title":null,"body_preview":"The best way to approach this is to give them what they want.  When irrational people demand irrational things, the best answer is to give them exactly what they want.  Amazon should either add on a f","author":"@FrederickBellamy-f7b","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"6c29a219-93a8-4422-b8e7-8e95cf4bbae5","source":"youtube","source_id":"UgyiCYLj3W3JHWu4PZd4AaABAg","content_type":"comment","title":null,"body_preview":"All these Amazon supporters will then stand there in shock when they don't have a job.","author":"@Ridstar_Q20","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"0ea56d88-fc45-4255-81df-67bebaa8a449","source":"youtube","source_id":"Ugxn7tJ5shKYdHdHdgN4AaABAg","content_type":"comment","title":null,"body_preview":"It wont cost me anymore, as I will stop buying things.","author":"@rudebwoy9203","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"70ee2464-b7bd-4fc2-a6ed-0485e165752f","source":"youtube","source_id":"UgyDDUCq4ESASj257xd4AaABAg","content_type":"comment","title":null,"body_preview":"You get what you vote for. Nothing new in Zoo York","author":"@lgg3978","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"f80eb911-f7d3-44a1-8f9e-2372d8f39190","source":"youtube","source_id":"UgyifPFUgIN1pBHkNoJ4AaABAg","content_type":"comment","title":null,"body_preview":"This wouldn’t just affect Amazon. The way this is worded, it’s going to impact door dash, maybe even Uber and Lift. This could be a lot messier than people realize… and how much have the teamsters pai","author":"@bigcarguy1","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","speculative_analysis","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"b4349f1c-dd8d-4976-88a1-bd4b3b682812","source":"youtube","source_id":"Ugxmnw8-FUyXVKTIb954AaABAg","content_type":"comment","title":null,"body_preview":"None of what that lady says at 1:50 is true. My brother works and manages Amazon delivery's. He deals with accidents and vehicles breaking down all the time and it gets taken care of. They are also bu","author":"@Joemakatozi1776","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"2e3d5a94-ea8d-4619-9efc-473a9e1bc3bb","source":"youtube","source_id":"Ugx_TPUXKW9hjWiCm3R4AaABAg","content_type":"comment","title":null,"body_preview":"FedEx ground has been doing this same thing for years!!!  I know first hand personally.  I worked for FedEx Ground for 1 year.  Amazon is doing the same thing now!  I drove the truck that has the FedE","author":"@dannythorpe5613","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"790a12f2-2f94-417f-b090-b8a569b14a36","source":"youtube","source_id":"UgzSfQy-4Pvp-llpgl14AaABAg","content_type":"comment","title":null,"body_preview":"There needs to be a ballot referendum to vote him out of office, just like they did the NY Governor, remember?  I would think that those New Yorkers that have BRAINS, would be doing this before the ci","author":"@danh5152","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"5d4e91c4-9438-4749-a842-2383a4f3aeab","source":"youtube","source_id":"UgwcWqHYLIXtA64B1vB4AaABAg","content_type":"comment","title":null,"body_preview":"The NWO objective is to get us fighting even killing each other! Read \"THE SOROS AGENDA\" George Soros is now doing to America what he has done all over the world his entire life!","author":"@AllenStewart-p1v","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"dd073e3a-6666-495b-bb5e-1557b4de8447","source":"youtube","source_id":"XcJwmBMYkZg","content_type":"post","title":"Mamdani Bans “FREE DELIVERY”… Then Amazon FIRES 20,000 WORKERS OVERNIGHT","body_preview":"Don’t let the IRS be the first to act.  Visit http://tnusa.com/cash or call (866) 686-1735.\n\nIt seems tens of thousands of jobs are on the line with the mayor of NYC throwing his support behind a cont","author":"Cash Jordan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","template_phrases"],"bot_score":0.3011435018515685,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XcJwmBMYkZg"},{"id":"433d1674-0057-4f1e-ab75-760fbc2b83fc","source":"youtube","source_id":"UgyQWatXKpJZQGSlQaZ4AaABAg","content_type":"comment","title":null,"body_preview":"All the politicians have been profiting on both sides.  The American are the ones losing with all these unvetted illegals bum rushing the border.  These people needs to comply with U.S. immigration la","author":"@jb2736","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"7fab5aa9-43c1-4be0-834b-6e8292830bfe","source":"youtube","source_id":"Ugzpn5W_ZgkXF0sBClJ4AaABAg","content_type":"comment","title":null,"body_preview":"Like I said...its a money grab. Ppl can't pay their bills and these corporations are making profit. Ridiculous.","author":"@JAcob-si6pf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"5a478edb-ecc1-4a47-ae5c-972eb31fc55d","source":"youtube","source_id":"UgwOeYIXiBjh8fXoKuZ4AaABAg","content_type":"comment","title":null,"body_preview":"People are assaulting ICE because they aren't doing their job correctly! More or less people are protecting themselves because your security is corrupt!","author":"@meyerspe9746","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"30bd9ebf-321d-4063-8bc6-f604bebd2fe9","source":"youtube","source_id":"UgyAUqu47Is77R8Z7kt4AaABAg","content_type":"comment","title":null,"body_preview":"DO YOU WANT TO TALK ABOUT AMERICAN INVASION OF 30 PLUS COUNTRIES   ?","author":"@khanwashere264","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.37728937728937717,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"04b61b91-be52-43af-9c2b-6b3179819c30","source":"youtube","source_id":"UgzYdbBjeC-XcmjwBjB4AaABAg","content_type":"comment","title":null,"body_preview":"REPO-PUBLICANS, \nNUMB-O-PUBLICANS, \nDUMB-O-PUBLICANS","author":"@khanwashere264","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.37728937728937717,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"0f84824b-9ab5-4552-8de3-37f35aa9312b","source":"youtube","source_id":"Ugx4KkHoIEqY1U4BKOB4AaABAg","content_type":"comment","title":null,"body_preview":"Way to go Rep, Joe Neguse, the problem these companies don't care about the safety of the people","author":"@raulmartinezsr.7003","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"439d357e-1502-4228-b33c-eff8be8e96c2","source":"youtube","source_id":"Ugz_cVFQEbSP_ekrPM14AaABAg","content_type":"comment","title":null,"body_preview":"Rep. Neguse thank you so much for always going after\nthe Republicans & fighting for the little guy!!!! It is sooo appreciated!!!!\n🎉🎉🏆🎉🎉\n👏👏🏆👏👏\n🎯🎯🏆🎯🎯\n💙💙🏆❤️💙💙","author":"@MicheleDonahue-rt7nk","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"a31fcb25-0980-4f30-a8ec-204960b2451e","source":"youtube","source_id":"Ugw7YwZyMtbsuIvZfdh4AaABAg","content_type":"comment","title":null,"body_preview":"Both sides, take real issues and turn them political. Trust me, people Democrats nor Republicans have our best interest.","author":"@FunnyShorts-n3e","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 Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"b7d750fb-5d33-4444-8ed8-65f68dc56b44","source":"youtube","source_id":"UgxkVwNUTIa1g7BSY1J4AaABAg","content_type":"comment","title":null,"body_preview":"These guys are either total morons or totally corrupt. I’m sure the republicans have figured out how to be both with tRumpy as commander in chief.","author":"@sueharris997","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"fb91c63e-d0d8-48f8-96b1-184d8551b512","source":"youtube","source_id":"UgzTzAIHfro7A0vzsW54AaABAg","content_type":"comment","title":null,"body_preview":"And the old guy has an arrogant body language, USA is in a mess","author":"@kayizziritah3029","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"54346058-9929-40ef-b700-518fcf7fad71","source":"youtube","source_id":"UgwQoWPmTQqaZHiCBhh4AaABAg","content_type":"comment","title":null,"body_preview":"Stick with the facts 💯. White man who's not answering the question. Saying I don't know. The White man as a witness in front of Congress. Would not answer a simple question. Facts matters.","author":"@patriciajohnson8067","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"d68cff88-e62c-47c6-89fb-3d770c7ae60b","source":"youtube","source_id":"UgyCU823vUFt-T5VNFF4AaABAg","content_type":"comment","title":null,"body_preview":"The guys is profiting. I'll bet my life he has stock.","author":"@AngelaShawWestoven","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"bc3e02c7-0fc4-42a5-925a-db39d1ab9332","source":"youtube","source_id":"UgwfnJhP9iO3-_reKup4AaABAg","content_type":"comment","title":null,"body_preview":"These oversight interviews inferiorate me so so much bc these Trump people lie and are evil and donot care. I want Dems to go after these corporations, too, if yall take control of the House and Senat","author":"@jwpink33","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"09d96dd3-984f-4c11-988d-84970115b363","source":"youtube","source_id":"UgxoEKvkYtTVsoqGdAd4AaABAg","content_type":"comment","title":null,"body_preview":"These senators are so intelligent.  They don’t even know what they vote for!","author":"@QbnAmCan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"8189c716-5c84-4345-a78a-d71f8d9718ab","source":"youtube","source_id":"Ugwexo-wpTcLjwrPH8N4AaABAg","content_type":"comment","title":null,"body_preview":"Pas étonnant que les américains n'ont pas d'assurance santé obligatoire par l'état,\nQu'ils doivent hypothéquer leur maison pour se faire soigner d'un Cancer alors ce devrait être sous la solidarité na","author":"@suzy632","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"c2225ab5-50b5-4fed-833f-5db16768b4db","source":"youtube","source_id":"UgxZquvrXXhbwEIaMmp4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is allocating moneys, passed by Republicans, and he is slowly bankrupting the United States of America, and also they need to replenish munitions, probably to a no-bid contractor with kickbacks ","author":"@acmoore3160","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0.846153846153846,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"d1619b96-b894-4f17-914a-fbe256595ddd","source":"youtube","source_id":"UgwTNvx_PLLiJ6byoYl4AaABAg","content_type":"comment","title":null,"body_preview":"The most corrupt businesses by trump have been enriching his family. Before this 47th presidency, trump was 😮considered a wealthy millionaire! Since he took office he has","author":"@acmoore3160","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy"],"bot_score":0.846153846153846,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"91a6b2d3-0f6e-4ce5-9680-0771185cc638","source":"youtube","source_id":"UgzkBHrElLIpDqcnL594AaABAg","content_type":"comment","title":null,"body_preview":"Of course a criminal doesn't want to admit to their crimes,,WHAT DO YOU EXPECT THIS DUDE TO SAY? do you expect that scumbag to say \"Yeah, we're  bankrupting America, and Stealing from every single Ame","author":"@Walnut2A","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 Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"bfe987bf-b375-4ba0-85c9-58d83c449f61","source":"youtube","source_id":"UgymlxR2ld_lljNYByh4AaABAg","content_type":"comment","title":null,"body_preview":"Representative Neguse is amazing..full.of ntegrity and a good man..","author":"@debbiejansen1178","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"6b97cbf3-4b35-4c7e-9c6e-d843d80c0f79","source":"youtube","source_id":"UgyY-cnmGibTZ8OoqMd4AaABAg","content_type":"comment","title":null,"body_preview":"I also learned when ICE can't ship them back to thier birth country,  they give a random country 💰 to take them.  Not clear to lawyers where the person ends up because that company ships the body off ","author":"@gospel3067","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"eb3358f6-aca7-4442-8020-b6b7c81a0e6b","source":"youtube","source_id":"Ugyy7AGybCQgdCN7-tx4AaABAg","content_type":"comment","title":null,"body_preview":"It's because of Neguse that I have faith in the system. And I ain't even American.","author":"@murdockonrad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"73a7741e-b885-4cf1-a55f-d9993aa75780","source":"youtube","source_id":"UgyjOi3PXERWqurebRV4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you ❤❤❤❤❤❤❤ and ICE is here in Austin TX!!! Damn fools","author":"@LaTionaKing-o4t","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"245c606c-951d-4fd5-97b1-76457bbcab8b","source":"youtube","source_id":"UgxYJkIzcVOT4oOv1cV4AaABAg","content_type":"comment","title":null,"body_preview":"Thts wht y'all wanted right so stand ten toes down with it","author":"@davishayden8219","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"932ca62f-ad87-42f4-9a58-f7bae7e6b10e","source":"youtube","source_id":"frw_GzxzhtY","content_type":"post","title":"As a son of immigrants, I’m outraged by the Trump administration’s cruel immigration policies.","body_preview":"As a son of immigrants, I’m outraged by the Trump administration’s cruel immigration policies.\n\nWe must pass my legislation to end the use of “for-profit” private, detention centers — which has spawne","author":"Rep. Joe Neguse","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=frw_GzxzhtY"},{"id":"cfc17f24-2c5b-4968-8736-1efaa41f8ea3","source":"youtube","source_id":"UgzLAj9w5PrnCbWMGr94AaABAg","content_type":"comment","title":null,"body_preview":"A simple lesson is that there is no free stuff. They weren't showing ads, the extension was free and there were no microtransactions. That's not possible, the money has to come from somewhere. The onl","author":"@Swatotastic","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"feb29dec-71c0-4b12-bfcd-25ed931fb72c","source":"youtube","source_id":"UgwVvQHL9MAIp-eNrzp4AaABAg","content_type":"comment","title":null,"body_preview":"I stopped using honey after this video went viral. No regrets","author":"@mongoose9133","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"3e66c351-8008-4386-8dde-e964054ddb68","source":"youtube","source_id":"UgyWNws49yD39FZKLM14AaABAg","content_type":"comment","title":null,"body_preview":"Bruh didn't he do a video on this when it happened years ago or whatever is he running out of content or what","author":"@MrEdgySprite","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"f14df9a1-ba00-447b-9dd2-270ceaa71760","source":"youtube","source_id":"UgzZ5R1XDzuNdQafwoB4AaABAg","content_type":"comment","title":null,"body_preview":"MrBeast used to advertise and support Honey. Knew it right from that moment, SCAM.","author":"@BantyFPV","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"8ccd91d7-5b45-40be-a26f-dea01eb641a3","source":"youtube","source_id":"Ugzyatv9BxBs_gZ1U9V4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, I’m sorry but millennial here anyone who’s fucking using those goddamn browser extensions has it coming? I’m always shocked at the level of stupidity and lack of skepticism. People have about sh","author":"@good-questions","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"56e98075-8146-43a6-9889-ceeb98a8a6dd","source":"youtube","source_id":"UgziP3kVo2D53nmFl3d4AaABAg","content_type":"comment","title":null,"body_preview":"My mother taught me when I was a child that \"if it sounds too good to be true, it probably is\"\n\nTake that to heart yall","author":"@phrostieee","classification":"human_created","confidence":0.7,"indicators":["personal_anecdote","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"aca327a8-e559-471f-a1f8-611db8534a74","source":"youtube","source_id":"Ugwq4UjW-Jvqzq9sVeZ4AaABAg","content_type":"comment","title":null,"body_preview":"They're only JUST NOW going through the lawsuits? We've had this same knowledge for years, how is it only just now having something done about it?","author":"@themrcrow2901","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"b5465ab6-1658-43f0-a226-21fd2e315943","source":"youtube","source_id":"UgwLViHhLXoFnCS4VEB4AaABAg","content_type":"comment","title":null,"body_preview":"When something sounds too good to be true is not...","author":"@detox288","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"d3156e27-8e5f-491a-9b98-e0c75ddb69c1","source":"youtube","source_id":"Ugx5cQ_iMmxPGvLIgX94AaABAg","content_type":"comment","title":null,"body_preview":"I wish megalag was a better YouTuber. His video would went even more viral if he was better at making content.","author":"@longscallop2107","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinionated_stance","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"aa35c262-ddac-4ae4-8ec8-d164725f8c0b","source":"youtube","source_id":"Ugwi1UwL7EtttHO40n94AaABAg","content_type":"comment","title":null,"body_preview":"And it wasn't Markiplier, he was the first to say something","author":"@olfano1315","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"a337e16b-463b-4b71-b5c5-4b9bf0bf853c","source":"youtube","source_id":"UgzTURUW3o6KXIUAgTh4AaABAg","content_type":"comment","title":null,"body_preview":"Don't forget to mention that it lost its biggest partner, Apple, who was more valuable than the last 27,000 partners combined.","author":"@RosebudHaruki","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","specific_claim_without_source"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"c0bd45f0-fcf7-4e9c-89eb-91c9264adcaf","source":"youtube","source_id":"UgzjMif4GTv2sstjIcF4AaABAg","content_type":"comment","title":null,"body_preview":"Can’t believe anyone ever fell for that company. Everything’s free to use and it’s all to “help” the users “save” money. Yea sure buddy so what aren’t you telling me? This all of this!","author":"@Sniper_online4940","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 Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"b743f497-a62c-4215-91fd-c84e69d39b8c","source":"youtube","source_id":"UgzqYIpCf_RxsR9JVLR4AaABAg","content_type":"comment","title":null,"body_preview":"I thought they got exposed like 2 years ago, were people really still falling for this bs?","author":"@Imaguythstcooks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"9a171ef2-ccc5-404a-afc4-318701bd66ca","source":"youtube","source_id":"UgyggqnnZlkxUIWGgRV4AaABAg","content_type":"comment","title":null,"body_preview":"Wait, why is this still news? I swear this channel is always behind.","author":"@Levacque","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"882d563b-bc34-48d4-895f-1e31c8e39d15","source":"youtube","source_id":"UgyzTJXoFCxBRZiBZkV4AaABAg","content_type":"comment","title":null,"body_preview":"PayPal is originally a Peter Thiele creation. It was intended to replace most financial transactions everywhere with it's own methods. Meglomania at it's finest on display for all see.","author":"@joelcarson4602","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"a99de412-c9b4-45f7-b325-37c1dc31c60d","source":"youtube","source_id":"Ugyf48urtzg_Vs4lsJh4AaABAg","content_type":"comment","title":null,"body_preview":"really that many peopple care enough that their fav youtuber don't get a commision from the links enogh to miss on coupons? like , i'm not defending honey, what they dis is wrong, but i do not care th","author":"@thiagomax9306","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"135f9520-a929-4fd6-a819-8823288647b2","source":"youtube","source_id":"UgzMIYvPOTjFtGpvaUh4AaABAg","content_type":"comment","title":null,"body_preview":"It's crazy, I never used it because I never trusted it.  Now it feels like the most popular scam","author":"@MilkieBeargames","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"c33d38b4-7f5b-4a34-be9c-ac31c6409e05","source":"youtube","source_id":"65uXaMlel6g","content_type":"post","title":"Honey’s Lost Over 7 Million Users & Thousands of Vendors Since Megalag’s Exposé","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","terse_replies","absence_of_ai_signals"],"bot_score":0.17347000867442247,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=65uXaMlel6g"},{"id":"cea95281-f3e6-4ed0-b940-70013c0272ff","source":"youtube","source_id":"UgxNw57QDdRpF9NhQgR4AaABAg","content_type":"comment","title":null,"body_preview":"What’s happening? Are they on a lunch break? I just tuned in.","author":"@sheilac.255","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"c35fd0a0-10e3-4297-96fb-824539489eb8","source":"youtube","source_id":"UgwMLqV0fGGpHT3jIPp4AaABAg","content_type":"comment","title":null,"body_preview":"Why did Mckelligan say he did NOT see blood sprayed all over the walls of the bedroom just one day after the murders? But Patrick testified that there was blood sprayed everywhere??","author":"@Spike-Str","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"276c38d0-c27b-450f-9b86-00a5e773cbdd","source":"youtube","source_id":"UgyK0L0xeSn110TWyWF4AaABAg","content_type":"comment","title":null,"body_preview":"Exhibit A as to why the prosecution does not have kids - \nLindsay’s journal entries. I think that could have been written by 90% of moms in America. \nIt’s not doing what they think. It’s making her MO","author":"@bethusery6076","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"d0636048-a113-4056-9212-1db84c777de8","source":"youtube","source_id":"Ugy8Vc4LkRguWkKaHYV4AaABAg","content_type":"comment","title":null,"body_preview":"HE DID IT!!!!!!!!!! HE WAS THE ONLY ONE WITH A MOTIVE & ANYTHING TO GAIN FROM THIS!!!!!!!!!! *why is he not being criminally investigated?!?!?!?!?*","author":"@tiredtiredhippo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"0cdee9ca-15f3-4371-b58e-8f20fad5a0a7","source":"youtube","source_id":"Ugwr1RqbbyvMiuQb1md4AaABAg","content_type":"comment","title":null,"body_preview":"It tells me a lot when she does NOT cry by seeing Cora in her little skirt, Dawon pushing the cart, or her holding Callan.... \nShe only \"cries\" when medical terms describing their deaths & its ALWAYS ","author":"@kd6324","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"e4256e7d-3872-427a-aa53-112aca81bb56","source":"youtube","source_id":"UgxBtzizdrIu9rS2gMV4AaABAg","content_type":"comment","title":null,"body_preview":"Didn't know Owen Hunt was into cell phone forensics 😅","author":"@violetsandferns969","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"90daf06e-c1a9-47aa-aec3-0052c325f9f6","source":"youtube","source_id":"Ugxvq3W6pGu8D00tt294AaABAg","content_type":"comment","title":null,"body_preview":"I have had it with the prosecutors.... They are BEYOND cruel; there are things they do or say that aren't necessary and just comes off dirty, especially when they don't seem to be getting to the point","author":"@crystamarto6063","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"9cc558f1-b524-4476-b78e-605e26c9e7a6","source":"youtube","source_id":"UgwjX3QmUItenWTNEhF4AaABAg","content_type":"comment","title":null,"body_preview":"Brian Entin did an interview with a woman who went through pp psychosis.  It's astounding.  PP psychosis is a very real, very terrifying condition.","author":"@annmc-t7p","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"e71ba2d3-fb49-40c9-8b27-bd0f3195794d","source":"youtube","source_id":"UgxPVbYkbw7g5UnlMit4AaABAg","content_type":"comment","title":null,"body_preview":"I personally like the way this defense attorney defends his client ... shows me that he truly cares about her and wants to help her get the best medical help she definitely needs.","author":"@sharonpowers7324","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"9e3d9273-a981-4d2b-a49d-c101e40a49df","source":"youtube","source_id":"Ugw4-lNsdf1actCngNZ4AaABAg","content_type":"comment","title":null,"body_preview":"I am a mom to two grown sons and I understand postpartum is a real thing I understand being a mom is overwhelming I understand sometimes we feel like we are doing everything and don't have much help o","author":"@jenniferpaixao4385","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","imperfect_expression","strong_opinions","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"f7aeb9ed-937e-46b5-b79a-28e04c859ec1","source":"youtube","source_id":"UgzbjXwEK4Z7LEcNptV4AaABAg","content_type":"comment","title":null,"body_preview":"I haven’t seen anyone ask who the heck is Allison ?!","author":"@desr.144","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"c2f17e2d-9896-411f-ae75-dccad1ed62f1","source":"youtube","source_id":"UgzsmCKCJe4rAdv5oyB4AaABAg","content_type":"comment","title":null,"body_preview":"For the folks that are blaming Patrick: she has confessed to the crime, this trial is about whether or not she was having a psychotic break or if she was capable of making decisions, and it was intent","author":"@8647-v5t","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"8cb66b24-c24f-456b-a626-4ea6331b7218","source":"youtube","source_id":"UgymHSvJOrWlYR6w6Dx4AaABAg","content_type":"comment","title":null,"body_preview":"Anyone else feel like the mic is all the way up this guy’s nose? 🤧🫪","author":"@jem3460","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"bb29c4bb-4e1d-44c3-82c2-b3e1db16a1c1","source":"youtube","source_id":"UgxQ3rWc18wRWmVyWNF4AaABAg","content_type":"comment","title":null,"body_preview":"Patrick didn’t turn over the pills that were in his truck to the detective…","author":"@AndreaEiffert","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"72eeb5e2-0365-4ada-94eb-769068e19044","source":"youtube","source_id":"UgxtsxW6NvL6fKYHA8R4AaABAg","content_type":"comment","title":null,"body_preview":"Can someone lmk why they showed that museum video? What does it prove for the prosecution?","author":"@Bookworm_rach","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"29670262-e1ef-4dea-b5fc-956310508222","source":"youtube","source_id":"UgxWa2wbx7n0VjsYKap4AaABAg","content_type":"comment","title":null,"body_preview":"Postpartum depression or whatever you wanna say ., you murdered 3 children. Time for prison forever/ death penalty. Oh wait but that means our taxes will pay for that! This country is a joke","author":"@ghettomenik9211","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"1a0e56fa-2069-4edb-9b65-66428c1f7491","source":"youtube","source_id":"Ugx3364pyZ2Gts6lUEd4AaABAg","content_type":"comment","title":null,"body_preview":"Why would Lindsay use Patrick's email address for her fb account?","author":"@AudreyN911","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"73afb0fb-edae-4614-a6fa-1ceaf1ff0fc8","source":"youtube","source_id":"UgyurJQ1Meg-hgkDK6F4AaABAg","content_type":"comment","title":null,"body_preview":"The forensics dude named Timothy, if he’s married I sure feel sorry for his wife!!! Seems like a loving, supportive husband that has complete empathy for what women could be going through with PPD and","author":"@marlen7255","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"931af9f8-8a43-46a3-970a-8fcd5a2fdc17","source":"youtube","source_id":"UgwwKUaBb9eFCekHT_h4AaABAg","content_type":"comment","title":null,"body_preview":"Lindsay's atty is not fully prepared and he's using vibrato to cover that up.","author":"@WalaKangKatulad333","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"fa0dd062-0734-4c4d-817c-c863cb1b8a9e","source":"youtube","source_id":"Ugy-3x_7OVkYsSGpMTh4AaABAg","content_type":"comment","title":null,"body_preview":"The two prosecutors are young enough to be Mr. R's grand daughters.  He's sweeping the floor!","author":"@BlueHeart-q6g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.3041028423556909,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=uvfd2W5zcgQ"},{"id":"f4daa3fb-7f53-4e26-a826-86644e0f8829","source":"youtube","source_id":"Ugy8RxEL-kD51G0x8EB4AaABAg","content_type":"comment","title":null,"body_preview":"@5:42:55 Let's address ... Leave Father Biob ALONE! 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Thankfully my daughter is not a pathological liar!🏴󠁧󠁢󠁳󠁣󠁴󠁿🇬🇧","author":"@Cadkat","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","self_reference","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4TWw6suTfoc"},{"id":"66b5a184-f007-4f72-89ee-28a7b6b7b526","source":"youtube","source_id":"Ugx_xJJcewKAmPctkrd4AaABAg","content_type":"comment","title":null,"body_preview":"I saw Hegsbreath doing exercises.  He moves like a clumsy child. I suggest we check his testosterone levels!🏴󠁧󠁢󠁳󠁣󠁴󠁿🇬🇧","author":"@Cadkat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4TWw6suTfoc"},{"id":"dcfed9ea-3395-4b9f-a1b4-37042cc77b5a","source":"youtube","source_id":"UgwQke--HCHgp4mxnMN4AaABAg","content_type":"comment","title":null,"body_preview":"did her husband say enough dump set you up to take the rocket for him and you will leave me to look after the kids","author":"@barbarawheeler8091","classification":"ai_generated","confidence":0.5,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4TWw6suTfoc"},{"id":"b09f76be-72b7-4098-8f8c-b486f8f554f2","source":"youtube","source_id":"Ugw4DkkIEFMxuHoGb8N4AaABAg","content_type":"comment","title":null,"body_preview":"You know she wore that cross around her neck? 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Forced to see this fake news corrupting my feed. I should be allowed to remove whatever feed  I choose not to polute my YouTube.","author":"@YahudibatYah","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4TWw6suTfoc"},{"id":"78cda701-9f36-445f-bb1d-c57492da6194","source":"youtube","source_id":"UgxlBauFZynPwhXvjLZ4AaABAg","content_type":"comment","title":null,"body_preview":"She deserves a 🏅medal for such a fast tongue 👅 full of lies😅Sweet Karo- lie.","author":"@murlinethomas36","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4TWw6suTfoc"},{"id":"7f5299e8-ac03-4d30-90b6-7911bceb8c8d","source":"youtube","source_id":"Ugz1HcjppIt5I9IM_Hd4AaABAg","content_type":"comment","title":null,"body_preview":"Your hate for Trump is blinding you Islamic Jihadist Muslims have taken over Wisconsin Michigan New York California New Jersey Texas. 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I feel it will be a sleepless night for me worried about what the storms might bring ton","author":"@hannahsenders6462","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"0c37c4ef-921f-4e99-89c2-f1dce157928d","source":"youtube","source_id":"Ugx7iS2xyeES0XDzy4l4AaABAg","content_type":"comment","title":null,"body_preview":"Hey Ryan…we have a tornado warning in Tooele, Utah.  Talk about rare!","author":"@tonjaokumura940","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"ee760621-c36b-4544-818c-7f92c53a6062","source":"youtube","source_id":"UgwxN6hRlZhC9zQuhRp4AaABAg","content_type":"comment","title":null,"body_preview":"Ryan & Team: I jumped on to look for a live feed from you (8/13) for Manhattan KS didn't find ya, but I did notice someone streaming live with the tag - Ryan Hall Ya'll - it was no one from your crew ","author":"@TK-IBEW124","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"228de332-0d73-4519-b543-6a0889e1319e","source":"youtube","source_id":"UgxeOIFAywKif286-st4AaABAg","content_type":"comment","title":null,"body_preview":"Hello from crown point, We just got power back about a hour ago now. Cell service is still down for some providers and areas. Gas stations have been swamped.","author":"@rainy5079","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"f5eaf85e-14c0-439f-95d7-22899dbe84d6","source":"youtube","source_id":"Ugwzdk1YCabA0qJSyP54AaABAg","content_type":"comment","title":null,"body_preview":"I'm here in hammond indiana we need the yall squad here","author":"@brittlovestoloom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"af0d9244-b4a3-4303-800a-5483da4516c4","source":"youtube","source_id":"Ugy5nlNoW5aLGa6KpNR4AaABAg","content_type":"comment","title":null,"body_preview":"NWS confirmed an EF1 touched down in South Columbus OH","author":"@FreddieMercurysMercury","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"e972cc52-793e-4bdb-879a-c92bb04bda55","source":"youtube","source_id":"Ugz58AS7971MmP5YkI94AaABAg","content_type":"comment","title":null,"body_preview":"Is there a storm chasers 24 you are affiliated with? They are using your name in case you didn't know","author":"@jasonpeterson2450","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"6d11357e-6e93-48a5-9782-32fa32a29848","source":"youtube","source_id":"Ugx7UtJ5rohv0ETW9yJ4AaABAg","content_type":"comment","title":null,"body_preview":"Very disappointed in your coverage of the central Ohio area’s morning tornado/derecho situation here. Minimized it the entire time.","author":"@user-ui7jw8ow4f","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","specific_event_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"ea4f39d1-3395-4136-ac55-ff84260f3351","source":"youtube","source_id":"Ugwbjg9xB3cWPylZEwh4AaABAg","content_type":"comment","title":null,"body_preview":"So if a chili dog is 4 hours and 59 minutes old it's good to eat. If it's 5 hours old you need to waste that food and get a new one because you order stuff that you're not gonna eat. Aight.","author":"@mellchiril","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"f7d96678-bf4c-486b-907e-c0cbef15abfd","source":"youtube","source_id":"Ugym3YDXghVo0wlHT4l4AaABAg","content_type":"comment","title":null,"body_preview":"how do you not know what a cheese curd is? 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Your homies been getting slammed all week 🌧️","author":"@Nightbird1914","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"f0181f7e-2006-422e-a2b4-f3506e540c52","source":"youtube","source_id":"UgxShtJTTH2E3WAXMBh4AaABAg","content_type":"comment","title":null,"body_preview":"Power finally went back on today in So. Suburban Chicago although power lines still seem to be down, haven't been entirely cleaned up yet. 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The sun is depressing.","author":"@NaroghnRhydjosyn-fd7ns","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.23411371237458187,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"89f5df82-0990-419e-8208-4aa4ac25275c","source":"youtube","source_id":"UgzvSPqMoI6Tt3HSqvR4AaABAg","content_type":"comment","title":null,"body_preview":"When is oklahoma getting some of this rain? Its getting on the extreme side!","author":"@latus-rectum45","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"51336d92-7bff-464e-a9e1-aef200b16e6d","source":"youtube","source_id":"UgwHHWQg3gyEZWDO7vt4AaABAg","content_type":"comment","title":null,"body_preview":"I'm in Connecticut... RAIN, RAIN, RAIN, RAIN, RAIN, RAIN, RAIN, RAIN, some sun, RAIN, RAIN, RAIN, RAIN, forecasted sun but ends up RAIN, and more RAIN, RAIN, RAIN, RAIN, RAIN...\nWTF!!?  You'll see \"Mo","author":"@sesmiller","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fIZvdS6dYt8"},{"id":"7a980cde-8898-44d0-b139-3ff54e9258cb","source":"youtube","source_id":"fIZvdS6dYt8","content_type":"post","title":"The August 11, 2026 Derecho Coverage, As It Happened...","body_preview":"📱 FREE WEATHERWISE RADAR APP:\n• iOS: https://apple.co/44wDDKH\n• Android: https://bit.ly/42RyZEu\n• Browser: https://web.weatherwise.app/\n\n☎️ SIGN UP FOR YALLCALL AT: \n• https://www.yallcall.app/\n\n🛒 SHO","author":"Ryan Hall, 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trade.","author":"@bob29975","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gCgCgFijEcY"},{"id":"281b350b-757f-4413-8056-f6a2205d39e4","source":"youtube","source_id":"UgysnDQ7gEP3aNCPykB4AaABAg","content_type":"comment","title":null,"body_preview":"Out of of all the bullshit that's going on...WE GOT DREW ALLAR 😭🙏🏽💪🏾⬛️🟨⬛️🟨","author":"@davidalum1325","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal 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smiles","author":"@sharrielee911","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gCgCgFijEcY"},{"id":"86ef788c-a04d-4d5a-bec0-da1a1dd2a3be","source":"youtube","source_id":"UgyYqq3oNhiCj6LSNHd4AaABAg","content_type":"comment","title":null,"body_preview":"screw DISNEY and ABC fake news   another flop for DISNEY, like SNOW WHITE","author":"@dennishall1933","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal 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Thank you to all the folks who aren't jumping ship.","author":"@A-em5yqtyu","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gCgCgFijEcY"},{"id":"f7c7cccb-c11c-448f-a568-3e6aee626ab8","source":"youtube","source_id":"Ugz6n-9JZgt6Ro5_iEh4AaABAg","content_type":"comment","title":null,"body_preview":"Poor planning, lack of leadership, lack of training by officials and lack of regard for sailors is responsible.  The criminal President caused this.","author":"@GaryOsmondson","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gCgCgFijEcY"},{"id":"73470663-f311-48f8-8335-ed4f70572913","source":"youtube","source_id":"UgyqTB4jfbrG7PJL2k54AaABAg","content_type":"comment","title":null,"body_preview":"Please pray for my husband, Eilas Hannah Deeb who's bond was revoked for no reason and is now detained indefinitely in a ice holding center with no bed, food and no opportunity to go outside. 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Shame on ABC News (owned by Disney) for seamlessly using a large segment of the Sunday night news program to promote DISNEY movies, theme parks and other Disney commercial activities  as if it's","author":"@gymswim6853","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gCgCgFijEcY"},{"id":"620b19bc-2c61-4cbf-a6de-58dc2f267b88","source":"youtube","source_id":"gCgCgFijEcY","content_type":"post","title":"ABC World News Tonight with David Muir Full Broadcast - Aug. 15, 2026","body_preview":"Hurricane Lala now a Category One: ABC World News Tonight with David Muir - Aug. 15, 2026\n\nMelissa Adan is in Hawaii tonight as Lala has strengthened into a Category One Hurricane in what could be a h","author":"ABC News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_indicator_social_media_links","human_indicator_hashtags"],"bot_score":0.32636377913609027,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gCgCgFijEcY"},{"id":"5073c6f2-104c-4555-a3c4-29d846972cc6","source":"youtube","source_id":"UgwIrtFmYSHEoiRsYQx4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t understand all these people blaming Patrick. To me, if you’re blaming Patrick, you either haven’t been watching the trial and are easily influenced and/or you don’t have strong critical thinki","author":"@HeatherAnderson-cd5xl","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 Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"b679c316-1ba1-4e47-994c-5a03792fec03","source":"youtube","source_id":"UgyZdv717dkKNCQIgpd4AaABAg","content_type":"comment","title":null,"body_preview":"It is so hard to listen to this trial to hear how many times they say uh uh uh","author":"@kristi-i1p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"c51329ba-7693-49fa-98d6-4efb08574a0e","source":"youtube","source_id":"UgxLzFdsTbABW-ObMXR4AaABAg","content_type":"comment","title":null,"body_preview":"Are you actually planning to go through the rest of the inconsistencies? You barely dipped your toe into this. Stop gaslighting us.","author":"@SweetCaroline6669","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"02d66de3-4d2a-4544-90b5-82e85b9bdbfb","source":"youtube","source_id":"UgzS0X4-ZQtFq84mgiB4AaABAg","content_type":"comment","title":null,"body_preview":"This case has exposed further the serious epidemic of people who allow their emotions to guide them. They are coming to their conclusions based on speculation, ignorance and emotion. I hope and pray t","author":"@mandivvy","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","over_qualification","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"f8785963-97fc-4d93-9cdd-31c7c9713d0c","source":"youtube","source_id":"UgzeB8xTD-huoY9dpTZ4AaABAg","content_type":"comment","title":null,"body_preview":"The case against Patty has gotten a million times worse since this was recorded. Looks like he searched “where is the carotid artery”, “how to slit throat to die”, and “how to turn airbags off on kia ","author":"@ezramorris11","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"195d9f10-abb9-4f9d-b765-8c30020c6320","source":"youtube","source_id":"Ugw4B1Yuh0e85xa5rcR4AaABAg","content_type":"comment","title":null,"body_preview":"Just like the police, you’re doing the bare minimum covering this. There is so much more evidence to address but you chose ignore the facts of the case and spent your time blabbing.","author":"@SweetCaroline6669","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"4fa8403f-cdb9-4aa6-9db4-e464243a841e","source":"youtube","source_id":"UgyknrJLJCKyl5cVNGV4AaABAg","content_type":"comment","title":null,"body_preview":"I believe 💯 percent that Patrick Clancy is Guilty!  If these people that are investigating this case, if they smart they have to know that Lindsay did not do this horrific crime!   If you agree with m","author":"@MemesBabies","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"3d137aba-654c-44a5-aaf6-43e54d20c3c2","source":"youtube","source_id":"Ugz2HUtlUBHd19ZXaBB4AaABAg","content_type":"comment","title":null,"body_preview":"Wow,Patrick  said she could speak but emt said she couldn't 🤔","author":"@leorabenjack3877","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"d7e5008f-a9db-4926-954f-b82470146e8e","source":"youtube","source_id":"UgzZhq7Amd3fWYNX7wB4AaABAg","content_type":"comment","title":null,"body_preview":"Another thing which hasn’t been discussed is if someone jumped out a window, there feet would more likely be closer to the house? Given her head was closer to house and her feet were away from it, cou","author":"@Naturalhumblewise","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"9dd14243-91a6-4f6c-8f92-ad68757f4600","source":"youtube","source_id":"UgxD9jnhNuq0EQlJEm94AaABAg","content_type":"comment","title":null,"body_preview":"Take his shoes back to each store and walk in and out and look at the video.  Is the coloring the same?  Done.  It's easy to see if they were 2 different shoes or the same.. reenact it with said boots","author":"@habibtiii","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"b4dd898d-250f-4159-a80d-960f235becc9","source":"youtube","source_id":"Ugwt_Y1t5PCoXO9Mxdl4AaABAg","content_type":"comment","title":null,"body_preview":"If you notice the shoes on cvs cam they are darker and the bottom is dark vs the cam at the restaurant they are light from the top and light from the bottom it’s just me though and also the sweater he","author":"@kimberly5658","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"542ef72d-a89f-4e49-8d22-af89ea9be1a2","source":"youtube","source_id":"Ugy42OqMNdFGp92jEBt4AaABAg","content_type":"comment","title":null,"body_preview":"People lost trust in the justice system. That's what happens when people realise that something  they believed in and trusted to protect victims suddenly seems corrupt. When you trusted  your spouse a","author":"@BehaviorDynamics","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","polished_first_draft","human_indicators_present"],"bot_score":0.4446473407897739,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"58218c62-e985-4689-8813-296e03140203","source":"youtube","source_id":"UgzeerZpo6681LiG1rx4AaABAg","content_type":"comment","title":null,"body_preview":"Why would her head be closer to the house if she jumped out?","author":"@nightsgrow6575","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"fee6c2c8-0b1d-4d6c-9bb3-4567001b29bf","source":"youtube","source_id":"Ugw-TcO8ikZIf4fcdVt4AaABAg","content_type":"comment","title":null,"body_preview":"Why was Lindsay doing all of the work raising her and Patrick's children. Dang. Not just 1 child but three? Honestly, I think that he should be held responsible for their murders too.","author":"@Elizabethlynn123","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"03732401-e347-42df-96ef-b148530ad916","source":"youtube","source_id":"UgzFrMEIU0WxfRzgFm54AaABAg","content_type":"comment","title":null,"body_preview":"What was Lindsay going through in her marriage months leading up to this? How long was her husband cheating and if you dont think he was and just happened to start dating that Dr only 3 months after h","author":"@smartenupAmerica","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"ae9f8a7e-3429-40c6-9482-15b6aebe0067","source":"youtube","source_id":"UgxmFXYiYDbXFLnrUeJ4AaABAg","content_type":"comment","title":null,"body_preview":"Was the new woman already pregnant when these murders occurred?","author":"@corinaorr9403","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"afef913b-5243-4867-8338-16c5d2401fba","source":"youtube","source_id":"Ugyal0iabGKukvo1lgh4AaABAg","content_type":"comment","title":null,"body_preview":"The husband did it, and if he didn’t he some giant hand in it…The  prosecutor in this case should be removed… She’s unprofessional, the bow the voice, it’s annoying and obnoxious… think about the past","author":"@GraceT-nv5ue","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5073614318706696,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"52be57be-4ef9-4c60-aed5-3e9e18b1b958","source":"youtube","source_id":"UgxFag-Psk7eEx__-6l4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe he changed his clothes because of the weather and the fact he was going to go into the restaurant maybe it started snowing so he changed. The lighting is different and actually this is the reaso","author":"@debrajohnson3044","classification":"ai_generated","confidence":0.7,"indicators":["suspiciously_balanced","template_phrases","synthetic_empathy","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"f9bf8893-78eb-431d-998d-f11c8efca332","source":"youtube","source_id":"UgwEwXwKUayzBVZfcw54AaABAg","content_type":"comment","title":null,"body_preview":"Oh come on he was crushing meds, gaslighting her, tech savvy guy setting up bogus online digital trail, he planning probably since his mistress. They didn’t even consider him from the beginning!  How ","author":"@sheilad6237","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"2f85d78a-718f-4d6d-bde8-336acbfb5bac","source":"youtube","source_id":"Ugz6tw-kpAHAV7UHoQd4AaABAg","content_type":"comment","title":null,"body_preview":"Whe Lindsey really did this, her DNA should be all over all the exercise bands. All of their DNA should be on all the bands. It still seems unlikely that Lindsey's DNA was not on all 3 exercise bands ","author":"@BehaviorDynamics","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.4446473407897739,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"d7133c38-1b80-4f6b-a84d-305f37e78e2c","source":"youtube","source_id":"UgyKGWmxAdCLVXdtrGd4AaABAg","content_type":"comment","title":null,"body_preview":"If Patrick Clancey did murder his 3 children which i don't thibk he did, wht the hell would Lindsay not share that information with the authorities?? Its just way too far fetched to think PC killed th","author":"@donnagregoire371","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"c37e4dce-4b84-4f02-b4b5-ff61d641fda8","source":"youtube","source_id":"Ugy5X4HnYNSfbgSzrwl4AaABAg","content_type":"comment","title":null,"body_preview":"How dare he be compared to Chris Watt? Probably because he should be compared to Chris Watt. You’re a terrible lawyer.","author":"@courtneytruesdell3085","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"34620d64-1727-4bd5-ba16-0f767aa7401a","source":"youtube","source_id":"UgwG_IM_buKeEi6LsAN4AaABAg","content_type":"comment","title":null,"body_preview":"I hate to break it to you, Massachusetts doesn’t seem to have a good track record in investigating crime these days…","author":"@GraceT-nv5ue","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.5073614318706696,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"fcd87961-77b8-440e-a7b3-734b0563bf35","source":"youtube","source_id":"Ugzqo7f4d_AgU0LzboB4AaABAg","content_type":"comment","title":null,"body_preview":"Im not super familiar with all the details but what I stand firmly on is that he shouldn’t have left her alone with the children. \n\nYes she had mental health issues but I don’t believe her mental heal","author":"@Nicky1026","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"7367a568-d059-4241-b645-f34718158b25","source":"youtube","source_id":"UgzBYFeA3T5qm9JGC9R4AaABAg","content_type":"comment","title":null,"body_preview":"So in November he went to NY where his mistress was and 2 months later she is so bad she shouldn’t be left alone with her children, and he’s free rich and starts a new life, why wasn’t he investigated","author":"@sheilad6237","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"2b5a922a-f4b9-4fcd-a5e3-0a0f6f78f62d","source":"youtube","source_id":"UgznjKC0Hxow2YhYfGd4AaABAg","content_type":"comment","title":null,"body_preview":"I think he crush up the pills put it in her drink, then went to one store (cvs) and called her when he was in the store, then he came home killed the kids and changed and left to go pick up the food  ","author":"@adamtv91","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"603e184e-ccbc-4ebe-8920-d35edd787e77","source":"youtube","source_id":"UgxcO67TpCzCt0--Ttt4AaABAg","content_type":"comment","title":null,"body_preview":"Another thing, how would she have that kind of strength on all that medication, and remember anything… Male DNA… No way…","author":"@GraceT-nv5ue","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.5073614318706696,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"937a9572-eccf-4358-b9aa-4a274d2d35a4","source":"youtube","source_id":"UgwMDLIzjoO_vcT78sx4AaABAg","content_type":"comment","title":null,"body_preview":"Patrick definitely changed his shoes.\nHis demeanor is insanely stoic on the\nstand and he responds like a belligerent teen by answering, \n\"Yah\" instead of, \"yes.\"  He scratched \nhis neck and pretended ","author":"@emilytafe4830","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","specific_observations","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"1adec7af-72a6-4271-aa83-38b26e406008","source":"youtube","source_id":"UgzbX545D7xOeLj1Ymx4AaABAg","content_type":"comment","title":null,"body_preview":"Go beyond the headlines with Law&Crime+ Case Files to access raw evidence to see the truth for yourself: https://bit.ly/LCVPI","author":"@CourtTV","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"969b849a-e871-4ca7-a0a7-897528990bfd","source":"youtube","source_id":"ujqZMmR6sjw","content_type":"post","title":"Lindsay Clancy Case: Husband’s Timeline Raises RED FLAGS?","body_preview":"The defense and prosecution agree that Lindsay Clancy killed her three children, Cora, Dawson and Callan, in their Massachusetts home in January 2023, before attempting to take her own life. While the","author":"COURT TV","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","content_type_specific","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ujqZMmR6sjw"},{"id":"dc2a6fb8-c13c-477f-b1ed-1aa72e126296","source":"youtube","source_id":"UgwMxJsM_QjoVdpWjaF4AaABAg","content_type":"comment","title":null,"body_preview":"write that down,poor eye sight will not exempt you from the coming draft","author":"@williamtilton1652","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"36b247fa-880d-4a71-90b6-beabf80dad23","source":"youtube","source_id":"UgxmQzgSezpaB6URHWZ4AaABAg","content_type":"comment","title":null,"body_preview":"THE BIGGEST PROBLEM IN THE UNITED STATES NOW IS ESPECIALLY UNDER 2 ELECTIONS OF DONALD TRUMP IS THE WHEN HE IS BEING IN OFFICE. EVERYTHING GOES IRRESPONSIBLE. HE'S THE ONE THAT IS THE TERRORIST, NOT M","author":"@SantosAlvarez-df8dg","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"4416f29f-3e82-48d6-bf21-b2dadde29545","source":"youtube","source_id":"UgwszweYqI24kg2MC-54AaABAg","content_type":"comment","title":null,"body_preview":"This is what you get with Trump and his cast of characters.  An absolute nightmare.  VOTE IN NOVEMBER!!!!","author":"@karenpoteet751","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","call_to_action","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"2cf0814b-8740-4a69-9373-6e54be7ed5e8","source":"youtube","source_id":"Ugzkv3p75C8Bb_U5-2x4AaABAg","content_type":"comment","title":null,"body_preview":"So disrespectful for our service people ❤..This needs to be fixed Trump , Hexpeth ..\nUnacceptable!!","author":"@jackieww58","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"0244c24d-eb87-43ff-9562-cb3a3e84e17d","source":"youtube","source_id":"Ugx8y7ULkbJ5jKQgtsN4AaABAg","content_type":"comment","title":null,"body_preview":"Everything under Trump is so much worse but 30% of you Americans will vote for him again. Utterly no intelligence.","author":"@rossprentice4975","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"73219541-9e0c-4c21-bd1c-e8959eb0870d","source":"youtube","source_id":"UgydvlF0nkcL2mvsouB4AaABAg","content_type":"comment","title":null,"body_preview":"All because of a bunch of dumb people having to have king Donald yuck","author":"@SarahBecker-ju5nz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"40a8e370-c7bb-493d-b184-e76811f7ab22","source":"youtube","source_id":"Ugy7eNgAdlFUgf8N7rh4AaABAg","content_type":"comment","title":null,"body_preview":"Trump said this was fake news and the sailors are happy","author":"@charles2542","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"8c0cb5ca-63c4-4424-ab82-0312dcd32008","source":"youtube","source_id":"Ugyb9eAP9bFRS7i9d354AaABAg","content_type":"comment","title":null,"body_preview":"The great American military. Trump and hagseth keep asking for money to  help the military. They do it to pocket the money and pass around to their rich friends.  Pure 💩💩💩💩","author":"@loly0215","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"217ae7e0-8289-43c9-a1d4-a98075c7923b","source":"youtube","source_id":"UgxHZexfKrHayU4lDe94AaABAg","content_type":"comment","title":null,"body_preview":"Just ask who now owns the mainstream media. Who controls our government. It aint no conspiracy theory!","author":"@DanHaulzass","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"c13ba804-2a3d-41cd-9bce-036a51fc586c","source":"youtube","source_id":"Ugy5w2joXZHNH6rq7-F4AaABAg","content_type":"comment","title":null,"body_preview":"I am not clear as to why  necessary supplies/food/care pkg are not coming in regularly? In the past, prolonged deployments and even in war time conditions, essential supply lines usually get through. 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Does anyone worry about the prescription.  Whole navy works at a minimum of 12 hr days think when I was on my sub during first gulf war we never got over 4","author":"@AllenWeaver-v1u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"4772221f-d926-4c89-aadd-ba6cf15a3cc2","source":"youtube","source_id":"UgywjuXuzxB4tegM__R4AaABAg","content_type":"comment","title":null,"body_preview":"It's small hardships now for greater rewards in the near future. Just hold on guys. President  Trump has full control of the situation. He has the Iranians on the ropes. Trump 2028.","author":"@JesusBanuelos-e1d","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":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"8f2e7bbd-5e60-49d4-bac0-f1204f324507","source":"youtube","source_id":"Ugw1Kt8SxEYlivSpGbJ4AaABAg","content_type":"comment","title":null,"body_preview":"Years ago, my husband was on the ship, a plane crashed coming in on the deck, and 2 were killed all friends . Tragic ........","author":"@JoAnne-1941","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"d70e6c37-9592-4ad6-a8ca-fa770dc9f263","source":"youtube","source_id":"UgyvN4fW-yU7gE_rgWN4AaABAg","content_type":"comment","title":null,"body_preview":"Military personnel vote republican approximately two thirds of the time. Reap what you sow.","author":"@GodzillaSaysSo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"579590f0-d363-4237-84a2-4ebe3035a935","source":"youtube","source_id":"Ugzg_evQTqTHnJeIFvd4AaABAg","content_type":"comment","title":null,"body_preview":"He should've been trown overboard when his contact lenses expired.","author":"@kricketflyd111","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","imperfect_expression","strong_opinion","terse_reply","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"82415edc-4444-4cb7-a927-b7978619dfc9","source":"youtube","source_id":"H1wV5FfpF5o","content_type":"post","title":"EXPIRED CONTACT LENSES: Wife of sailor who jumped off USS Lincoln says he worried about vision","body_preview":"In her exclusive interview with the wife of a sailor who jumped off the USS Abraham Lincoln last week, Priya Sridhar learned that the sailor’s prescription contact lenses had expired and that he was h","author":"MS NOW","classification":"human_created","confidence":0.78,"indicators":["original_reporting_claim","specific_details_in_quote","platform_native_elements","absence_of_ai_signals"],"bot_score":0.28467908902691513,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H1wV5FfpF5o"},{"id":"298e3420-8bdb-41fa-bc15-8459aa8839c4","source":"youtube","source_id":"Ugz7CVe10NeU0JtEg_14AaABAg","content_type":"comment","title":null,"body_preview":"Kingmaker did i hear this correctly..  very interesting","author":"@MatthewLinstad","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"06ea526c-611d-4ab2-a7d5-9d801e13e26b","source":"youtube","source_id":"UgxCTVF6ywINVjV48hh4AaABAg","content_type":"comment","title":null,"body_preview":"A king maker. While y'all were praising the no kings march.....","author":"@Dpol85","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"59dba50a-4dcc-4328-9af8-885a762f8143","source":"youtube","source_id":"Ugy9yrTXHQIOzWGCDEh4AaABAg","content_type":"comment","title":null,"body_preview":"\"We are just days away from fundamentally transforming the United States of America\" - Barrack Hussein Obama, 2008","author":"@jedd.5407","classification":"human_created","confidence":0.7,"indicators":["quote_with_context","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"cffedc41-e8c0-4846-805b-1c2ed814aab2","source":"youtube","source_id":"Ugz08YD2CtEXwy7QLsN4AaABAg","content_type":"comment","title":null,"body_preview":"The democrat party  was hijacked a long time ago   and they all cheered for it","author":"@deborah12868","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","imperfect_expression","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"a62f62a3-a6df-46b8-8802-e7f5adccd135","source":"youtube","source_id":"UgyjjCvieLtoev_CghZ4AaABAg","content_type":"comment","title":null,"body_preview":"Socialism is unstoppable...it needs dysfunctional capitalism to clear the way. Its happening now","author":"@MarkWatts-e1f","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"3c486d06-7ab7-4ae7-94f7-5059c551e567","source":"youtube","source_id":"Ugy92JDp9drU2P2-iex4AaABAg","content_type":"comment","title":null,"body_preview":"I’ll bet you every one of these morons voted for Mamdani. He dragged every socialist he can find into the house and the Senate and these bubble heads will support him.","author":"@sandrabarbagallo1199","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"a50d61e6-b547-4e7d-be18-48aca238b76c","source":"youtube","source_id":"UgzDALMMQQb1ttifuul4AaABAg","content_type":"comment","title":null,"body_preview":"She said he's a \"kingmaker\"..you can almost see them using logic and it confuses them","author":"@Buttsmudge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"82e8072d-b8cc-4df1-8bd0-f09ecafdb184","source":"youtube","source_id":"Ugzlxzt4pUR5DPu8JId4AaABAg","content_type":"comment","title":null,"body_preview":"If the \"moderate Democrats\" were so great then THE PEOPLE wouldn't have voted for these candidates.\nThe problem with our system of government is that the people who want to help THE PEOPLE are being a","author":"@douglashutchinson8930","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"ba950255-700f-4ab9-b516-ea8fe026da11","source":"youtube","source_id":"UgysE-u1okTY1y0gT3d4AaABAg","content_type":"comment","title":null,"body_preview":"The view isn't worth the time of day.  I don't care about any of their blather.","author":"@PeterL-d9i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"9c8f696e-e3e2-4920-9960-61fe81b59ae3","source":"youtube","source_id":"Ugxp8ENbFOzKpKahk_h4AaABAg","content_type":"comment","title":null,"body_preview":"All democratic politicians are traders against America and the American government and should all be in prison for life ❤","author":"@ThomasLear-n3c","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","lack_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"b5397212-3c09-4a94-84b5-eec7672e3f9e","source":"youtube","source_id":"UgxeXcH6pr1zwiBu1ZJ4AaABAg","content_type":"comment","title":null,"body_preview":"I’m convince Joy Blowhard is the dumbest human on earth🫳","author":"@Cowboy340","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"d763675c-3cbe-46cb-b51a-eb8b0d3fa88f","source":"youtube","source_id":"UgxKH2slWQ8TIW9xf0Z4AaABAg","content_type":"comment","title":null,"body_preview":"Why are all these politicians suddenly Middle Eastern?? WTF happened to Americans running for office??","author":"@brandonreed4700","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"31202cb7-5858-401f-a60f-ab6ca186c48b","source":"youtube","source_id":"UgzBMd3oiRbrleVSeWl4AaABAg","content_type":"comment","title":null,"body_preview":"If you liked Covid 19 lockdowns and restrictions then I’m pretty sure you’re absolutely going to love a Socialist government. Remember that a vote for a democrat is a vote for Socialism.","author":"@JohnJones-n9u","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"d9d42fc7-604d-42c6-b1dc-71296c7b8ea6","source":"youtube","source_id":"UgxgUOMh0E1_FA7b0KN4AaABAg","content_type":"comment","title":null,"body_preview":"We have the islamists and communists competing on who is going to destroy the US.","author":"@stephmalone4095","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"6ef1148d-6530-465a-b1d2-3cd22c63c306","source":"youtube","source_id":"UgwnfSoifRF3A3p9UqR4AaABAg","content_type":"comment","title":null,"body_preview":"The Dems 'big tent' is too big.  They need to be more selective.   It's not even a valid concern to find out if they hate Trump or not.","author":"@ronyerke9250","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"5d5f137d-b059-4549-9d83-19a8b3c65cba","source":"youtube","source_id":"Ugz_VSgpKuJOpGsx2DB4AaABAg","content_type":"comment","title":null,"body_preview":"It's crazy that they do not know what is actually going on.","author":"@tomford3018","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"0def16fd-bc97-4fd0-a879-ae51d68335b9","source":"youtube","source_id":"UgwM1ZWk55xrzkTxSSx4AaABAg","content_type":"comment","title":null,"body_preview":"She said she wasn't going to talk about hypotheticals. Crime , like murders and sas, are not hypothetical. They happen every minute of  every day.","author":"@aliciacurtsinger2236","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"2a984e16-66a7-430f-9c27-7ee7dfd0bd4d","source":"youtube","source_id":"UgzvxrryZTRHOyl-n2V4AaABAg","content_type":"comment","title":null,"body_preview":"Joy showing how little she actually prepares for her job.","author":"@arkadejones2271","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"5a3f925e-e06c-4149-8c59-adc3bf6baef4","source":"youtube","source_id":"UgyVgIdPDLneKb8Uow54AaABAg","content_type":"comment","title":null,"body_preview":"Democrat voters don't care who their candidate is. Their hatred of Trump, and of all moderates and conservatives, is so extreme that they will vote for whoever the DNC offers up.","author":"@jkgwood","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"55197342-d53e-47e3-bef8-3bff6019c877","source":"youtube","source_id":"4o6TKXh_aNs","content_type":"post","title":"EVEN The View Knows: Mamdani’s Bad News!","body_preview":"🔔 Subscribe: https://www.youtube.com/channel/UCBlMo25WDUKJNQ7G8sAk4Zw?sub_confirmation=1\n\nThe Trish Regan Show — one of YouTube's Top 100 Podcasts.\n\nHelp Support INDEPENDENT Journalism. Become a TRISH","author":"Trish Regan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","commercial_intent","disclaimer_style"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4o6TKXh_aNs"},{"id":"f70e8b4b-d115-4e4d-8b65-adeeea2e789b","source":"youtube","source_id":"Ugw7YR_Xr9PZhWxnBJN4AaABAg","content_type":"comment","title":null,"body_preview":"Wow, Cheater & a Thief! Paxton a man of good morals & values—Absolutely not!! He’s a Criminal!!","author":"@BrendaC-l9k","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"e7797a81-fd04-4059-b159-50cc391d36db","source":"youtube","source_id":"Ugw6md5OBft6pUk98ep4AaABAg","content_type":"comment","title":null,"body_preview":"Paxton perfectly fits into the Trump pack of narcissistic, sociopathic thieves and liars.","author":"@George-e1c","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"34d49eb0-fa22-4960-8d8c-a91d0965b928","source":"youtube","source_id":"UgxRT4ep4PMbPwLImWd4AaABAg","content_type":"comment","title":null,"body_preview":"The sad part is many voters in Texas will vote for him anyway because he is Republican. They vote party regardless of the candidate being so corrupt.","author":"@LR-1234-s6l","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"308dab9e-1b68-41b9-be8d-b8069e034de9","source":"youtube","source_id":"UgwzYGU77VwpYZf0Vpx4AaABAg","content_type":"comment","title":null,"body_preview":"Born and raised in TX, now live WA State. Conservatives and most of the general population really do not care about corruption; they care about issues. It doesn’t matter how much you preach about KP’s","author":"@BlüPolarRocks","classification":"human_created","confidence":0.78,"indicators":["self_reference","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"3b66f83b-2461-4689-ae8c-5e4bd2c27484","source":"youtube","source_id":"UgymEv5Op_Keu60Vbyp4AaABAg","content_type":"comment","title":null,"body_preview":"C'mon TEXAS.  GET 'ER DONE! Talarico is the ONLY choice!!","author":"@seriouslywth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"6d41003f-e3f8-42c7-9492-8692f2c8bac9","source":"youtube","source_id":"Ugwda6uFdtJWfQqkZ4V4AaABAg","content_type":"comment","title":null,"body_preview":"I think the Republicans want to take us back to a time where black folk can't even eat vanilla ice cream the only time they could eat vanilla ice cream was on 4th of July now you tell me is that is th","author":"@EduardoPalomo-d3v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"a36a601f-2d06-43fc-b00d-faa98cba750a","source":"youtube","source_id":"Ugz8qzeaMex1YZjAcwl4AaABAg","content_type":"comment","title":null,"body_preview":"The people of Texas will still vote Paxton in, that's just how they are. He is just their type.","author":"@KPOPCHICK4ever","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"4994b17b-8f0c-40b2-aaca-be46f1022c9a","source":"youtube","source_id":"UgzAkZ-ZQF-ww4XScZl4AaABAg","content_type":"comment","title":null,"body_preview":"ok i almost said no more politics but im glad i didnt miss this one! too delicious, cant wait for the trials. i needed this boost, thank you BTC! fk the week ass facists.","author":"@rachelcarstens","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 Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"fff7c516-16a3-4cd1-a585-f04a3db7cc38","source":"youtube","source_id":"UgyWPZU9JmgFPLKwTa14AaABAg","content_type":"comment","title":null,"body_preview":"Sorry but voting illegally should not carry that kind of a penalty","author":"@Xzillah","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"258da1ee-49a2-4506-88af-acc54031f8a0","source":"youtube","source_id":"UgyjDgHR9A1aQV6nsd54AaABAg","content_type":"comment","title":null,"body_preview":"We know Paxton won't debate Talarico. Talarico needs to still be at the debates.","author":"@JamesRennie-p8n","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"864df4b4-e45c-4eac-8a25-f73becf6012c","source":"youtube","source_id":"UgyiONH9lbeWdzmbSgZ4AaABAg","content_type":"comment","title":null,"body_preview":"Brian you look smoking hot with your beautiful locks and gotee!💯🙌💯🙌","author":"@patriciajarvis7339","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 Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"19fa93b9-93fa-4e9d-9b43-db2a6dd5c2af","source":"youtube","source_id":"UgzSNZID4IlqdxKUqpR4AaABAg","content_type":"comment","title":null,"body_preview":"Hadn't seen that ad! It's great!!!! Too bad they didn't include his mug shot.","author":"@PKRobinson","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"fd742588-7bde-4e86-8f47-3417ac7e55c9","source":"youtube","source_id":"UgxWmNCdWjtPgsGcjZp4AaABAg","content_type":"comment","title":null,"body_preview":"What are these republicans running on the economy has crashed. Everything at it worst! Republicans need to go every time they get in office it's a mess!! Vote these republicans out! They have shown th","author":"@mariae-t3e","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"8f7755fe-fdd8-4ed6-a39e-c5aab3be7ad4","source":"youtube","source_id":"UgxKdOMSTK_qzvkIDjZ4AaABAg","content_type":"comment","title":null,"body_preview":"Well if he cn steal a pen, what else has he been stealing 🤔🤣","author":"@lavaleaseu-leota9679","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"be231b6c-312d-4a44-a155-cb794017389c","source":"youtube","source_id":"UgxsdAp__ulazh1B2254AaABAg","content_type":"comment","title":null,"body_preview":"Anyone voting for Ken Paxton is most likely also corrupt and should be ashamed of themselves. I'm voting Talarico because we need someone to represent us with dignity and honor. Texas, we have to do t","author":"@fdevonpatterson","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"cd0179f6-80a5-477e-bf8a-fff88ec37fd5","source":"youtube","source_id":"UgxpmgOwI5y2i8sWgON4AaABAg","content_type":"comment","title":null,"body_preview":"I ordered your book!!!! Looking forward to getting it. Wishing you all success.","author":"@victoriabaker4400","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"9eebe18d-30e0-4230-a7aa-36e02c315e27","source":"youtube","source_id":"Ugxw1Lrk6v58hoG0Cjh4AaABAg","content_type":"comment","title":null,"body_preview":"Not jist a pen. It's a Mont Blanc. That's like stealing a secondhand car.","author":"@sherocksnrides","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"eccd26b1-f916-4a44-a29d-375f448d12c5","source":"youtube","source_id":"UgzVt_LI1_mEOMYSEkJ4AaABAg","content_type":"comment","title":null,"body_preview":"Sayed did a blues clues ad. Sorry. Nothing tops that","author":"@AidanKelly-m7g","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"53ec72fe-0124-4af4-be8b-4d8a92ff1999","source":"youtube","source_id":"UgzvMYn7bFJPrscmy694AaABAg","content_type":"comment","title":null,"body_preview":"The Internet isn’t broken. That term needs to be retired.","author":"@flytiw3312","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"ee391772-7c4d-4a6d-b711-edadb06a0e38","source":"youtube","source_id":"UgzwWCAS1E1PbDCdkKB4AaABAg","content_type":"comment","title":null,"body_preview":"You know your community is so morally bankrupt when a transparent criminal like this even wins a primary. What a sad state of affairs.","author":"@JimmyJordan-s1h","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"a59a3c38-4f92-4ada-a7a4-d0e0ecb85c51","source":"youtube","source_id":"UgxNyWGW5yzvI4gRBfx4AaABAg","content_type":"comment","title":null,"body_preview":"I love that so much!!!!!  Brilliant - “he wont steal your pen”.","author":"@laurieloudamy1846","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.5824175824175822,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"1c45caf2-8d01-492b-9901-b4bcc8650613","source":"youtube","source_id":"Ugzpqspzz8QX1-bDayB4AaABAg","content_type":"comment","title":null,"body_preview":"I think it is “he’s too corrupt to care”.   Thank you so much!!!","author":"@laurieloudamy1846","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","emotional_authenticity"],"bot_score":0.5824175824175822,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"26df728f-8f46-4f0d-af4e-95d0c5ea57b8","source":"youtube","source_id":"Ugy_XAcWXOQMQ_n5HJN4AaABAg","content_type":"comment","title":null,"body_preview":"Talerico is a perfect candidate.  He smiles.  He speaks well. He dresses well.\nWho cares what he thinks or wants.","author":"@arthurfoyt6727","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"a72757fb-d324-4836-a0f3-6b806f498377","source":"youtube","source_id":"9uuIdHzVU4g","content_type":"post","title":"MUST-WATCH: James Talarico BREAKS THE INTERNET with megaviral announcement","body_preview":"breaking #news - James Talarico releases devastating ad against Ken Paxton\n\nPlease order my new book, THE DAY AFTER: \nhttps://www.harpercollins.com/pages/thedayafter","author":"Brian Tyler Cohen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","self_reference"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9uuIdHzVU4g"},{"id":"d757bb09-09e3-41cc-8df6-6ac1adf4868b","source":"youtube","source_id":"UgyRoFFMvsJFeDebNe54AaABAg","content_type":"comment","title":null,"body_preview":"Kentucky, the South, a Red state, ... yup, checks out.  The only thing the Red states and the South are ahead in is becoming Idiocracy before everyone else.","author":"@db5823","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.6014652014652013,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"26e5ca35-85f0-48c4-a046-10aa6c353bfc","source":"youtube","source_id":"UgxfT-3z17WVLRVOIpF4AaABAg","content_type":"comment","title":null,"body_preview":"In the 80s and 90s, America seemed ok.  Now we're in the 21st century and ... wtf happened?","author":"@db5823","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.6014652014652013,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"63fd070f-d532-464a-b327-40eef1ef813f","source":"youtube","source_id":"UgyX3Z0eW8Cotmia0ad4AaABAg","content_type":"comment","title":null,"body_preview":"Somebody at The textbook Company made a lot of money by not paying any artists. And somebody should go to jail for it.","author":"@biblesforbreakfast","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0.4305555555555555,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"76d6f31b-5bb5-412a-b8d8-be42fc46c332","source":"youtube","source_id":"Ugwf_AcdX7ap7bWtDCd4AaABAg","content_type":"comment","title":null,"body_preview":"Just think that the same AI systems that made this glorious map are also being trained to launch missiles... Should be interesting when they confuse themselves and start hitting US states because they","author":"@biblesforbreakfast","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.4305555555555555,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"dee67a09-55e8-40a3-b16e-714f64f61199","source":"youtube","source_id":"Ugxl7GkCCLZDbq6U1h54AaABAg","content_type":"comment","title":null,"body_preview":"our families get charged 200 USD per year to enlist us into high-school. Imagine seeing bs like this when you are studying. Students will NEVER let  this go unnoticed 😅","author":"@Ron1n_Sim","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"f2c84b0d-a172-4717-b3eb-b338d8cd44ce","source":"youtube","source_id":"UgyNn_DP_ZeG5kAcs494AaABAg","content_type":"comment","title":null,"body_preview":"But we are supposed to trust AI to do everything, including leading military targets? Yikes.","author":"@celieboo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"68acfac4-2ec4-422b-b80d-cf84ecb4ccb8","source":"youtube","source_id":"Ugw2-aueIGusnWJKCyd4AaABAg","content_type":"comment","title":null,"body_preview":"This is what data centers are being built for??? 😂😂😂","author":"@JoseJimenez-fc6pu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4823432794963044,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"81b6b375-ee2d-4cc8-92f4-28de0c3e10a0","source":"youtube","source_id":"UgyZir84IFyxjFH8knd4AaABAg","content_type":"comment","title":null,"body_preview":"I know I shouldn't laugh, but I am 😂\n\nPetition to rename Mars, Marc","author":"@marygoround1292","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"ab30e6f0-efbe-4d91-9d77-347eac06a093","source":"youtube","source_id":"Ugw0DoiecrZ8HS8RAcN4AaABAg","content_type":"comment","title":null,"body_preview":"I just want to know more about the planet named Marc lmao","author":"@Diogo503","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"90980d4a-b53e-4c2e-8e17-8407280b3cda","source":"youtube","source_id":"UgzRmt_ZpxnqMBzHG5Z4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like the long game, Republican playbook for retaining power is by engineering stupidity and illiteracy in future generations. No wonder Trump is so pro AI and wants data centers everywhere. The","author":"@JoseJimenez-fc6pu","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.4823432794963044,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"eab5a8a7-b56a-4d6a-9d8a-40f029846f1f","source":"youtube","source_id":"Ugwd7jgyjGQ4vc5YPVR4AaABAg","content_type":"comment","title":null,"body_preview":"“ jarbled words?” Is that what you get when you smash jumbled and garbled together?","author":"@CherylAnderson-hz1yu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"a6a7855d-3ede-4f71-98c5-54865471da06","source":"youtube","source_id":"UgwefXO-8spNOnPTNL54AaABAg","content_type":"comment","title":null,"body_preview":"as a Michigander I could not help notice that my state doesn't even have a name","author":"@BeerontheBrain327","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"6ef3284d-e6e8-4cbc-868f-5d3fa6867eb1","source":"youtube","source_id":"Ugw55KaP7g4Wzs9AdE54AaABAg","content_type":"comment","title":null,"body_preview":"Must have been produced by maga cultists. Education isn't important to them.","author":"@RonaldFord-yv3ol","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"4173c090-3c40-4ddc-ac09-62633f34055c","source":"youtube","source_id":"xHv-CP8WdLY","content_type":"post","title":"AI Map Pulled From Schools","body_preview":"Despite mom Stacey Morris emailing the school, she never got a response. It wasn’t until WDRB reached out that school administrators told teachers to have students rip out the pages with the errors an","author":"NowThis Impact","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xHv-CP8WdLY"},{"id":"18d91e1b-e585-4f7b-9274-f438f0dcfea5","source":"youtube","source_id":"UgxiCRcYJseXsc4iBVV4AaABAg","content_type":"comment","title":null,"body_preview":"6:26 Elle Wood on Lorazopam ... best description of Pam Bondi ever!","author":"@geoffreyhutton884","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"74d9f726-4324-4432-8c99-6a8a73e85b55","source":"youtube","source_id":"Ugyj4KSbwHj7GIZOi-t4AaABAg","content_type":"comment","title":null,"body_preview":"What is sound like when Trump is going to the bath room. 14:25","author":"@Not_unique336","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"daf49f75-8cc3-4eb9-af6f-fcb03db0b755","source":"youtube","source_id":"UgzI-UQDAV-tYIC8z3l4AaABAg","content_type":"comment","title":null,"body_preview":"How does he know how an umbrella folds, when he cannot fold one?","author":"@keira-ni-gowan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"e6ab15db-6e30-4ad4-abca-ace5643570a6","source":"youtube","source_id":"UgxS6Ow40jD1e-PXdwF4AaABAg","content_type":"comment","title":null,"body_preview":"20:33 I agree, it’s a problem that people don’t feel safe to use their preferred pronouns!! Oh wait, that’s not what she means?!","author":"@edvh88","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"d48c8cf6-79ef-4586-b9e2-2f51094aa5fa","source":"youtube","source_id":"UgyHOjxfk_OZzYTHEyJ4AaABAg","content_type":"comment","title":null,"body_preview":"For a case to fall apart there needs to be a case. There was NO CASE & NEVER WAS ONE.","author":"@veragreene218","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.40176296398319666,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"219fb3c4-42d2-477c-8cda-f8d799b1413f","source":"youtube","source_id":"UgzLW06n3pZ_2boIMdt4AaABAg","content_type":"comment","title":null,"body_preview":"As much as I love the show and Oliver I get too depressed about how fucked up a country USA is. So I stopped watching it. Sorry Oliver.","author":"@andersm3727","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"ea49fe3d-e2af-4796-bd10-55569958b5e3","source":"youtube","source_id":"UgziICPx2lViOpmhqE54AaABAg","content_type":"comment","title":null,"body_preview":"European here.\nThose storys about your insane \"president\" are getting more and more boring. Can you vote for someone more competent next time? I wanna have John talk about, dunno, guinnea-pigs and the","author":"@leokeupp6084","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"2853d36e-6205-4563-9356-89c931614f36","source":"youtube","source_id":"UgzZCClG-qvlbaYHcLV4AaABAg","content_type":"comment","title":null,"body_preview":"About 20 years ago, South Africa faced a situation called State Capture. The president, Jacob Zuma, was corrupt & under the tutelage/guidance of a couple of corrupt oligarchs, the Guptas, more than a ","author":"@USrugger","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"c81cf78d-6fb2-4f8f-bddb-62047ea05c89","source":"youtube","source_id":"UgylRL97M7CdTNOOwR54AaABAg","content_type":"comment","title":null,"body_preview":"None of the cases listed that were dismissed had merit nor are important to a democracy, they're targets by this nazi regime and it's child rapping traitor dictator.","author":"@suzibikerbabe8073","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"fe5a7f72-fa97-4df3-9a5a-b1a77021e83a","source":"youtube","source_id":"UgysK9kZpMXXtYyrOyN4AaABAg","content_type":"comment","title":null,"body_preview":"Did John miss an opportunity to show Donald having a hard time folding his umbrella (in the first term while boarding AF1)","author":"@AmbarishMalpani-h3v","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"3bdbfe7f-6f5f-4cdf-b987-183476584d86","source":"youtube","source_id":"UgzMrHEXKrGD2ykj6g54AaABAg","content_type":"comment","title":null,"body_preview":"Tossing a sandwich is a felony but attacking our capital and police, seeking congress critters to kill, threatening the life of the in vp was a patriotic act deserving pardons, money, and jobs ... pir","author":"@suzibikerbabe8073","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"bfd5c488-52d9-4be4-a53d-a115606f8cc1","source":"youtube","source_id":"Ugxo-U4IGI2AA9066P54AaABAg","content_type":"comment","title":null,"body_preview":"All this insanity goes back to the orange baby in the WH.","author":"@RaulFields-s6z","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.35743524296541096,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"ad1a425d-2e07-4237-8ebb-cfd57cf4e074","source":"youtube","source_id":"Ugz1UBx-SnL61W66z7R4AaABAg","content_type":"comment","title":null,"body_preview":"Bottom line, repubmagats actively hate anyone who isn't wealthy and want to do them harm, the cruelty and watching it play out is the point of being a repubmagat.","author":"@suzibikerbabe8073","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"bc490d16-79f3-4287-a4df-604d666e8127","source":"youtube","source_id":"UgyZfqZYeVq_5AO64dB4AaABAg","content_type":"comment","title":null,"body_preview":"And Ms. Dunham's mother, Madelyn Dunham - who raised Obama while his mother was on assignment in Indonesia - acted as vice president of the Bank of Hawaii in Honolulu, which Madsen says was used by va","author":"@MistyBurr","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"65e2b157-0a4a-42e4-96e0-aa95a1d2a811","source":"youtube","source_id":"UgypHP6tbiTv-swdUDh4AaABAg","content_type":"comment","title":null,"body_preview":"1:21 that was the loudest I've ever heard that crowd get lmao","author":"@chisspy6967","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"a0cdd98c-7739-4a01-80d9-7342a8f3bbff","source":"youtube","source_id":"UgzXOOfdc4SHtylB5H94AaABAg","content_type":"comment","title":null,"body_preview":"I had not heard about the video produced by the WH on the arrest of the Subway sandwich thrower.  Our taxes are so wasted on this DOJ clown show.  Did the cop get charged with perjury?","author":"@nancymason602","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"f252d652-3e98-44b5-b192-f6e1f6e66148","source":"youtube","source_id":"UgxRLYM6uyxezaBQxIF4AaABAg","content_type":"comment","title":null,"body_preview":"Three years from now, the next President will have everyone hired by the Trump admin purged out of the DOJ and replaced with embittered ex employees and/or yes men hired under pretenses of restoring D","author":"@mingchoi8369","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"efad7bb7-086e-43bb-8827-f04bac41a043","source":"youtube","source_id":"Ugy1RyaXv3HpFaBt0e54AaABAg","content_type":"comment","title":null,"body_preview":"23:30 tbf, not really pissed off. More like shat on","author":"@Gongasoso","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"742397d5-1f12-4e6e-beaf-3e06b852b64b","source":"youtube","source_id":"PUPuhlJ3IuE","content_type":"post","title":"Trump & the DOJ: Last Week Tonight with John Oliver (HBO)","body_preview":"John Oliver discusses how the Department of Justice has changed since Trump took office for his second term, how the DOJ seems to be acting on his behalf instead of on behalf of the people, and why we","author":"LastWeekTonight","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","marketing_content"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PUPuhlJ3IuE"},{"id":"75a58850-1bc0-43be-8936-3681856eee27","source":"youtube","source_id":"Ugzct06_a_7Fx3XalFx4AaABAg","content_type":"comment","title":null,"body_preview":"A Check the box leadership mentality will get your men killed.","author":"@ThatDamnedYankee","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"da7be883-f312-4249-a8ad-7daaa01c7304","source":"youtube","source_id":"UgykbRsfWhCM7Jb8WXR4AaABAg","content_type":"comment","title":null,"body_preview":"It came from the dementia ridden brains of the Wallstreet journal, can't take them seriously. I take the onion news network more serious then Wallstreet journal, NY Times or any of these types of jour","author":"@ChrisShupe-o1k","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"4900da10-8eb0-46b8-bbad-3d25fb0ffe10","source":"youtube","source_id":"Ugwrv0AaC73CLbwQbg54AaABAg","content_type":"comment","title":null,"body_preview":"This is what happens when leadership has you sitting around the motor pool every day instead of training.","author":"@kiefercrowley1787","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"17503a56-0e0c-41f0-b867-fc3b181a716b","source":"youtube","source_id":"Ugy1IdDogrSIo8YBLOV4AaABAg","content_type":"comment","title":null,"body_preview":"I've got a lot of love for Ukraine, the Ukrainian people are a lot like us. Those are the kind of allies that are true keepers...","author":"@javiernoriega7668","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"29090528-3255-4481-88b5-d162b0b3cc03","source":"youtube","source_id":"UgxH8NATNvSl0f-FE6V4AaABAg","content_type":"comment","title":null,"body_preview":"Okay so basically the offensive side of this operation is extremely OP. Now if the 1st cavalry had FPV drones for counter attacks and they still got wiped then that’s bad, but if they didn’t have dron","author":"@yuga4K","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"e29b99e2-a3db-492c-8eda-30dbbc5b7772","source":"youtube","source_id":"UgwjsucR_FxQE1dZYTt4AaABAg","content_type":"comment","title":null,"body_preview":"From WW1, combat has changed dramatically. From trenches to drones now. That’s barely 100 years","author":"@JohnDoe-ig1yw","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"64954b51-b614-432e-a7d0-3c8987358b5f","source":"youtube","source_id":"Ugwk1E2CGftlcBVc0uh4AaABAg","content_type":"comment","title":null,"body_preview":"It’s pretty late to be learning the lessons from Ukraine only now but better late than never I guess, though a big mistake had already been made before we took the time to learn from Ukraine (talking ","author":"@spamman9456","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"83114468-b7cf-459f-82da-499fdfe06c77","source":"youtube","source_id":"UgzrZ5Po3IwmVQ0xRmh4AaABAg","content_type":"comment","title":null,"body_preview":"Well, that’s the first problem dude they used\nCav scouts","author":"@falcon26r87","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"f8507e1a-7fd9-4faa-ba99-5c824f373ad0","source":"youtube","source_id":"Ugy1XfBb0FzSZGQJUOF4AaABAg","content_type":"comment","title":null,"body_preview":"I just don’t understand why the military would keep the same tactics knowing combat has changed I would’ve at least spent some time trying something new","author":"@Hunter-x5i4l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"ffcd1955-74d9-4ea2-8df1-8e2aaa342f2b","source":"youtube","source_id":"Ugwgw1B1Kr314we7tHV4AaABAg","content_type":"comment","title":null,"body_preview":"The US military relies heavily on airstrikes and backup. Right when any of them are pinned down, call for an airstrike. When they cant do that, they are screwed.","author":"@ZT-vr4wz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"63a2b461-d0eb-410e-b6ce-66649c2509b6","source":"youtube","source_id":"Ugx87ng5vErNGM-dvGt4AaABAg","content_type":"comment","title":null,"body_preview":"For most this is new news. I’ve been part of simulated exercises. The U.S. forces get smoked all the time. This isn’t anything new. This is how you learn without losing real people. This is why we hol","author":"@scottwatson4584","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":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"1ac25dd8-39ef-4de8-834a-928c8e4d2079","source":"youtube","source_id":"Ugy5vh0WsnJkRSH9zOV4AaABAg","content_type":"comment","title":null,"body_preview":"Man drones are total Bs ehh new warfare is kinda ass tbh.","author":"@Cook4321-Productions","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"31f0b15c-d54f-4253-b898-7acd39a9c5f6","source":"youtube","source_id":"UgxBOCOt8NqWP2puOKV4AaABAg","content_type":"comment","title":null,"body_preview":"I mean, we intentionally stack the decks against us in training.... that said, drones are incredibly effective","author":"@AhHereWeGo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"61113b71-391e-40dc-9a66-7b4b6c51bc5d","source":"youtube","source_id":"UgyQrKU8N4nleiFdxGp4AaABAg","content_type":"comment","title":null,"body_preview":"I will never read the Wall Street journal but thanks for the pot 👍❤","author":"@GortAtWar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"58ff6d12-9511-4c59-bbea-5bc203f2ad6b","source":"youtube","source_id":"UgzijyCyAPvKKKsjEHh4AaABAg","content_type":"comment","title":null,"body_preview":"I think it's insane that cartel members are out there fighting to gain more knowledge and drone experience.","author":"@chriscarrete5303","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"2fe094c7-82ee-486d-aacd-8bd6f84d8281","source":"youtube","source_id":"UgzAhlDXAWA-jZli9SB4AaABAg","content_type":"comment","title":null,"body_preview":"LinkedIn had it first just FYI and not from a US channel","author":"@officialmattsoupcampbell","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"ac735bab-0f26-4d15-9a7f-95aa06884de1","source":"youtube","source_id":"UgwkdK5ei8KG4wBzHZN4AaABAg","content_type":"comment","title":null,"body_preview":"Wait until the US Military gets it's small drone operations units up and going. We going to Fu$k some stuff up 😂.","author":"@matx6487","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"694d3228-48ce-42ff-b0d4-2d4604da330f","source":"youtube","source_id":"UgxOKZFb5lzhfGAIEQN4AaABAg","content_type":"comment","title":null,"body_preview":"This is gonna be a \"fun\" AAR lmfao. \n\nSweet Jesus when we learn how to be as good as the Ukrainians with drone... LAWD pain levels will see levels never thought of","author":"@jarretthuffin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"0bd76e78-f670-4c56-84e7-d84a837c75d6","source":"youtube","source_id":"UgzytCIZhK0efRLxtSh4AaABAg","content_type":"comment","title":null,"body_preview":"Finally some realistic drone training! I keep saying we should do stuff with drones instead of doing minewired obstacle/bunker for the umpteenth time, this isnt WW2, we would be lucky if we GOT that c","author":"@S-3131_g2","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"c9a6cb56-a5a8-4fef-9cdb-61efa5ff0523","source":"youtube","source_id":"Ugy9NlKKZ68ssyYnw0F4AaABAg","content_type":"comment","title":null,"body_preview":"Better to fail in training than on an aircraft carrier near the Persian Gulf, right?","author":"@diytwoincollege7079","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"4b083054-708d-4500-8f6c-f5be7d2f25e6","source":"youtube","source_id":"Ugxkn3T6Ppgw64L-4114AaABAg","content_type":"comment","title":null,"body_preview":"The force who is used to drone strikes on a bigger scale of drone with pred missiles going against a force who pretty much invented it. Yeah I wonder who would win.  Present and future warfare is kind","author":"@Flamingauss","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"0951544d-8742-4d25-a6c1-1d079d57a38d","source":"youtube","source_id":"UgwRDDYPjP31IXlwgfp4AaABAg","content_type":"comment","title":null,"body_preview":"Carson Beck still isn’t the worst NFL player in history.","author":"@austinshannon4197","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"76785405-831d-4765-95eb-08275211f50d","source":"youtube","source_id":"UgwQW0niQ9_bHd_nV4B4AaABAg","content_type":"comment","title":null,"body_preview":"Very hard lessons that the Ukraine army has learned on the field and passed on to its allies.  There are many that still say it's a waste of money and time to back them in the war.  I wonder if those ","author":"@viking8796","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"7626a41b-eb90-4e1b-905e-68a12a0ee21e","source":"youtube","source_id":"dZ1StvlCzMg","content_type":"post","title":"This U.S. Army Exercise Went HORRIBLY Wrong","body_preview":"This U.S. Army Exercise Went HORRIBLY Wrong\n\n#News #BreakingNews #Shorts #YouTubeShorts #NewsUpdate #Breaking #WorldNews #Military #MilitaryNews #USMilitary #Defense #Geopolitics #WorldEvents #Current","author":"Kagan Dunlap","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.22486772486772486,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dZ1StvlCzMg"},{"id":"72efc6ec-cfd7-476a-91db-605ab82698e5","source":"youtube","source_id":"Ugwfm32LRuX_gk0ymNh4AaABAg","content_type":"comment","title":null,"body_preview":"There’s zero chance I would put my kid on that bus lol how are they not canceling school for the day? Every place I’ve ever lived if it was like that school would just be canceled or at least the buse","author":"@Gracie_19200","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"c47f73ef-893e-4ea0-990f-24258ac2063d","source":"youtube","source_id":"Ugy4-kjC5jP0TABvL614AaABAg","content_type":"comment","title":null,"body_preview":"lack of common sense bewilders me.  He will get to the bus by waling 100 feet down the road where its not flooded","author":"@thisthat7238","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"0cf4d30f-3c87-45c9-90d0-cc021e1e0403","source":"youtube","source_id":"Ugy748qJu89XaN6CKx94AaABAg","content_type":"comment","title":null,"body_preview":"No matter what, they must be able to indoctrinate. \nHa.","author":"@Am0ment0fB","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"27219928-4909-428e-a773-c3eb9a4eaa76","source":"youtube","source_id":"UgypgFMGYC78uKA_riR4AaABAg","content_type":"comment","title":null,"body_preview":"How we gonna get to the bus? Boy idk walk 30 feet to the right where it’s dry","author":"@Harley365","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"2a1ad11c-da1d-44ff-b629-7cd8397877f0","source":"youtube","source_id":"UgwAa_sK4yEudimTZi54AaABAg","content_type":"comment","title":null,"body_preview":"I would not put my child on this bus or any in these weather conditions.","author":"@lorieannhardesty273","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"915082be-e5bd-47c0-8fbb-5f7c1cb1056e","source":"youtube","source_id":"Ugy-r0bn4i6j0o09H794AaABAg","content_type":"comment","title":null,"body_preview":"My kids would have been in bed asleep , they are not going anywhere while a flood is happening .","author":"@factsdntcareaboutu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"6d1954d1-1220-4c0f-b32d-ea236c4d31ad","source":"youtube","source_id":"UgxcmL8Jk3yJ_m9TsU54AaABAg","content_type":"comment","title":null,"body_preview":"Meanwhile Macon County, NC pays so poorly that we have a shortage and some routes genuinely don’t have a bus anymore","author":"@wyattandwill12","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"2f0baa32-e7b4-4f08-bd36-e7b4911d3783","source":"youtube","source_id":"UgxnS8NNt4BPPK8EFWx4AaABAg","content_type":"comment","title":null,"body_preview":"Our school buses are crazy cool machines! And such a lovely and considerate driver 💛","author":"@SoftcoreKarma","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"2394ecde-f990-40ca-939b-e67dab6819bd","source":"youtube","source_id":"UgyBDvfe-fwJLm_teud4AaABAg","content_type":"comment","title":null,"body_preview":"For real, what the is a matter with the school district for even allowing this. Complete idiots","author":"@billhighroller2469","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"7a02acd4-ecdc-4d71-9780-ffcd7337e7df","source":"youtube","source_id":"Ugw3a5R8uzTQ_O92pwp4AaABAg","content_type":"comment","title":null,"body_preview":"That's what's.  My daughter bus driving won't even stop if the kid saying you running out the door cuz you was late  by a little.","author":"@RissaLynn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"65c8f3de-ad29-4f89-8e52-3cc044b4d107","source":"youtube","source_id":"Ugz95j5OTuYnnrZ_JKF4AaABAg","content_type":"comment","title":null,"body_preview":"When I was a kid, I had to go to school during a hurricane. The 90s were LIT","author":"@AlexPlusScoobyDude","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"8290b005-1736-4825-8775-815ab4c22414","source":"youtube","source_id":"UgwrD65FNpK38TnXRSh4AaABAg","content_type":"comment","title":null,"body_preview":"If only we had the technology to wirelessly communicate important information like delays.","author":"@tystin_gaming","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"da506f2a-22da-44e3-9945-34759d3eb171","source":"youtube","source_id":"UgxS742tTyRGEphU5TZ4AaABAg","content_type":"comment","title":null,"body_preview":"Bus drivers in the 80's used 2x12 boards to get us across.","author":"@troy1594","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality","potential_false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"24553e6f-1967-4da8-81e2-2362405ae1d6","source":"youtube","source_id":"UgyZ-yHKvnk8HhucKyN4AaABAg","content_type":"comment","title":null,"body_preview":"Makes no sense the person in the school making bus decisions should be fired.","author":"@crehad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"9771c342-1263-4c4a-9f7a-f1c280f8b694","source":"youtube","source_id":"Ugwsk2azSIz_F_dSsVR4AaABAg","content_type":"comment","title":null,"body_preview":"....AND EVERYTHING WAS GINE BECAUSE THE ROAD WAS FREE OF WATER.....ONE.....BUS.....LENGTH....\nAWAY.\n\nPOINTLESSLY EMOTIONAL.  DUMB","author":"@xavariusquest4603","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"72b6024d-2490-4a94-82b6-f715d5c71ac3","source":"youtube","source_id":"KqeUySKKTrE","content_type":"post","title":"A first day of school to remember #shorts #foxnews #news #us","body_preview":"A wild scene unfolds on the first day of school in Muncie, Ind., as a school bus trudges through deep floodwaters, with water rushing inside when the doors open. \n\n#fox #foxnews #media #breakingnews #","author":"Fox News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","platform_fluency","absence_of_ai_signals","human_indicator_self_reference"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KqeUySKKTrE"},{"id":"48aabdcc-9c1d-4227-8796-f145720bd8ff","source":"youtube","source_id":"UgyhrQWtz0TEGwh7Z194AaABAg","content_type":"comment","title":null,"body_preview":"I know that I'd pass out, but i would still like to go!","author":"@clifford2427","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"bee67a74-ce96-4512-81a8-98a37e7c022e","source":"youtube","source_id":"Ugz5F6ttL4VofGce1W94AaABAg","content_type":"comment","title":null,"body_preview":"Taking damage part had me laughing out loud at the bar lmao","author":"@MiggyTypeR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"c53540c2-a29f-4675-9e21-4e2cd46346d7","source":"youtube","source_id":"UgwiMfDIuMHEmdWNTbJ4AaABAg","content_type":"comment","title":null,"body_preview":"It would be terrifying if you're the pilot and it happens.  Could be your last day alive.","author":"@GaryCarter-x9u","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"3424b77d-6094-4b61-809a-d6773bf7f6e1","source":"youtube","source_id":"Ugyg_T32v9BlOqkUyfh4AaABAg","content_type":"comment","title":null,"body_preview":"He got to ride on an f18, he passed out, and he came all the same time!? This guys living my dream!","author":"@DetoxNKY","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"f9652e97-68a5-4e7b-be7f-59a6d0a1b0e9","source":"youtube","source_id":"Ugyh4Mlb9TuqXEpFTG54AaABAg","content_type":"comment","title":null,"body_preview":"I'm old and shit, but now I want to know if I could take 7G.","author":"@JIMVINNY1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"95f50c88-310c-4a56-ac3f-e2391e5d90d3","source":"youtube","source_id":"UgxclEThYmOvDXDcruV4AaABAg","content_type":"comment","title":null,"body_preview":"It's crazy how us regular folk pass out IMMEDIATELY while pilots hold a casual conversation in these conditions. \nNot only that, in real combat scenarios they handle so much shit ON TOP of the g's....","author":"@quill9648","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"0871b81b-e7ce-4f8c-8a96-bf838e797cfb","source":"youtube","source_id":"UgxBp2ci7yzAKzk-DMl4AaABAg","content_type":"comment","title":null,"body_preview":"Every dude watching this: \"I'm not gonna pass out\"","author":"@aemeanraefeezaadeh6061","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"c00cc502-3873-4a87-b796-4310d0f679fc","source":"youtube","source_id":"UgwUooR-oHtFs6X_uQV4AaABAg","content_type":"comment","title":null,"body_preview":"Thought good griefs was flying a plane for a sec 😂","author":"@jerrymullins3179","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"6c2c8bd8-0037-47a0-ae37-7a968f51ceea","source":"youtube","source_id":"UgyHSTslXuPD74t9mKJ4AaABAg","content_type":"comment","title":null,"body_preview":"Pilots are different creatures man, pops was one. Tough motherfuckers that feel nothing","author":"@ohmyitscook","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"e1939736-2c45-410d-b911-6589a1f960a6","source":"youtube","source_id":"Ugw3LpKvoEyiiDDN9j54AaABAg","content_type":"comment","title":null,"body_preview":"If you do that with someone with heart issues or blood clots in the brain the will die..🙏✝️","author":"@dominictiesi227","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"89906713-c160-4ef3-ad0a-832ea50a7f13","source":"youtube","source_id":"Ugzw7PcSRfPip5ctiFd4AaABAg","content_type":"comment","title":null,"body_preview":"I can only imagine the reaction his co workers had lol","author":"@Tillamoookcheese","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"4a370272-5b81-4e06-b8cf-6f8cce20bff4","source":"youtube","source_id":"UgzqY3aypahGg_MegTV4AaABAg","content_type":"comment","title":null,"body_preview":"He might have passed out but I wouldn't consider it a fail because let's face it. 70% of the population would have a panic attack after waking up. (So roughly 90% of women and 25% of men)","author":"@hvip4","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 Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"31192187-ee48-4a05-85ca-51186e774b57","source":"youtube","source_id":"UgykjPpDR5FECD8d38t4AaABAg","content_type":"comment","title":null,"body_preview":"\"Hey wanna have a ride in my car?\"\n\"Sure how fast is it?\"\n\"So fast it will knock you unconscious in about 3 seconds\"\n\"No way............\"\n\"Yes way\"","author":"@Teenyweenybeans","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OP2414BUy30"},{"id":"59a8fcaf-8b1a-4058-a4b3-7250d6c8bcd9","source":"youtube","source_id":"UgwOWPDVmrmn8qoa6w94AaABAg","content_type":"comment","title":null,"body_preview":"If I ever get the chance I want the full burn. 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He pretty much forced a yes out of her by doing that. There’s no way she could have said no and finished the broadcast.","author":"@jasonovens4932","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_hxU6nmBVoU"},{"id":"8691b5c4-c33c-4a83-962f-cc824bd1eeff","source":"youtube","source_id":"Ugx6I6HxgyIKkZmqb1N4AaABAg","content_type":"comment","title":null,"body_preview":"They actually got divorced after she cheated on him. I live where this was 🤣","author":"@benstafford8617","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_hxU6nmBVoU"},{"id":"9fd6802b-18eb-4f3c-b0f3-e6f592e2ed02","source":"youtube","source_id":"UgyXUUGv2X0danRJ7N94AaABAg","content_type":"comment","title":null,"body_preview":"Statistically.... that m@n just made the worst mistake of his life..... once you sign that paperwork.... you take your entire future and place it precariously on the emotional swings of a w0m@n....  a","author":"@michaelthomas7645","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_hxU6nmBVoU"},{"id":"5f1b6670-e37a-4d0e-9baa-1e2ebba065fe","source":"youtube","source_id":"Ugx8xg0uNChmpfuLmHR4AaABAg","content_type":"comment","title":null,"body_preview":"I was about to say awwww how cute but the marriage didn’t last 😢","author":"@Bxtchsalti","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_hxU6nmBVoU"},{"id":"81261097-fedc-40ee-b464-d9a6a577cc32","source":"youtube","source_id":"_hxU6nmBVoU","content_type":"post","title":"News Anchor Gets Proposed to LIVE on Air and Completely Breaks Character 😭💍","body_preview":"This news anchor was completely professional one second and absolutely speechless the next. 😭 What started as a normal broadcast suddenly turned into an unforgettable on-air moment when a surprise mar","author":"Heartsnreels","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_hxU6nmBVoU"},{"id":"c8d15b0e-f049-401a-ae99-36a03679900d","source":"youtube","source_id":"Ugy0MorPuA5_lr0SV654AaABAg","content_type":"comment","title":null,"body_preview":"Worry about Flock LPRs is like pzzing in the ocean.  You are carrying a phone that tracks you, car GPS, Ring, dash cams, etc.  Even your Windows PC has GDID they even know what sites you go to.","author":"@supereven7658","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"2f54f8a7-1bf3-488f-9934-8f9f1e16d5df","source":"youtube","source_id":"UgzicMPI9qsyAcxxkRN4AaABAg","content_type":"comment","title":null,"body_preview":"America couldn't be beat by China, so they chose to become a surveillance state too","author":"@MrKalebur","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"8e3a18e9-9e59-4679-a9e7-19b853dcc009","source":"youtube","source_id":"UgxTx2cRopseAgHBalZ4AaABAg","content_type":"comment","title":null,"body_preview":"1,190 comments all noting the irony.  Thanks guys!","author":"@Etcher","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"1f37b2a4-cb6a-4fdd-a4f8-7d524b9f556b","source":"youtube","source_id":"UgytSPwVFYe2GtQn2yt4AaABAg","content_type":"comment","title":null,"body_preview":"Guys, trust me, in russia it all it started from cops given an ability to get any data (like mobile providers) bypassing legal mechanisms. This stuff should be illegal. 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They're almost 10 years old and have hundreds of thousands of cameras nationwide..","author":"@cheburashka-z2w","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"665d0e76-6809-4d9a-b919-42825d062d7c","source":"youtube","source_id":"UgwAyiH1AGnlUZYi3bd4AaABAg","content_type":"comment","title":null,"body_preview":"Voluntarily? Who volunteered to have their car captured by a camera?","author":"@virtualcuriosities","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"557773c3-da00-423b-a577-b5f4fae91dd5","source":"youtube","source_id":"UgyMN00bPvlFWNSf6LB4AaABAg","content_type":"comment","title":null,"body_preview":"My buddy says he tracks where his ex goes everyday, he loves Flock.","author":"@rehmsmeyer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"7025ca69-4aa3-4189-9338-8a1c7a5c9d43","source":"youtube","source_id":"UgyupjTtu6ES8YbUZV14AaABAg","content_type":"comment","title":null,"body_preview":"All it takes is for one congressman to get caught with his mistress for this whole thing to collapse.","author":"@rehmsmeyer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"1df02338-f070-454b-bb08-abcb2f955c0b","source":"youtube","source_id":"UgyXkISFCefK8ShULMh4AaABAg","content_type":"comment","title":null,"body_preview":"Literally 5 seconds into the video and I'm laughing out loud.","author":"@alieninstallation50","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"d7e4ab00-f1ff-43a9-ad0f-bac70a21f939","source":"youtube","source_id":"UgywEHTK8alYjXYgpwR4AaABAg","content_type":"comment","title":null,"body_preview":"Someone should bring order to the USA, wtf is happening. 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Considering most people are insanely stupid enough anyways to give up their entire lives and voluntaril","author":"@redbeard_raccoon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression","synthetic_empathy","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"b2ea341e-1eee-4596-b706-a29b09c8dbd9","source":"youtube","source_id":"Ugxm4og7KOefHwtrbDF4AaABAg","content_type":"comment","title":null,"body_preview":"Please tell me you have something about Axon cameras here in this video.","author":"@ativerc","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"a0bc2e21-c8ac-413b-a343-06c64e4af7e9","source":"youtube","source_id":"UgwAsxzaDhAzm8jyzaR4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder if they faked that \"package stolen\" video from the beginning. Red flags to me are A) propaganda is useful for them B) package is really tall making the video more interesting C) what kinda pa","author":"@modernalchemy9","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"5ac449ab-0306-4b39-8382-185cc287f7d4","source":"youtube","source_id":"UgyzssZ9zwG-ERkHIxp4AaABAg","content_type":"comment","title":null,"body_preview":"They casually out there building Person Of Interest's machine.","author":"@Kevin-jc1fx","classification":"human_created","confidence":0.7,"indicators":["cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"9bcbac2a-0bcb-44f1-9151-621ccee696ff","source":"youtube","source_id":"UgwkZ67Dx9FxqRwfEDN4AaABAg","content_type":"comment","title":null,"body_preview":"There is 50$ worth of gold and silver in those cameras. That's over 6 Million dollars there for anyone smart enough to get it.","author":"@ToroidalVortices","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","false_specificity","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=E7la7-dtfVM"},{"id":"12571970-9e22-4426-a927-e4ab56a53bda","source":"youtube","source_id":"UgxBRfRjyEroGP-R8gF4AaABAg","content_type":"comment","title":null,"body_preview":"If China did this, America would call it an authoritarian surveillance state. 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juguetes","author":"@KAROLINAORTIZORTIZ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qdRBpzaNL9w"},{"id":"4c5a192d-0a2f-40b4-81c1-e74b42b08ba3","source":"youtube","source_id":"UgxlUCxuXYdILKiSCFZ4AaABAg","content_type":"comment","title":null,"body_preview":"Y no solo coraline como el extraño mundo de jack o el cadever de la novia se hicieron asi con stop motion y aveces dura mucho tiempo para ser exactos 3 semanas o 15 meses o no recuerdo cuando se puede","author":"@JoselynLopez-f9e5l","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 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🤨","author":"@gapi1-h7m","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0.6439560439560439,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FMJaxVNJeQY"},{"id":"88afe131-d676-4fb9-a6cd-10bee6f58c59","source":"youtube","source_id":"Ugzd3CWLg9FT9FmJde94AaABAg","content_type":"comment","title":null,"body_preview":"It Sounds like the sound from work at a pizza Place when you use the phone item 🤣","author":"@gapi1-h7m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","cultural_references"],"bot_score":0.6439560439560439,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal 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megabytes","author":"@cimnar","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FMJaxVNJeQY"},{"id":"0440b8b5-0e17-4d75-8718-dc0a8ea684c9","source":"youtube","source_id":"UgwNPblR0Izb0pzV0zh4AaABAg","content_type":"comment","title":null,"body_preview":"Guys btw the gospel of Jesus Christ is that a died on the cross for you AMEN❤❤❤❤","author":"@Anna.S_5","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal 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made😂","author":"@RelatableMomments","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FMJaxVNJeQY"},{"id":"efac4630-54ce-4557-9440-15613309f1c1","source":"youtube","source_id":"Ugwf8aGt-QMKiiD8_t54AaABAg","content_type":"comment","title":null,"body_preview":"I’d also stick with my dads new iphone 17 at home cuz he always gives his phone to me","author":"@starCat_M","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal 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My buddy had an iphone 3 in middle school which he got from his mom when she upgraded.","author":"@jakobthonen9411","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FMJaxVNJeQY"},{"id":"bb5e15f1-c9cd-4c15-89bf-c5bc97265c29","source":"youtube","source_id":"UgwCwYae7EPm_r169gR4AaABAg","content_type":"comment","title":null,"body_preview":"8gb is enough storage for that phone because the photos it takes are super low quality and don't take up much storage. Also most apps are no longer supported.","author":"@Fabster_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FMJaxVNJeQY"},{"id":"e1470e5d-abd2-495b-9c20-1e462579b642","source":"youtube","source_id":"Ugwo-b3BVUcXOlyY8894AaABAg","content_type":"comment","title":null,"body_preview":"Sucks that you can’t use YouTube On a old iPhone :(","author":"@Planet_Neptune-Roblox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FMJaxVNJeQY"},{"id":"1453e0da-e6b2-4e1a-9ff9-57f7704bc954","source":"youtube","source_id":"Ugz7Rs6nbdSoKnGevAJ4AaABAg","content_type":"comment","title":null,"body_preview":"\"I bought the first iPhone\" Proceeds to show the features of the 61st iPhone","author":"@MrCheese108","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_or_observation","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FMJaxVNJeQY"},{"id":"30601a26-0d21-4f27-b7f0-bc39af9c1aa3","source":"youtube","source_id":"FMJaxVNJeQY","content_type":"post","title":"I Bought The 1st iPhone","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 #iPhone #iphone1 ","author":"Sambucha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","hashtag_usage","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FMJaxVNJeQY"},{"id":"2a0ea58e-f70a-42f0-9d88-4af043a4c04a","source":"youtube","source_id":"Ugzo7hxJP4IUShdY1y94AaABAg","content_type":"comment","title":null,"body_preview":"If Flock cameras are allowed to go up at least we can have cameras in our AirPods 😂😂😂","author":"@sheawieder7608","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wbBy1KXj5aM"},{"id":"73799abc-7c24-41b2-b9e2-366a2b4dde24","source":"youtube","source_id":"Ugwo6QKmEjD5CLl8sZt4AaABAg","content_type":"comment","title":null,"body_preview":"Foladable iPhone will be higher than MacBook Pro ultra max price. 🤣","author":"@SrikanthPRABHA7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wbBy1KXj5aM"},{"id":"ae6a7095-7685-4593-877a-56ebc1ba3d4b","source":"youtube","source_id":"UgwgvtbtPuu_mRv3_Od4AaABAg","content_type":"comment","title":null,"body_preview":"The ultra will be a game changer for my business. No need to take a laptop with me on the road to input info after a customers job is completed.","author":"@paulpaczkowski7815","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_benefit","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wbBy1KXj5aM"},{"id":"0f527e78-d399-4136-ada6-6c78dfc4c933","source":"youtube","source_id":"Ugw7LjXtthxcoqzr9wh4AaABAg","content_type":"comment","title":null,"body_preview":"Ты врёшь как дышишь! Откуда ты знаешь будет ли складка на экране iPhone Ultra? К чему этот тупой видеоролик?","author":"@LeicesterTemple","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wbBy1KXj5aM"},{"id":"e8ac1cb5-3b36-402a-8e6f-d73739233ef5","source":"youtube","source_id":"UgyJJuDYr8WXBm-l0Bx4AaABAg","content_type":"comment","title":null,"body_preview":"The same crap. Only slightly better than the previous lmao","author":"@BobRossEdits","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wbBy1KXj5aM"},{"id":"ba9d8885-a73d-405a-91af-a6b2e8248251","source":"youtube","source_id":"UgxxII-X9Thx6YlW-uJ4AaABAg","content_type":"comment","title":null,"body_preview":"They putting cameras on the wrong stuff. 11 years and we still can’t FaceTime from our watches. 😂","author":"@evanalmighty555","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wbBy1KXj5aM"},{"id":"75a638aa-2cba-40e7-b6e4-0080f3e05be7","source":"youtube","source_id":"UgwxKJN_Ek8ulsmsfNF4AaABAg","content_type":"comment","title":null,"body_preview":"1:04 I still can't see the unified coloured back. There's still a different coloured block on the back?","author":"@parv09955","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.6351648351648351,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wbBy1KXj5aM"},{"id":"7e0c0c57-05cd-4569-b6be-8cae1f42f412","source":"youtube","source_id":"UgzdOuypeX5XHnACfC54AaABAg","content_type":"comment","title":null,"body_preview":"4:34 yep I really needs that satellite 🛰️ connectivity. 🤦🏽‍♂️ my phone starts loading as soon as he mentions satellite","author":"@pewpew-333","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wbBy1KXj5aM"},{"id":"23670479-f37d-4cfc-842a-2cc81717d732","source":"youtube","source_id":"UgzXmKBAv-rUNxQkoUN4AaABAg","content_type":"comment","title":null,"body_preview":"Where and when is the Apple watch with blood glucose sensor coming out?","author":"@drjegas","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_absence"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wbBy1KXj5aM"},{"id":"30411697-d1db-4d48-a577-4bc6f4b41735","source":"youtube","source_id":"UgwA-lwotThvIKepRrt4AaABAg","content_type":"comment","title":null,"body_preview":"Jesus Christ - is every Apple centered channel now repeating the same stupid 10 \"September event\" facts forever? I have heard the same crap now at least 30 times. 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At least I don't have to sit through any \"format wars\" again.","author":"@Phase52012","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"91447943-5a6e-4cda-bef1-e40e42a34f6b","source":"youtube","source_id":"UgysviHuHCWWz0wJtFR4AaABAg","content_type":"comment","title":null,"body_preview":"People are always afraid of change and this is the perfect example","author":"@Jc-pu3cx","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"aa822e4a-69f2-44f1-9457-930b9e1e792f","source":"youtube","source_id":"UgzLaKEhAXXbfNuT97h4AaABAg","content_type":"comment","title":null,"body_preview":"Out of topic but , when will you start benching and creating real life expectations for runinng local Ai , using lm studio, unsloth desktop app and the like.","author":"@Shavi-y2x","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"be66fd36-e3ae-40d8-8f3a-3cb610518227","source":"youtube","source_id":"UgwvZprsry9B_-GVTpN4AaABAg","content_type":"comment","title":null,"body_preview":"I remember buying hundreds of 💿 from FRYS electronics and burning movies,  music cds. 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The CD had the game data on track 1, the other tracks were raw Audio CD playable on any drive. It was awesome. The game itself would play those tracks after","author":"@lfla0179","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"39d9fa70-3e9c-4a6b-9fef-6b84c8fbc41e","source":"youtube","source_id":"UgxHniJxAEnpvE8rTeR4AaABAg","content_type":"comment","title":null,"body_preview":"Okay! This is pretty dang cool! I’m super excited about this video series and I’ll have to preorder some discs!\n\nI’ll tune in and be ready for part 2 when it drops!","author":"@paulhopson7603","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"1f136d71-9e17-470d-b851-aa2f612dfbe0","source":"youtube","source_id":"UgxyFd3a3-f2_BhgOPJ4AaABAg","content_type":"comment","title":null,"body_preview":"Acts and dances only the ancient ones will understand\n\nMan, I remember fiddling with Nero to burn discs. Having an already slow PC for the time, I had to wait about 20 minutes for the disc to finish b","author":"@Xch3l","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"7f6c3ed1-c8e6-4efc-b8f1-70bd512cd6d0","source":"youtube","source_id":"UgxHA2Cpn4QGBwJSUzd4AaABAg","content_type":"comment","title":null,"body_preview":"They don't know what we want; they only know what makes them more money!\n\n                                                             FS !!!","author":"@SpinStar1956","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"447453fa-fdf1-489b-b8a5-78ecdccd576a","source":"youtube","source_id":"UgxSZLvUcU1p9kQGAH14AaABAg","content_type":"comment","title":null,"body_preview":"I'm a librarian who manages the digital collections site of my large urban library. 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But replication is not a an outdated form of disc production. That’s the standard for discs sold at retail. Commercial disks all use replication by way of glass molds. PlayStation games, ","author":"@JitterBob","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"6cf36fb8-0008-45d6-9a0d-66e25b89591f","source":"youtube","source_id":"UgxubuFDU7VNXQQbwMN4AaABAg","content_type":"comment","title":null,"body_preview":"I look forward to the revitilization and further advancement of optical media with modern technology","author":"@Dommicchi","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"d71239a6-3623-4821-ae8f-fcb889441e3e","source":"youtube","source_id":"UgwFM6nBayadjnQ76zR4AaABAg","content_type":"comment","title":null,"body_preview":"If we bought it. We own it. It isn't piracy if we paid to own it in full. The companies have been commiting fraud for years. Now, it's our turn for us to right a wrong. That our own government represe","author":"@brianre6595","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"3cb4cef0-d735-4d93-b9fd-68d0f4735209","source":"youtube","source_id":"UgwLBQ-FmxmEOOXHa594AaABAg","content_type":"comment","title":null,"body_preview":"Let's all celebrate 1 year of being BLOOMBERGED! Working on the disc maker has been a fun way to calm my nerves after speaking in front of town council about AI surveillance. We'll have that coming up","author":"@GamersNexus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","self_reference"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"a46fa7cf-e3f6-4323-9407-d5f996e4516c","source":"youtube","source_id":"0_9CgZZry5c","content_type":"post","title":"F You, Sony | Bringing Back Discs & Learning a Lost Art, Pt. 1","body_preview":"GRAB THE DISCS ON THE STORE! They will begin shipping by December 1. https://store.gamersnexus.net/\nWe're going back to the physical media age as an educational exercise to learn how discs used to be ","author":"Gamers Nexus","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions","transparency_statements"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0_9CgZZry5c"},{"id":"b70b9b54-ddf6-4f41-86c2-8164cef7f601","source":"youtube","source_id":"UgxZx-6FqcTuH3LRXqh4AaABAg","content_type":"comment","title":null,"body_preview":"What's this man samsara future in PlayStation 6 that nobody even plan for it to create in 2028","author":"@Mr-King362","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"8809a66e-dd87-47f2-8b6f-e33db8b115c3","source":"youtube","source_id":"UgyZFxNkV5nhsg67ip14AaABAg","content_type":"comment","title":null,"body_preview":"I have ps5 pro and has no disc area as well but I bought disc area from Amazon and boom and bought 1 controller  for it and boom a ps5 pro that has a disc area and 2 controllers","author":"@UFR00lz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"13e7a18e-f12f-47ce-9028-da0e976d7328","source":"youtube","source_id":"UgzX6HcdeZAyHnIIDoV4AaABAg","content_type":"comment","title":null,"body_preview":"It might solve stick drift ,but one fall your paying Sony a 100 bucks","author":"@ManbirA-x2h7l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"79f3e218-d4a8-48d5-86b7-0dd480ceab2c","source":"youtube","source_id":"UgzUcCdB-VQGct5r0GV4AaABAg","content_type":"comment","title":null,"body_preview":"The first redflag sign was when ps5 got released in 2020 and it looked exactly like an Xbox even the controllers are designed like Xbox controllers🤦‍♂️.....\n\nThe ps6 could be much worse.","author":"@The-Dynamic-ART","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"56cf5b18-2c51-4f3b-ac0e-325dc8f7e8fd","source":"youtube","source_id":"UgxlOEO--jbQSlu7cnp4AaABAg","content_type":"comment","title":null,"body_preview":"My honest opinion (no offense) I personally like the idea of an all-digital PS5... but the idea of an all-digital PS5 controller is terrible. Imagine spending so much on a gaming disc and after ur don","author":"@ClareFrancis-h5c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"975f2fb1-ee17-4618-9cc5-c7797941e179","source":"youtube","source_id":"Ugzz0za18OckGJpaTVJ4AaABAg","content_type":"comment","title":null,"body_preview":"soon we will have a dongle you plug into your TV to stream games instead of a console. Blame it to A.I companies since they buy all chips. There was a number like one cluster of racks is equal to 8000","author":"@Chilluminium","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 Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"b7a26851-5f84-4100-9fc7-f47cf0621ea5","source":"youtube","source_id":"UgxX4iliIAMCntCHjrx4AaABAg","content_type":"comment","title":null,"body_preview":"I don't want this to happen I have a PS5 right now love it so much so I hope they never had this ever","author":"@AwsNashwan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"d12002d4-360f-4f63-945f-74e86496030b","source":"youtube","source_id":"UgwmwHFYYDIYHGpcjnV4AaABAg","content_type":"comment","title":null,"body_preview":"U will have to look on controller half the time to make sure u pressed desired button while playing.","author":"@officialskyqueen360","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"e6d12469-308b-4815-9ab1-31fc39abdd61","source":"youtube","source_id":"Ugwx5nC16RB1RDYTvHp4AaABAg","content_type":"comment","title":null,"body_preview":"Stick Drift: LETS GOOOOO NO ONE IS REPLACING ME HAHAHAHAHHA","author":"@RageBaiterRaging","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"9ee8db32-88b3-4480-9a2d-20c80e9f294f","source":"youtube","source_id":"UgyLu3v9NuYvSgzP5tp4AaABAg","content_type":"comment","title":null,"body_preview":"The ps5 will be my last console done with Sony just going to repay all my old games and to be honest the games back in the day are better  they just have been recycling the same games over and over an","author":"@jessejackson9727","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"a5dffa9e-c864-4da3-81ba-e67d3970be9a","source":"youtube","source_id":"Ugwqg6VrswcNPYgqb554AaABAg","content_type":"comment","title":null,"body_preview":"Thus us cap. The ps6 controller will only be 30% screen","author":"@Akatsukionly-n7z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"df0ce467-e43c-4012-8449-729820b37297","source":"youtube","source_id":"Ugypg6dhEeYDh_W-Gr14AaABAg","content_type":"comment","title":null,"body_preview":"So you need to pay money to unlock the buttons😂\nWhen i think about, they even could lock-up your controller because of any reason.","author":"@Gibdo8888","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"cd294454-224d-4aef-8504-6399d6369811","source":"youtube","source_id":"UgyVJUzbwYu4VDZYWdd4AaABAg","content_type":"comment","title":null,"body_preview":"The only thing That’s not true, the disc ps5 works as digital and disc not works only with a disc and they would remove the disc In 2028","author":"@gamerxxxx5832","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"b969a553-4eef-4ff9-811a-b78ed670ddbb","source":"youtube","source_id":"Ugzi71ckHXTosmsYSOZ4AaABAg","content_type":"comment","title":null,"body_preview":"Look im nit slandering but ps5 solos im not slandering it's just better in my eyes","author":"@thewind12390","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"48b953f9-0007-4133-8c43-088de11ae8da","source":"youtube","source_id":"UgxLtprCVi9TkKX6Fnh4AaABAg","content_type":"comment","title":null,"body_preview":"Clearly has never heard a ps4 play any high graphic game","author":"@EmPThree","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"450c90e9-2d21-48b9-a27b-9c7fe313d869","source":"youtube","source_id":"UgzLuEzbWK1t-ES9LFl4AaABAg","content_type":"comment","title":null,"body_preview":"I think it’s cause you don’t really use it, so it’s been collecting dust in the fan","author":"@Xotic_24","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"93d088db-84cb-4a1c-921e-03534cedf3ef","source":"youtube","source_id":"Ugzu-mxTEYwxSvIoDyN4AaABAg","content_type":"comment","title":null,"body_preview":"It’s because you have your PlayStation stuck in the cabinet blocking the fans cause mine is quiet","author":"@JayceonSostre-1026-9","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"0ae2b358-4818-45a9-af43-cb7d2588f20e","source":"youtube","source_id":"Ugyu0izQhFIXeaviiVN4AaABAg","content_type":"comment","title":null,"body_preview":"Holy Nintendo glazer. The Nintendo couldn’t even handle booting up Spider-Man 2","author":"@tjdman10","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"2bd793b6-3c41-42b5-a590-43f475893ef4","source":"youtube","source_id":"UgxCJhfUTZNl_fDqX-54AaABAg","content_type":"comment","title":null,"body_preview":"Look, I understand the switch to is a good console overall, but the switch has more accessories and stuff than the PS5 the switched tools over in wall power the PS5 is stronger than the switch to an o","author":"@GentelToad","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"502766e7-0831-4ac3-b253-acb2a4bfd52b","source":"youtube","source_id":"UgzxVTN5BukDPoo5B5l4AaABAg","content_type":"comment","title":null,"body_preview":"Be careful not to put consoles in between shelves because you're trapping the air air causing a heat box causing consoles to have very loud fans","author":"@Daniel-x6w7u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"32f5c6ed-5510-47e9-9355-b904245f9cc0","source":"youtube","source_id":"UgxcWBDVfDmJyaA4qOR4AaABAg","content_type":"comment","title":null,"body_preview":"Does the ps5 have a twin turbo supercharged v12 engine in it?","author":"@LeeJunior-q2k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"cc17c4eb-bb57-4416-b9ea-bbc90737d8f4","source":"youtube","source_id":"UgyvtCcsBCTerrYuvDd4AaABAg","content_type":"comment","title":null,"body_preview":"Bro need to clean the fan gng that's thermal paste died decades ago","author":"@Guy-q3y2s","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"bc7879c8-437d-4b86-b012-f17a8726ac2b","source":"youtube","source_id":"UgwMxCCXV-TbkgJVU4t4AaABAg","content_type":"comment","title":null,"body_preview":"Bro thinking the ps5 is loud, while the ps4 is alrady taking off and flying away","author":"@Rouxls_on_Kaard","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"0897e700-efa8-4889-9635-8ee1e1315b98","source":"youtube","source_id":"gTSzlwHPPxo","content_type":"post","title":"Switch 2 vs. PS5...","body_preview":"#switch2 #nintendo #nintendoswitch #cdotkom #gaming","author":"cdotkom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gTSzlwHPPxo"},{"id":"caf02cd4-a0f6-4dd2-8f5f-b208b4e5efd6","source":"youtube","source_id":"UgzsMQe79FGOLM7Q2ft4AaABAg","content_type":"comment","title":null,"body_preview":"Repairing stuff exactly like this is what my apprenticeship was all about \nUnderstanding, building and calibrating my first voltmeter with a 3.5digit and 1-100V scale was a milestone \nNowerdays i can'","author":"@deanm9643","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"a46bfa2f-bc92-449d-b40b-93c3721fa31d","source":"youtube","source_id":"UgwljbZlfi-rz_H_rhx4AaABAg","content_type":"comment","title":null,"body_preview":"I swear you're not old enough for half of your musical references.  Do you have an older sibling?","author":"@bradquinn2859","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"17b56e95-7060-41a5-a2b6-2e62cc6cda17","source":"youtube","source_id":"Ugwfwrdw-qUC0vL4CeB4AaABAg","content_type":"comment","title":null,"body_preview":"For the younger viewers, winamp was a music player...","author":"@ociemitchell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"d5894083-5e33-4391-aebf-c2895ebf8c78","source":"youtube","source_id":"UgwyGKq6Kai0Y0LBqtB4AaABAg","content_type":"comment","title":null,"body_preview":"Young enough to hear the high hats … I felt (but didn’t hear) that.","author":"@Doug_JB","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"c867f5a9-181b-4c41-ae4c-05c07c188b63","source":"youtube","source_id":"UgwyjxUWYeq8AwpH82F4AaABAg","content_type":"comment","title":null,"body_preview":"I got a nerdgasm immediately when I saw THAT many through-hole components crammed into that f***ing thing. Clearly with a lot of love and care.","author":"@22222Sandman22222","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"97818dc6-0c51-449e-8f53-619291d22f51","source":"youtube","source_id":"UgxKvhBYaTEZZMOFDwF4AaABAg","content_type":"comment","title":null,"body_preview":"Not that it's awesome Science or anything, but I still have & use the 5-piece Optimus stereo system I bought at my local Radio Shack back in the early 90s - receiver, duel cassette deck, 6 disc CD dec","author":"@liferlogistician6292","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_anecdote","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"f56abfb9-23c4-4dd6-b4ba-4e9c69cba67d","source":"youtube","source_id":"UgwEsdTAUjtKRcQOIl94AaABAg","content_type":"comment","title":null,"body_preview":"That thing is pretty amazing!  But let’s see that microphone!  It looks like an actual real 1/2” measurement mic.  Is it?","author":"@big_whopper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"f108f10d-4dfa-4fd6-aded-2413bd301098","source":"youtube","source_id":"Ugy49KDTFEegV9dcP_x4AaABAg","content_type":"comment","title":null,"body_preview":"Oh my God, I've used one of those. Thank you for the trip down memory lane","author":"@oldschoolnewsguy","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"ddad586d-2b8f-44aa-b973-2ae136efb1de","source":"youtube","source_id":"UgxTtVkVogtgxET8Gjd4AaABAg","content_type":"comment","title":null,"body_preview":"I have one of those sitting somewhere, probably in my garage in a road case from the days that I used to work tuning movie theaters. The Nica batteries that were originally in it, I replaced with nick","author":"@IamTedV","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"d9ac344b-8d4f-4483-a90a-bf71cedf648d","source":"youtube","source_id":"Ugwa22jInbw48D1N4nV4AaABAg","content_type":"comment","title":null,"body_preview":"\"More patience ðan you and I.\" Not me. Ðat's my 'tism. My first time soldering was 1981 at age 5. 😊","author":"@taitano12","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":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"542b11d6-f35b-431d-9c64-12dd3b9495d8","source":"youtube","source_id":"UgxVtTD-weAs7-tfvkd4AaABAg","content_type":"comment","title":null,"body_preview":"The inside reminds me of a TI SR51 calculator. My friend got one sophomore year in high school. It definitely had some heft to it. We opened the case one time, just out of curiosity . It was packed ti","author":"@John-ro2yk","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"4f640a6c-bc45-44cf-8efb-f47594f08000","source":"youtube","source_id":"UgziIWVYWcxK45q36hF4AaABAg","content_type":"comment","title":null,"body_preview":"The moment I let myself drool in awe, you show an even more mind bogglig shit. Please never stop.","author":"@Wertziot","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"30813ae2-78a8-4e96-ae7f-9ac5650a7630","source":"youtube","source_id":"UgyubvyG7RhMPi5gtEt4AaABAg","content_type":"comment","title":null,"body_preview":"I remember equalizers and analyzers. Mostly from back when Macy's had an electronics section, and so did Gimbles, Alexanders, and all those other places that people now only know from that movie with ","author":"@UnanimousDelivers","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"c3f54b01-39e9-46f3-a2ef-63eac467fbf5","source":"youtube","source_id":"UgwNNrY9TQCV_sCOTJJ4AaABAg","content_type":"comment","title":null,"body_preview":"WINAMP and its visualiser and a pirate trove of empithrese  \nThose were thee loses that hurt most when my laptop kicked open the front door and left my flat 😭🦜 gaaar!","author":"@stoatystoat174","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"0f097595-078b-4c09-896f-784a904069ba","source":"youtube","source_id":"UgxYiIlRKa42suVBaR54AaABAg","content_type":"comment","title":null,"body_preview":"Dropping winamp as a comparison like genz even knows what winamp even is","author":"@viejotech","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"89c5a2c7-7960-467f-92b4-6c9d0ef1b8a0","source":"youtube","source_id":"UgzyCnr9HWDoW4kxDnh4AaABAg","content_type":"comment","title":null,"body_preview":"U should come to Knoxville sometime. I don't go out but for u I would. Let's hit the Joe","author":"@CaptainWard-f4r","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"7f1449a5-37c5-406e-aa3e-57e462130a1b","source":"youtube","source_id":"UgygD1-8e5RZi3RK8Y54AaABAg","content_type":"comment","title":null,"body_preview":"I wish these were more common in modern equipment. I just want the display with a single channel input and 12v variable power. As you say a robot in seconds, yet somehow  there is only absolute garbag","author":"@Goliathaudio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"69a48f5a-28e8-4cfe-9175-66e6ba2d067b","source":"youtube","source_id":"UgwrKfSpjyXvTD1qxSF4AaABAg","content_type":"comment","title":null,"body_preview":"That thing is the CADAC of spectrum analyzers!  Have a Rane RA-27 slot analyzer at home.\n\nGot gifted a bunch of blue \"For Rectal Use Only\" pill bottle stickers!  😇😱😱😱","author":"@2fathomsdeeper","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"f6776211-454f-402b-b0ab-1f6e6f10a43f","source":"youtube","source_id":"Ugxrs0LGCC9GvbF7b3F4AaABAg","content_type":"comment","title":null,"body_preview":"90 and early 2000 electronics was neat. And everything was sent with schematic diagram, so You could easily repair it.","author":"@norbert.kiszka","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"5583d6ba-6fb1-4ce2-986f-2fbc1375feda","source":"youtube","source_id":"UgwiZh4-uOn6lltZeod4AaABAg","content_type":"comment","title":null,"body_preview":"Chris, can we get the cat on a hoodie? It's only on t-shirts on the website.","author":"@nick-kqi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"c846afe5-8caf-4df4-b842-961d30e25feb","source":"youtube","source_id":"UgyCB3liX58nVOMQ5Ll4AaABAg","content_type":"comment","title":null,"body_preview":"\"NOOOO 🫪 THAT WASN'T MEEEE 👀👀 THIS TIME 🫪\" was funnier than it should have been","author":"@spencerpotter05","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"ff3b17e8-ef8a-40e6-94dd-17fda67247d3","source":"youtube","source_id":"UgxRlM4gmIaDbB8Xi_54AaABAg","content_type":"comment","title":null,"body_preview":"Winamp, it really whips the llama's ass... God I'm old...","author":"@Gorphee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"37aab68e-247c-42bd-8d57-b08f7ca5be23","source":"youtube","source_id":"UgyLV2jhooJz3pnLeHJ4AaABAg","content_type":"comment","title":null,"body_preview":"mfs actually made a cedar one display irl in the 70s","author":"@claythefoxx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"7c12d533-9d6d-480f-a513-1ea4b6d6926a","source":"youtube","source_id":"sN0Zf2rLWys","content_type":"post","title":"Ivie Electronics IE 30A #chrisboden #comedy #audio #engineering #spectrum #analyser #tech #led","body_preview":"NEW LIVE CHANNEL - https://www.youtube.com/@chrisbodenlive/streams\nAnd come hang out in the Discord! https://discord.gg/RGkCS4JApw\nGet the T-shirts here! :) bigbeaverenergy.com\nHere is my Patreon http","author":"Chris Boden","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sN0Zf2rLWys"},{"id":"35ab0bf1-6ff2-49f4-93b9-aa0d22429bbf","source":"youtube","source_id":"Ugxpw4jGn8kharnjRoF4AaABAg","content_type":"comment","title":null,"body_preview":"You have a phone a computer, a camera, and a mic.And that's all I know , you know , more get real , you're watched. The only place you're free is in your own brain.","author":"@sonyakirk8479","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"34878c82-4386-4228-a6c6-bac48a6a79bf","source":"youtube","source_id":"UgzLKQudip1S86eo_Xd4AaABAg","content_type":"comment","title":null,"body_preview":"I unplugged mine years ago.  We already have our phones which are listening devices.  Big tech knows pretty much everything about us.  I, for one, work hard to minimize that, but I know that it's impo","author":"@ryan4327","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"044a228c-6df2-4f75-b9e3-659c5cd232c4","source":"youtube","source_id":"UgxubSnTXRA3Y8qKlDF4AaABAg","content_type":"comment","title":null,"body_preview":"And now areas close to data centers that have \"smart\" thermostats are being locked out so you cant make changes so that data centers control the grid. Never, never, never install anythint \"smart\" in y","author":"@Blade51","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"7cfa7774-a354-4fee-a888-853b4c3bbabf","source":"youtube","source_id":"Ugw8ElfDZdr6uxDn24N4AaABAg","content_type":"comment","title":null,"body_preview":"I was having a conversation with two little boys I nannied for about what their favorite m&ms were. Later that night their mom called me and asked if I had added a bunch of m&ms to their alexa shoppin","author":"@Notthatmarykay","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"41e0fcff-a40e-4ad3-b8b2-aed7810d2b55","source":"youtube","source_id":"UgyWkQedNdlgdWCXnP94AaABAg","content_type":"comment","title":null,"body_preview":"I can be talking to my wife about something, turn on youtube, and there it is","author":"@SwingVoter-hz6nn","classification":"human_created","confidence":0.7,"indicators":["natural_digression","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"92dd7594-3061-465b-a498-63efcdf383aa","source":"youtube","source_id":"Ugz2S8YnEfwdnaNXHap4AaABAg","content_type":"comment","title":null,"body_preview":"Get this...I also don't have any Internet subscriptions at my home, and no cable service 😁. I actually haven't watched TV for over 2 years. I haven't missed any of those things 😊.","author":"@kellyreish","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"15ce8210-167f-4cfd-ae9d-b1baf6b3fd60","source":"youtube","source_id":"UgxVnrPjD6OwmMXFHe54AaABAg","content_type":"comment","title":null,"body_preview":"My husband’s sister and husband gave us a device, we thanked them for it and promptly gave it to charity. They constantly ask questions of it and interact with it but we would rather use our brains to","author":"@tastx3142","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"356045f2-763a-4794-be41-8451630518cc","source":"youtube","source_id":"UgyD1kHxnF_eu92SVbp4AaABAg","content_type":"comment","title":null,"body_preview":"Google home also spies. I was talking to my family about a type of product. Later on that day I got recommendations on my phone for those products. I guarantee you they're listening","author":"@kimleone5496","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","absence_of_personality","suspiciously_balanced","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"a1055ea2-3256-4108-aa15-2fac8dfccdfc","source":"youtube","source_id":"UgxmeN-R968AYA8cgJx4AaABAg","content_type":"comment","title":null,"body_preview":"Phones are similar. Don't need Alexa. Any of those devices that you just talk to is weird.","author":"@celeste9397","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"e88cc199-edb0-4993-955d-52cfe5c277c0","source":"youtube","source_id":"Ugw3sJphkLPXpFfXq954AaABAg","content_type":"comment","title":null,"body_preview":"The “package” it was getting ready to send was probably sounds it would play to brainwash its hearers while they sleep.","author":"@mamabel5986","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.7934065934065931,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"78ddee64-5f2b-47c3-8fd0-2db55365ffcd","source":"youtube","source_id":"UgzZy22_dEWairvsL154AaABAg","content_type":"comment","title":null,"body_preview":"And what was Alexa’s answer as to how it knew he was in nursing school?","author":"@mamabel5986","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.7934065934065931,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"8d53e477-9d69-414b-83aa-ad176e57fb0c","source":"youtube","source_id":"UgxhtwaA3VPoY5L9f5R4AaABAg","content_type":"comment","title":null,"body_preview":"So why did they sit there with it on for so long?? Why do people leave this shit on 24/7 in their homes??","author":"@jennifers.3818","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"8e68dd54-c3af-4c60-bd69-ea096f5efe22","source":"youtube","source_id":"UgzfUX-MIGw-pvRkCN54AaABAg","content_type":"comment","title":null,"body_preview":"Fuck all that. I'm never having this shit in my home.","author":"@Lightwooden","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"e51894f3-6d54-4893-ae76-8c76ddb96d13","source":"youtube","source_id":"UgxVRo09F52c2P8xGat4AaABAg","content_type":"comment","title":null,"body_preview":"My husband ditched all ours years ago because he knew it was listening even when he didn't address it. But the first one is creepy about sending a \"package!\"","author":"@tupelohoney622","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"5d5e2a5a-fa8a-4eef-a957-39157506b548","source":"youtube","source_id":"UgyTUWEz1fF-idsDkmh4AaABAg","content_type":"comment","title":null,"body_preview":"Why in the hell do you want Rosie the robot in your house when all it does is listen into your life we all know that this shit saves the data and we all know that this shit is tied to something else","author":"@glynndove9511","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"e25cb980-43fe-40b8-887c-a56aa8318d8d","source":"youtube","source_id":"UgzTBeTd-LUvHjwgb014AaABAg","content_type":"comment","title":null,"body_preview":"Not,  Alexa making better apologies then any boyfriend EVER","author":"@mariap2008","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"6c09d370-8858-42bf-b753-68b493198778","source":"youtube","source_id":"UgxoDE69MnS8BT5cYBF4AaABAg","content_type":"comment","title":null,"body_preview":"This is why I don’t have anything with Alexa in my house unless it’s unplugged","author":"@Lo-N-MaevesMommom","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"d10a478c-6c94-4d3c-956a-f4f8d898b45b","source":"youtube","source_id":"Ugz0GrXliFCe_uusL4t4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah I don't have one of those in my place I'm old school","author":"@Brimo2336","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal 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It just depends on if you have the testicular fortitude to go get them.","author":"@Shivris","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=12fXUIDxa6k"},{"id":"c6b915ab-e858-4bff-8d1c-6e6ca8c6dca4","source":"youtube","source_id":"UgxjEA8LHvhJ745JB0l4AaABAg","content_type":"comment","title":null,"body_preview":"Remember this when the AI bubble pops and they come come crawling back to us","author":"@ohn9ne","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal 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i","author":"@Nafran1703","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"a8d3b6e5-b2fd-422a-93f8-be73ebdfd332","source":"youtube","source_id":"UgycuLkxxCcjFL8OnnJ4AaABAg","content_type":"comment","title":null,"body_preview":"gotta put a little arm on it with a claw so it can put makeup on for you or jab you in the eye","author":"@agabrielrose","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal 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Banger for streamers, tik tok, insta...","author":"@RomainSandt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"1735cbed-9796-49be-915b-fa797de2a8e1","source":"youtube","source_id":"UgytO9pRm3zWZ_By6o54AaABAg","content_type":"comment","title":null,"body_preview":"I like how innovative it is but at the same time I feel like phone companies think everyone who owns a smartphone is a professional photographer/videographer","author":"@aap112","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","natural_expression","lack_of_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"e3c188c0-3279-4ceb-b164-d3d0ad53e9e5","source":"youtube","source_id":"UgzyDrfK6ysH-u91Exl4AaABAg","content_type":"comment","title":null,"body_preview":"This is stuff LG would have done a long time ago if they were still in the smart phone market-","author":"@Collen-n8y","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"8653fc3d-ef34-4d21-b606-fece2e41f081","source":"youtube","source_id":"Ugxkq7jcaWdF1TlEwm54AaABAg","content_type":"comment","title":null,"body_preview":"Its all fun and games until you drop it and its a $1500 repair.","author":"@Mat-fw1ky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"890996bb-0e50-49ec-811d-933fb084ca31","source":"youtube","source_id":"Ugxx5hbMukQ-Pb7tZiV4AaABAg","content_type":"comment","title":null,"body_preview":"Take widescreen while holding it portrait ... you had me when I saw that!","author":"@AssassinUK","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"6ceb0d31-a0b1-44e4-aedc-b987b9332daa","source":"youtube","source_id":"UgzwtFRPzucWzOBnWRd4AaABAg","content_type":"comment","title":null,"body_preview":"The cameras of the honor just makes your skin green 🍏","author":"@domnicdeangelis6316","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"9a9d6b72-8fc4-4689-bebd-f6ae134247ca","source":"youtube","source_id":"Ugw3fwn15IdRaX1Qgsx4AaABAg","content_type":"comment","title":null,"body_preview":"They could remove the selfie camera and focus on a larger, notch-free screen.","author":"@psy_reck","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"6c1fb755-4925-486a-9434-13108385e577","source":"youtube","source_id":"UgxmdxK7T8QtLUrPrYF4AaABAg","content_type":"comment","title":null,"body_preview":"i appreciate the tech. But why? What is it trying to achieve?","author":"@mr.caidic3158","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"6e99fbab-fcb4-4467-91ae-a7a57d6d0cde","source":"youtube","source_id":"UgygFCAxcYKAI7nl-Xh4AaABAg","content_type":"comment","title":null,"body_preview":"Well done HONOR.🎉 3 years passed with Honor 70 and I'm still highly satisfying with my device. My next phone gonna be again Honor definitely! 👏🏻","author":"@yusufaras01","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"8149d9b8-3e52-4b79-83de-7f8dfafbfbd7","source":"youtube","source_id":"Ugy857clxlsFR0j5q_F4AaABAg","content_type":"comment","title":null,"body_preview":"Apple lo va sacar en 10 años y va decir que es lo último en tecnología 😅","author":"@Naza_18kk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"a92a2ef2-14ea-4fee-a0b4-ac53e3cfb3e4","source":"youtube","source_id":"Ugwc_Z4uYieWJRQC0954AaABAg","content_type":"comment","title":null,"body_preview":"Please i need d msi claw a8 for free I'm from Nigeria. God bless u as u help me.","author":"@chukwukaokereke6941","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"5b3a914a-86d4-4e14-9674-f582996eaf95","source":"youtube","source_id":"UgyAzW6EmxV23muLw-l4AaABAg","content_type":"comment","title":null,"body_preview":"That’s actually next level give it another 5/10 years the smartphone industry will be mental.","author":"@OfficialTorqueLad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"40653595-a033-47e9-ae53-2c09688af3cd","source":"youtube","source_id":"UgwmywqKqfcbArYmu1x4AaABAg","content_type":"comment","title":null,"body_preview":"Nice feature, will last about 5 mins inthe real world before it's broken or bent","author":"@noneofyourbusiness5433","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"efeb24d8-e316-42b2-8877-999b7018f2e6","source":"youtube","source_id":"n3F996g8wjg","content_type":"post","title":"The Honor Robot Phone is absolutely insane.","body_preview":"Unboxing and testing the Honor Robot Gimbal Phone. It's interesting. They can't harm you, if they can't find you! Use code BOSS at the link below and get 60% off an annual plan: https://incogni.com/bo","author":"Mrwhosetheboss","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions","commercial_intent"],"bot_score":0.26460986826869126,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=n3F996g8wjg"},{"id":"9c6deecb-9c6b-4b0e-abd8-51bd1e7b2da3","source":"youtube","source_id":"Ugys_VTfl0jGgWvOf794AaABAg","content_type":"comment","title":null,"body_preview":"I have a bigger version of that epson and i love it. Yea expensive at first but i have printed enormous amounts of documents an i have only refilled it once in maybe 2 years.","author":"@vaiobose","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"e63cd062-8ca7-4aa4-b39d-d2582ba8efe6","source":"youtube","source_id":"Ugx-tHUSeFJsj1kTBQd4AaABAg","content_type":"comment","title":null,"body_preview":"My Brother HL-3140CW colour LED printer is the GOAT, it cost me £120 GBP, it has 4 toner cartridges (CMYK), you can get aftermarket cartridges for it, it has 4 individual transfer rollers, you can buy","author":"@jackalovski1","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"ed61f2bc-763a-43be-b58d-32ab3f134ab8","source":"youtube","source_id":"UgwFw62hjZMRNq67GCt4AaABAg","content_type":"comment","title":null,"body_preview":"I'm still using my Brother laser printer from 2010, works like a charm, just had to replace the toner and drum a few times.","author":"@regieds","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"a6032b5f-48cc-4442-b4cb-030cf696bd84","source":"youtube","source_id":"UgwjL60fY4EN21pFOWZ4AaABAg","content_type":"comment","title":null,"body_preview":"Linus PLEASE make a LTT printer that's open source! this is one thing you could really do for the masses since ink is the worst cost ever.","author":"@runeseeker993","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"5b7e7885-ca25-4363-8f13-7a4f51e425d7","source":"youtube","source_id":"Ugzl5IVqT93UHziUdVB4AaABAg","content_type":"comment","title":null,"body_preview":"9:28 When was the last time he tried to buy something from anyone anywhere ever? It's so INFURIATINGLY COMMON to be presented with Silver, Gold, Office, Pro, Eco, Home, Jnr, Advanced, Black, Green and","author":"@fiddley","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"631a2054-3912-43d4-84ff-32ac81558f5c","source":"youtube","source_id":"UgxmMFV2gwRKZPwXVGh4AaABAg","content_type":"comment","title":null,"body_preview":"Ricoh is a reliable brand in terms of company/business printers. Feels like for individual consumers the market is kinda meh","author":"@brianbp4f","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"15fde55d-4fb3-4c2e-847b-62c5e38926b6","source":"youtube","source_id":"UgxMEIePnK_vk92KtX14AaABAg","content_type":"comment","title":null,"body_preview":"it isn't. just buy the cheapest brother laser printer you can find and be done with it.","author":"@NineteenEightyFive","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"fa0d8989-81eb-432b-84f2-35a7bd00489a","source":"youtube","source_id":"UgwOwRq-vZEU1V5S1ZV4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, laser printer is the ONLY WAY. The larger, more professional laser printer you buy, the less it costs for the larger toner replacements. They also work a decade later unlike inkjet and inktank pr","author":"@SudburyMan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"fcc4b307-9e8f-4c7a-bbd5-a75a5732f917","source":"youtube","source_id":"Ugzxep4dH7d3Qpdw0QN4AaABAg","content_type":"comment","title":null,"body_preview":"Tempted to go for the Epson shown at the end of this video. I didn't realise how much I relied on printing in my line of work. And Epson might not have the crisp professional looking print job, but I ","author":"@henrygreen2096","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"5f324ad3-c517-498a-a729-d07aa0a4a31e","source":"youtube","source_id":"Ugwp8aqdOszcO1B43St4AaABAg","content_type":"comment","title":null,"body_preview":"You do not need a printer to scan documents anymore. I thought these guys are into tech? Your phone is more than capable of that esp with AI. Costco sells refillable Epson printers really cheap. Print","author":"@PeterFromFL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"a25791ee-5b27-4f3b-b81e-2c155450f932","source":"youtube","source_id":"Ugy46koVdKFp9qQBEDJ4AaABAg","content_type":"comment","title":null,"body_preview":"Linus is gonna be the one to print the Epson Files.\n\nElijah got the Brother he always needed!","author":"@DingyTingy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"93d6293f-19ac-49a9-bb6e-5d853256a85a","source":"youtube","source_id":"UgyQfKDZdYDWidYsSGR4AaABAg","content_type":"comment","title":null,"body_preview":"Tl;dw: do some research and buy a Brother color laser multifunction printer / scanner / copier. You will thank yourself later. Many inkjets clog and dry if not used regularly, and their cheap componen","author":"@JoshuaRichards2010","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"d2bde634-537a-47a3-bedc-39c2779bbac3","source":"youtube","source_id":"UgyusdkcsC2N3aTZG6N4AaABAg","content_type":"comment","title":null,"body_preview":"Hp officejet printers suck. Got one and ran out of all the ink. I got just black ing think that it would just use black ink, but it locks you out and won’t let you print unless all cartridges have ink","author":"@Iampaztro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"4d31d843-ef5d-4554-bbd6-5508987f5e2f","source":"youtube","source_id":"Ugw-qQ1HPsyKaBHh8JB4AaABAg","content_type":"comment","title":null,"body_preview":"These days the print head is integrated to the cartridge. Has been for 20 years or so. But the new problem is DRM chips that prevent cheap 3rd party refills. With inktank you obviously won't replace t","author":"@fargopolo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.39195714002248816,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"6bab5a9b-a5a0-467e-bb53-facb7af7a679","source":"youtube","source_id":"UgwtFynqbDKA_2AwjLF4AaABAg","content_type":"comment","title":null,"body_preview":"Couldn't you get any better photos or scans of those test prints? You literally just bought devices with scanners in them.","author":"@fargopolo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.39195714002248816,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"5a90d1c0-609c-4b3b-a880-c8cbf16c810c","source":"youtube","source_id":"UgysLwRXv7bSHHutah94AaABAg","content_type":"comment","title":null,"body_preview":"Surely if you need to scan recipes and work docs you just use your phone..?","author":"@ItzD3fW1sH","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"89c46fd1-f7e8-4dc7-a921-c1c2363cba59","source":"youtube","source_id":"Ugztr1fDQHTOhlJSRDx4AaABAg","content_type":"comment","title":null,"body_preview":"I want to dislike the video b/c of the sponser bit, but I liked the actual video","author":"@leopardyy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"a95395b5-09f2-4f23-b2ce-994f7e457a69","source":"youtube","source_id":"UgwmJiYvWU9Xtdm8U3N4AaABAg","content_type":"comment","title":null,"body_preview":"I think even Odoo cant make a better ad than this . XD","author":"@smydiehard99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"548c37da-866c-469d-97f8-891c849cec2c","source":"youtube","source_id":"UgxBBuITkXHrWEr2-UF4AaABAg","content_type":"comment","title":null,"body_preview":"Why is the video so shakey Who the fuck is recording? Michael J fox?","author":"@silentsushix3","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"3452c444-8439-4300-bf11-fb92e34c67ba","source":"youtube","source_id":"Ugwp-XuvrGm-2vO7pvl4AaABAg","content_type":"comment","title":null,"body_preview":"Remember when LTT used to do good videos about new & worth while tech but now it's like they scraped through the bottom of the barrel to whatever muck is underneath it.","author":"@bliffnode","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"94c95b0f-0ffe-4309-a4f8-05cfb385b03c","source":"youtube","source_id":"UgxXLaMhl9MSDa7jNit4AaABAg","content_type":"comment","title":null,"body_preview":"As an IT professional, Epson and Brother, hands down. Easiest printers I've ever worked with.\n\nThere's *plenty* of other utilities for scanning besides what the manufacturer provides.And the rest of t","author":"@seraphiszurvan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"cf8f031c-71e4-4728-bacb-15c0ac13a286","source":"youtube","source_id":"Ugz5SFUR3rn0_kyb-K14AaABAg","content_type":"comment","title":null,"body_preview":"2:27 for some reason I'm reminded of that one SpongeBob image wearing the nerdy glasses... lmao","author":"@xXWinter720Xx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"a183ec5c-8f5e-4007-af4b-6cf156a42ec1","source":"youtube","source_id":"UgxA1KA9jmGVwtezVUl4AaABAg","content_type":"comment","title":null,"body_preview":"Get a free 15-day trial of Odoo’s all-in-one business solution and see how it can make your life easier! Check it out at https://www.odoo.com/ltt","author":"@LinusTechTips","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.34650690110927507,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"dc333b12-4831-4bfd-bf79-44f0d1e8b19c","source":"youtube","source_id":"rbQtX_thQtQ","content_type":"post","title":"It Shouldn’t be this Hard to Buy A Printer…","body_preview":"Get a free 15-day trial of Odoo’s all-in-one business solution and see how it can make your life easier! Check it out at https://www.odoo.com/ltt\n\nLinus and Elijah are on a mission to buy a Printer. T","author":"Linus Tech Tips","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","natural_digressions","self_reference","affiliate_links","niche_expertise","imperfect_expression"],"bot_score":0.2623807444137399,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rbQtX_thQtQ"},{"id":"81272df8-45f6-48a8-ab5a-767e41cf2445","source":"youtube","source_id":"UgwFFbnEhiazkMnn1sN4AaABAg","content_type":"comment","title":null,"body_preview":"Unintended intentional sabotage. Sony back in the pandemic weren’t evil yet, but this is something nowadays Sony would do.\n\nRemember, back in 2020, Sony was riding off the heels of Spider-Man and God ","author":"@thefiresworddragon927","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"8493ef6f-09fb-4e94-a547-8388fde85e36","source":"youtube","source_id":"Ugx3b1h1Lm_3yD28MgV4AaABAg","content_type":"comment","title":null,"body_preview":"I honestly think Sony is making the consoles too overheat at a certain time or what would be even scarier is that Sony is actually forcing the PS5 to sabotage itself. I think that's what happened to t","author":"@jst1man","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"eeb13361-7099-42b7-b5c6-ae4d6f07cfce","source":"youtube","source_id":"UgylpM5OJ3IC2JXtZ_l4AaABAg","content_type":"comment","title":null,"body_preview":"bought a used ps5 slim, it over heated and i had to redo the liquid metal myself not that hard.  find the right video for the several different models of ps5 that matches your and follow the step by s","author":"@EmperoroftheArctic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"6997f27c-2883-457a-ae7e-881a063c64f3","source":"youtube","source_id":"UgyVetYXeP400b9KvSV4AaABAg","content_type":"comment","title":null,"body_preview":"My launch PS5 has been standing vertically every day since with zero issues with like 5 to 10 hours of gameplay every day same with the pro since the day that came out I don’t believe this. Sony’s not","author":"@DrRobotnik76","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"97b8a3bc-0a5a-41ff-8d9c-eb6df41c2203","source":"youtube","source_id":"UgxOnwzMwTwazsM9nLZ4AaABAg","content_type":"comment","title":null,"body_preview":"I purchased one on the 5th of july. It refused to power on last week, no response from sony support.","author":"@wasabilassabe6936","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"ded365c1-f2bc-4608-bf66-4b0a710b7e5e","source":"youtube","source_id":"Ugy8YUWx4KXAi0RKHGJ4AaABAg","content_type":"comment","title":null,"body_preview":"Ps5 liquid metal is desined obsolescence. This was the plan all along, build the best, hike up the price, make it physically malfunction enough to raise concern just in time to release the ps6 with gt","author":"@haphazzy8194","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 Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"98e54f7c-76ba-4610-a04b-4436dc62c27f","source":"youtube","source_id":"UgyyLI5phDFC8P3qtjt4AaABAg","content_type":"comment","title":null,"body_preview":"My ps5 i got in 2021 or 2022, for a while ran just fine then one day it started randomly shutting off without any warning of high temps. Got tired of it so took it apart to repaste it after cleaning u","author":"@cupodirt7624","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"4517c428-4525-4ec7-bca2-c1e245678c73","source":"youtube","source_id":"UgxBRc1XzGJ1nFXkCt54AaABAg","content_type":"comment","title":null,"body_preview":"Back in my day we didn't have to service consoles 😂","author":"@欧阳受福","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"2f2dd22e-235d-4853-a67b-ea6a0e77f043","source":"youtube","source_id":"UgzLv5Wy8Q33BUkvdyd4AaABAg","content_type":"comment","title":null,"body_preview":"Bru. I was just about to make a comment of; “Gallium’s a metal, and liquid. No issues here!” And… it’s real… 🙃","author":"@GRKTheGreat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"3feef6e7-7cf8-446f-8528-b613ace5a56d","source":"youtube","source_id":"UgwxJvcdwqj3JvT7hft4AaABAg","content_type":"comment","title":null,"body_preview":"The first weird behavior was it dying. Took it to see if it was a quick repair and they told me the CPU was fried.","author":"@shukuffxi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"790982b7-82ee-4375-91be-cde16ca49ff2","source":"youtube","source_id":"UgzE5xHX9-qGDodzuhB4AaABAg","content_type":"comment","title":null,"body_preview":"How come I never hear about the OG xbox series x failing? I swear sony is just tryna milk morons' money  with only their branding.","author":"@Godoforever","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"d828fe59-2b26-4063-b44c-08dab510d2c4","source":"youtube","source_id":"UgyouR9CPP2pY9U4tL14AaABAg","content_type":"comment","title":null,"body_preview":"To be fair, this is the same solution for every console since the PS2. Leave it horizontal. The problem is that people like it vertical because it was advertised as that. If you left it horizontal, th","author":"@marfish49","classification":"ai_generated","confidence":0.9,"indicators":["hedge_stacking","template_phrases","over_qualification","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"4f0873b0-9830-4142-9ec4-b37499cf40f5","source":"youtube","source_id":"UgwjbTlXqYFgr_bwfGN4AaABAg","content_type":"comment","title":null,"body_preview":"This is why you need to put it on its side so this doesnt happen.","author":"@yeetisthefetus7214","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"b42caaf5-6ad8-447f-9287-e3b6a9de8969","source":"youtube","source_id":"Ugxs8XoS3sgp-aeFo_94AaABAg","content_type":"comment","title":null,"body_preview":"What are the odds of odd generation of PlayStation is not really favored by their fans. But don't worry, they'll make it even.\n\nAnd yes, every puns are intended","author":"@deepfriedbananane","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"1449872a-7111-4e99-884f-22860013aa92","source":"youtube","source_id":"Ugz3IprSuUB6bQ3nVJN4AaABAg","content_type":"comment","title":null,"body_preview":"I thought I saved money by buying a used one, only to have to spend an extra 200 dollars to solve this issue. Could of gotten a pro instead 🤦‍♂️","author":"@The-Black-Swordsm3n","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"c1f47c93-585a-4532-b483-e85cd49698fc","source":"youtube","source_id":"UgxRK-_WELok2Y9TWGN4AaABAg","content_type":"comment","title":null,"body_preview":"Looks at 6 year old ps5, that hasn't been cleaned... \" shit. \"","author":"@tableslayer1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"e2f34086-71da-45d6-83a1-cb4a6ecad9b4","source":"youtube","source_id":"UgxPfCZm2MDuQgemdXJ4AaABAg","content_type":"comment","title":null,"body_preview":"My ps3 and ps4 still work I played them yesterday it crazy how worse everything has gotten","author":"@kevinscott4519","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"748937bc-e63f-41f8-a2fd-2e64facbed28","source":"youtube","source_id":"UgxA1somExB-ulZH-P54AaABAg","content_type":"comment","title":null,"body_preview":"no games and now no console lmao i'm glad i never bought this junk","author":"@Pickle_Boy_6_5","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"07b02e8f-0dc6-4947-a207-f70bfffc9260","source":"youtube","source_id":"UgwqjbJU3TRTUzPU2Al4AaABAg","content_type":"comment","title":null,"body_preview":"This isn't a design flaw in Sony's eyes, it's a feature. The timing is incredible, though; you don't own your games and we sold you defective products. Give us more money so we can keep spitting in yo","author":"@GENERIC_CLIPPY_ENJOYER","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"405c3a6b-bd29-46cd-b541-0ba63e608506","source":"youtube","source_id":"UgxFJnXGmgkB5lsB4AR4AaABAg","content_type":"comment","title":null,"body_preview":"No physical disks, revoking licenses for purchased products, god of laundry, no exclusives, now designed obslience. Nice. Nice...","author":"@Towner101","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"1cbddf9f-a59d-47af-afc8-3cc76b660f3e","source":"youtube","source_id":"rK0lYKLGmzE","content_type":"post","title":"Another PS5 Dries","body_preview":"Writer: Brett Stelmaszek\nEditor: Joshua Lambourne Stevenson\nMusic by: @UFD-Music\n\nMaybe PS5s weren’t meant to survive this long.\nMore and more reports keep dropping of these overheating and dying cons","author":"UFD Tech","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rK0lYKLGmzE"},{"id":"76cb0e55-3af1-4bd1-8691-b3c6174c8ccd","source":"youtube","source_id":"UgwACbRvqYcSzev-Ky54AaABAg","content_type":"comment","title":null,"body_preview":"Most wholesome console interaction I’ve ever seen.","author":"@joshuaolsoncook","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"0ebde3c9-faab-4515-9985-24c47f63d295","source":"youtube","source_id":"UgwrL18BV_1GY0yI9Zh4AaABAg","content_type":"comment","title":null,"body_preview":"First palworld, than Amiino, the 3DS ripoff and now the M64\n\nNintendo about to have a stroke","author":"@DoktorDire","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"06342dc4-9989-4559-86a4-1bc725f6b411","source":"youtube","source_id":"Ugw7KncbfbAWiTbMnhh4AaABAg","content_type":"comment","title":null,"body_preview":"This is genuinely fair update the console but keep the same games old n64 players would love it oh there old console broke oh look a cheaper copy that does the same thing","author":"@captainbladezzgaming1060","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"c9aab0a2-ec68-4d8f-9ffc-5b54343cbf70","source":"youtube","source_id":"UgwE3s-kHGrQWKBxV0l4AaABAg","content_type":"comment","title":null,"body_preview":"Analogue 3d is currently the better option, hopefully with some time M64 works out it issues and become a cheaper more avaliable option for a new generation of gamers.","author":"@NihilistSolitude","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"297cdeb0-cc4e-46e4-bd17-01517ef12ff7","source":"youtube","source_id":"Ugxqx9L-7wMi-zrepqR4AaABAg","content_type":"comment","title":null,"body_preview":"Analogue is still better because the owners has a connection to Peter Theil","author":"@patrickmcdonnell8835","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"742983a1-6abe-44da-8e03-bd6a91cc8a00","source":"youtube","source_id":"UgxyIt8Le-mhvxJIDvN4AaABAg","content_type":"comment","title":null,"body_preview":"If the M64 rejuvenate the original R.A.R.E TEAM  and ask them  to finish dino Planet as a mainstream game People will come RUNNING WITH OLD DUSTY Monkey PAW controllers.","author":"@demetriusharris1268","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"764575f4-3397-49ba-9cab-ea7b6bdeafcb","source":"youtube","source_id":"UgzRxttE88Bde8T28wB4AaABAg","content_type":"comment","title":null,"body_preview":"Who cares if it manages it \"without piracy?\" When was the last time anyone in these comments saw an N64 game in person, and how many cats WERE at the garage sale?","author":"@HotaruZoku","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"4495762c-c265-417b-b006-3b7cb79773b3","source":"youtube","source_id":"UgxQfeNY2x-ld7kgYmJ4AaABAg","content_type":"comment","title":null,"body_preview":"Switch is giving a real overbearing samurai/evil Japanese boss vibe.","author":"@stainlesssteelfox1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"ea947585-8a49-41f6-ad9d-834276b2c71c","source":"youtube","source_id":"UgxdrPBjdGnb7A-Ohx94AaABAg","content_type":"comment","title":null,"body_preview":"Im confused. Its not piracy, but it doesnt use the cartidges to play the game? are all the games pre downloaded on it? if so then im pretty sure that is piracy. I need someone to elaborate please.","author":"@LeviAckerMAN-o.o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_questioning","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"e0cc1458-52f0-4433-9b11-e6ac1a6d10ec","source":"youtube","source_id":"UgwHNiRxnx0fS16cDxd4AaABAg","content_type":"comment","title":null,"body_preview":"As a new father to my new AMD Red HoT M64 and matching wireless controller, we invite all video game companies to move their games onto digital only platforms and basis. We also invite all those same ","author":"@jeremylive42","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicators_present","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"96cb44af-c5b6-497e-9c58-239531bcaa3c","source":"youtube","source_id":"Ugwm5UIqRfOBkjaIrwt4AaABAg","content_type":"comment","title":null,"body_preview":"This was like seeing a new samurai talk to his master and they it came the master's master. \nPeak content.","author":"@toby55deadmaster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"a97334e9-3a45-4391-9ca6-4ba0ae6028f4","source":"youtube","source_id":"UgzG-TjZiMdLQ8Pq1B94AaABAg","content_type":"comment","title":null,"body_preview":"technically cannot be grounds of a lawsuit since THOSE PHYSICAL GAMES, you ALREADY OWN. you're just using this to play it again. And the N64 is not sold on nintendo website so they are not taking any ","author":"@johnstechhub4274","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"d9b1eb9d-bbd8-469c-bdf2-b81ffc991bea","source":"youtube","source_id":"UgxMYTqoRsTwRUX65eJ4AaABAg","content_type":"comment","title":null,"body_preview":"My controls are 30 years old and still don't have drift?","author":"@succubliss379","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"2516f413-977b-4f4b-9e32-baca17f4d7c5","source":"youtube","source_id":"Ugx6pFhBsrEqnGNToY94AaABAg","content_type":"comment","title":null,"body_preview":"Modretro is owned by a war profiteer who’s shoving ai into drones","author":"@timidtyphlosion7710","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"daba8af3-56f2-4b6a-a51e-992e6670f021","source":"youtube","source_id":"UgxcifboD_msf4nLjMp4AaABAg","content_type":"comment","title":null,"body_preview":"M64 is cool but ill always take that 240p on 5th gen 3d, most 5th gen 3d looks worse in 1080p","author":"@geoffmerwolf135","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"937956da-f5a9-47a0-aff6-7bffd6ca2717","source":"youtube","source_id":"UgwrvOpw4o6JNafK2Jp4AaABAg","content_type":"comment","title":null,"body_preview":"This thing is so ugly tho. Or maybe I'm just used to the other ugly original lol","author":"@minto_something","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"c5a8d011-20bb-4cdf-8960-fc43ea8ef90f","source":"youtube","source_id":"UgyrEG50joMqyS2kO014AaABAg","content_type":"comment","title":null,"body_preview":"I don't know who mod retro is but I like them already and they should make more of this type of machines for other platforms","author":"@bertrandmelomane9548","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"1e078352-5dcd-4652-9d1d-8cac7e52f25a","source":"youtube","source_id":"UgzltNLPY7jf3R1izqx4AaABAg","content_type":"comment","title":null,"body_preview":"By the way, it’s $220 who is gonna pay that much money for I don’t wanna see this. I don’t wanna make half the community mad but who’s gonna play on an outdated game of outdated console and even a out","author":"@MatthewPennington-q1r","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"c912630a-a687-4610-a738-9b9238d13964","source":"youtube","source_id":"Ugy9KgEV3DUxmrdbCWd4AaABAg","content_type":"comment","title":null,"body_preview":"nah nintendo would patent the concept of splitscreen co-op and send you a cease and desist for even thinking of doing it in a non nintendo game","author":"@whimsicalchronicles8798","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"c4b72d65-14b2-4194-87f3-0192493e23f8","source":"youtube","source_id":"Ugz8SLSduGGi1hOWqSh4AaABAg","content_type":"comment","title":null,"body_preview":"MS is the virus!! Hence why I run Linux Mint Zena!","author":"@KathrinHausermann","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"ac9b39c1-8697-49a2-8ae1-b961ea9d191e","source":"youtube","source_id":"UgwvWIeb8VUJyj9zkgR4AaABAg","content_type":"comment","title":null,"body_preview":"I've used every version of windows since 1.0 (yes, even ME). I was the biggest Microsoft fan boy, I even worked for them for a while. \n\nI switched to Linux 6 months ago and since have moved every pc i","author":"@steveprog","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"85be5f95-16de-4a09-a5a4-de0b49998ce9","source":"youtube","source_id":"UgwtULgyh5tI7qB-z6N4AaABAg","content_type":"comment","title":null,"body_preview":"And this is why I’m still on windows 7 free music AND cool UI and I have google chrome without ads","author":"@Jragfity","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"e0cec49d-e6c9-4e9f-bdab-a829d1453712","source":"youtube","source_id":"Ugxfb3oQFBByC7zU8GF4AaABAg","content_type":"comment","title":null,"body_preview":"Something similar happened to Steam when Windows Vista was released. I guess MicroSlop is still up to their old tricks.","author":"@thelastone11","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"97ce0306-f05c-4794-a470-6ae515e3aaa3","source":"youtube","source_id":"UgzWdWl7uIr9Fh2CZvR4AaABAg","content_type":"comment","title":null,"body_preview":"It’s just free advertisement for Linux at this point","author":"@thesilentgod7863","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"7c103e07-2b0a-401b-a61f-3003e925c74e","source":"youtube","source_id":"Ugz8MU4dy0gDLu_xBnh4AaABAg","content_type":"comment","title":null,"body_preview":"I haven't seen any reason to update windows for the last 3~ years so this doesn't affect me.","author":"@1337cookie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"75119462-a268-47cf-a330-a2cb2b50041b","source":"youtube","source_id":"UgzdLb8Z8Fh6dwSfUv54AaABAg","content_type":"comment","title":null,"body_preview":"VLC is a godsend on my phone because I download podcasts and long-form audio off of YouTube and spotify and the Samsung music app do not save your place, VLC is saving my place in like 20 different pl","author":"@FatAlbertFanClub","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"cbb1afa4-cdb0-41a1-b0cd-872798b8c180","source":"youtube","source_id":"UgyPA5FV3hvsEzVGQA94AaABAg","content_type":"comment","title":null,"body_preview":"What in the macroslop hell is this. I'm switching to Linux.","author":"@monkeylady8150","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"2fbb2627-cd65-4215-b385-3e9098a08c87","source":"youtube","source_id":"UgytkrrFizrVANkW4Z54AaABAg","content_type":"comment","title":null,"body_preview":"So microslop will now force users to stop using a free alternative software in order to use their free software from which they gain no benefit from. Interesting.","author":"@faneboom15","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"07a27449-f70d-4090-9985-0d5da50cd90e","source":"youtube","source_id":"Ugy2zRKECevIUG3_yzF4AaABAg","content_type":"comment","title":null,"body_preview":"May need to right click the reset and run as admin.","author":"@IMCODERED","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"edb88ddf-197c-45c0-98bb-99f49184b901","source":"youtube","source_id":"UgxZeGjA7WW_16k2X3J4AaABAg","content_type":"comment","title":null,"body_preview":"Aaah! I thougjt it was some codec issue, cz my MPC was working like before. That Microslop defended never showed anything that it quarentined something! How come!!!","author":"@mehedihmaruf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"2fb07d75-9b41-4872-87be-6effdf167fa7","source":"youtube","source_id":"Ugw5ddVeq745PdndnMt4AaABAg","content_type":"comment","title":null,"body_preview":"when he said \"first, you must follow me\", i thought the solution was gonna come in a separate video later... good to see my expectations were immediately subverted","author":"@osteenmichael1594","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"c1fb452e-59e3-42ee-9cec-3f840999f578","source":"youtube","source_id":"UgwsYVTlFxBtW80uaml4AaABAg","content_type":"comment","title":null,"body_preview":"Ngl I have been issues with VLC taking 30 seconds to launch since windows 10 because of its automatic metadata searching which takes 30 minutes to find apparently","author":"@orienaori","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"59d26705-b5a4-4005-8e41-a9f505416159","source":"youtube","source_id":"Ugyf-MgSSaLBXz3OgcF4AaABAg","content_type":"comment","title":null,"body_preview":"I'm pretty sure this is an easy lawsuit for software freedom in the market","author":"@MrSolidsnake293","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"af36939b-54a3-4876-857e-d45cd623a6a0","source":"youtube","source_id":"Ugw4h2_NAo-LYsGF1AJ4AaABAg","content_type":"comment","title":null,"body_preview":"No download rufus. Download nobara or cachyos and destroy windows gg","author":"@khathusignio696","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"6307a9b2-555d-4b9b-b85d-2cc96535d0aa","source":"youtube","source_id":"Ugx1pJn0rXKxOXvYiUp4AaABAg","content_type":"comment","title":null,"body_preview":"Already switched to Mac for work and Bazzite for gaming\n\nTotally life changing, no ads, no forced subscription f*ckery, no tracking/spyware\n\nJoin the revolution!","author":"@riou_gg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"97b64f32-2c41-4683-84d0-b3340528eb68","source":"youtube","source_id":"UgwZboFV2mQnPwFvzwR4AaABAg","content_type":"comment","title":null,"body_preview":"Does Windows Media Player play MKV files yet or even just Avi or is it still Mpeg & MP4 only?\nHavnt looked at Media Player since atleast Windows 7 not sure I had VLC during XP I dont think it was out ","author":"@Carlin2810","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"db03963d-2900-4f6d-91a8-b7459fc39e45","source":"youtube","source_id":"UgxMmleNXb3c98l8Zzl4AaABAg","content_type":"comment","title":null,"body_preview":"Why middle aged men make content wile talkn like a teenager lol bro wat a bozo","author":"@lunalogicradio3555","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"af01786c-b385-4169-9183-c47ad0091815","source":"youtube","source_id":"UgxHbwDcxZv-Cfylo0F4AaABAg","content_type":"comment","title":null,"body_preview":"Someone at Microsoft decided people aren't moving to Linux fast enough. Us Home version users are just beta testers for Pro users, right?","author":"@bhuvangunessee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"2792bd85-32ea-4904-bfc5-97f400d46592","source":"youtube","source_id":"Ugwhff14A5o0xEuMu5J4AaABAg","content_type":"comment","title":null,"body_preview":"Also vlc wouldn't allow any company to put adds on there app","author":"@charlesholmes5386","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"c72b5c82-2b52-47c9-95e6-7590a01e1239","source":"youtube","source_id":"UgxKBEPmZ7F8CUjBRsd4AaABAg","content_type":"comment","title":null,"body_preview":"Wow I didn't even notice it wasn't opening files instantly anymore, thanks zach!","author":"@ToxicVoid7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QaB9WcWjTVw"},{"id":"eff93fd3-83cc-4b52-943c-4201d1104b7f","source":"youtube","source_id":"UgyumxRDD8vZKJiNwNB4AaABAg","content_type":"comment","title":null,"body_preview":"There was a man that came up to me while I was working and asked for my help with his bank app. Just like this lady, his poor cellphone was just infested with bloatware and spyware. I told him point b","author":"@KitsuneyJenfner","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"92a8477e-1112-46c1-b66c-cff16ae45a26","source":"youtube","source_id":"UgxNUt7bmVedEFVTmbd4AaABAg","content_type":"comment","title":null,"body_preview":"Is there any video of the testing of the phone as armor?","author":"@subconfan","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"f11090aa-bb80-416c-b7c1-664bed0e8d5f","source":"youtube","source_id":"UgyC30FNV702GBH0xr54AaABAg","content_type":"comment","title":null,"body_preview":"My daughter inlaw  had to put ad blocker. Of course  I'll  scroll & it will  say remove  ad blocker. Nope it was a hassle for her to clean it up. If I can't  watch without  the blocker I guess  I didn","author":"@Farawy-t7u","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"94152c30-1ba1-425a-8778-672d1c383d69","source":"youtube","source_id":"UgwxnMgH7VhbBkwJ31x4AaABAg","content_type":"comment","title":null,"body_preview":"Its not spam its just people downloading unwanted apps that have alot of adds","author":"@johnpineda8478","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"5a4421aa-0bbe-4108-80b4-598f5d613bf4","source":"youtube","source_id":"UgwfFFa0uLB2zH79guN4AaABAg","content_type":"comment","title":null,"body_preview":"Sick Phone, talking to Digital Doctor in his Vocabulary 😂","author":"@ShahidAnsari-dj5jy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"5be400e1-2ba7-4b4d-99b5-9f0e3f484c6f","source":"youtube","source_id":"UgxHyIW0yq0LInt8qsx4AaABAg","content_type":"comment","title":null,"body_preview":"I was rubbing my eyes and then saw the screen got blurred, thought I was going blind","author":"@thomasrobloxian","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"25ea588f-0456-4c8d-a7c1-de14c238934d","source":"youtube","source_id":"UgyXr_Xf-r_9_UJubS94AaABAg","content_type":"comment","title":null,"body_preview":"Common issue with Samsung ?! 😮😳😳 \nI have only had Samsungs and never had an issue.","author":"@nightowl3655","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"1ac1df9b-5cf8-4f37-8f7b-e9eaad2cc5ea","source":"youtube","source_id":"UgzsdeLLWB12SNV6Eax4AaABAg","content_type":"comment","title":null,"body_preview":"Factory reset takes care of it easy. If you can get beyond the constant pop-ups","author":"@peteradams7457","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"9d7893d9-91f7-4e0c-ab43-f2c6672c8982","source":"youtube","source_id":"Ugy6CZ0x3PmPHZ_sTbV4AaABAg","content_type":"comment","title":null,"body_preview":"There is one that is using your videos to advertise their cleaning app","author":"@UND34D-_-ST0N3R","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"15974239-f7d6-4649-a04f-88531aa338f1","source":"youtube","source_id":"UgyJqHbxv2TyQLlxVg94AaABAg","content_type":"comment","title":null,"body_preview":"Common with Samsungs ☠️ no issues with Sony Xperia","author":"@DI-tj3lb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"a9e41913-81ae-453b-bd28-57d4583456c9","source":"youtube","source_id":"Ugy3vH45S6pA0Aq1eMd4AaABAg","content_type":"comment","title":null,"body_preview":"Finall.\\nY somebody that says do not download cleaning apps","author":"@coolguy360ytvr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"533e515c-6ba8-44fc-aec9-5e645ede50bd","source":"youtube","source_id":"Ugxq-tVSkZf0kK84khd4AaABAg","content_type":"comment","title":null,"body_preview":"Ben buying Samsung phones for years never had a virus issue. 😊","author":"@Cumminstech2","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"c6a66ef9-92ec-4edb-b1cb-f518d92f6076","source":"youtube","source_id":"UgzwZHa6gK6or67tlMx4AaABAg","content_type":"comment","title":null,"body_preview":"Keep your Android stock as possible unless you're using Samsung developed apps that customize your phone like goodlock,   you don't need all these cleaners and all this BS on your phone.","author":"@MG-tw6lm","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"a6944a20-4aed-4bdf-9e69-1952a376095c","source":"youtube","source_id":"UgyVzY55h-nhG4c2FXt4AaABAg","content_type":"comment","title":null,"body_preview":"Sorry of my life when I was selling phones 3rd party at Walmart. One took me 45 minutes to get rid of them all. 😂","author":"@Reklesabandon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"5fd5b76f-6192-4680-82a5-d84b327d6f8d","source":"youtube","source_id":"UgxxGw-qLrajxuMB8dZ4AaABAg","content_type":"comment","title":null,"body_preview":"What makes Samsung susceptible to viruses, over other phone","author":"@ItsThe675","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"52893cac-b755-4615-b8f8-9f3ce81cad62","source":"youtube","source_id":"UgxZC_mJjByLKq03LJ54AaABAg","content_type":"comment","title":null,"body_preview":"This happened to my mother's back up Oppo phone lmao what I did was  turn off wifi/data to stop the barrage of ads then uninstall","author":"@summerwintermelon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"459cced8-d2a9-467c-b036-aedc6bc925fb","source":"youtube","source_id":"Ugz6TFYZmRPJS8BZTFx4AaABAg","content_type":"comment","title":null,"body_preview":"I had to do that to my nans phone not long ago it was so frustrating 😅😅","author":"@laurynnash8167","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"7a8b2200-64cc-4f9b-9cf4-dae86fd4b98a","source":"youtube","source_id":"Ugz33avbj_nb7ATO_e54AaABAg","content_type":"comment","title":null,"body_preview":"just get a fairphone no unnessary apps pre installet on it like samung have..","author":"@TheSmurf2602","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"004dca9a-f085-4bfe-abd1-ce831e3e9a8e","source":"youtube","source_id":"UgyHFuXRl_t5iE5s92J4AaABAg","content_type":"comment","title":null,"body_preview":"Not a very common issue with Samsung btw 😂😂 never had an issue. People watch nasty stuff click on stupid links and boom can happen with apple too lol.","author":"@clancysfitness5335","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"17b87f02-aa25-488b-9e38-edc2ebf1069b","source":"youtube","source_id":"cXT3-iI88nw","content_type":"post","title":"SICK PHONE HAS VIRUSES 🦠 🤧 #brokenfix #smartphone #problemfix #tech #screenbreak #gaming #pov","body_preview":"SICK PHONE HAS VIRUSES 🦠 🤧 #brokenfix #smartphone #problemfix #tech #screenbreak #gaming #pov","author":"Digital Doctor ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cXT3-iI88nw"},{"id":"7f128dde-833b-4253-b37a-d7c23b5b74c4","source":"youtube","source_id":"UgyYF3ls2QnBRbcqk854AaABAg","content_type":"comment","title":null,"body_preview":"Are you turning a magnetic tape or something? Pre-calculated numbers?","author":"@conradrolla","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"52671e91-f71c-4ddf-a085-0b100d09a043","source":"youtube","source_id":"UgxVo3ELdMI2I0u6kKR4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine if we constructed society around this kind of technology instead of a centralized fuel system 😂","author":"@physetermacrocephalus2209","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"f7f4fcc0-cd4e-43c8-bf1f-5ad307f1b80d","source":"youtube","source_id":"Ugzm3ZZxWzCtrVEDlXJ4AaABAg","content_type":"comment","title":null,"body_preview":"If we had kept going with mechanical technology, we could have had this whole system as small as a rolex wrist watch. We could have had like wrist watch Curta computers","author":"@Ackza619","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.7327380952380952,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"200076cf-6213-485c-8afb-3b0f3c69986c","source":"youtube","source_id":"UgxUZlMck8o6qLccHAd4AaABAg","content_type":"comment","title":null,"body_preview":"Its actually just 100 Curta hand cranked computers inside powering this.","author":"@Ackza619","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise"],"bot_score":0.7327380952380952,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"4909c745-3c51-4ced-9af5-411287c676e5","source":"youtube","source_id":"UgzqoDCSKJQwlAKoRLx4AaABAg","content_type":"comment","title":null,"body_preview":"What are you doing?\nCranking out firing solutions.","author":"@froggo129","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"5923487f-780b-43d0-91da-6e8eebaa83ea","source":"youtube","source_id":"UgyQ70fEOZEaRHDr59V4AaABAg","content_type":"comment","title":null,"body_preview":"Need a team up with Drachinifel for this.\nHow many gear miles for a solution?","author":"@Philip271828","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"6ecda26e-2842-4620-bfae-e0c9eecb6dd9","source":"youtube","source_id":"Ugz9dJY1uoOSTs7H5yp4AaABAg","content_type":"comment","title":null,"body_preview":"you see the proof how modern tech is more and more crappyer than back then.","author":"@prulcan","classification":"uncertain","confidence":0.5,"indicators":["imperfect_expression","strong_opinion","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"4122840c-9aa3-438c-8cf8-8a8e8c9e9a7b","source":"youtube","source_id":"UgwgpOgIvFOOPnn-XtR4AaABAg","content_type":"comment","title":null,"body_preview":"Analog electrical synchros, servos and resolvers operate at the speed of light producing continuous instant firing solution wheras a digital systme relies on the speed of calculation, which can be slo","author":"@johnhess351","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"55dd86da-affa-4d1a-bf35-b6611bc696dd","source":"youtube","source_id":"Ugyt5JJKpmMhGlCxPOh4AaABAg","content_type":"comment","title":null,"body_preview":"Now imagine if we obsessed over microsizing that kinda stuff instead of what we did...","author":"@LostSoulsParadoxicalDoctrine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"113b0466-1a78-4689-bd54-2c0da2b4d292","source":"youtube","source_id":"UgzAiVce1t-aq4EMPYN4AaABAg","content_type":"comment","title":null,"body_preview":"Humans went to Space and landed on the Moon on the 1940s Nazi-Germany technology. Scary and hilarious at the same time.","author":"@leonthepromoreno","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"1a680c6c-9d78-4e97-8178-23febb2fa777","source":"youtube","source_id":"Ugwj-ES52k4mg8UR7QR4AaABAg","content_type":"comment","title":null,"body_preview":"It so cool to see one that nice and not just pictures and reading. Always intrigued me","author":"@CricketmaneCS","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"c58a7d2b-9fad-4875-88bc-cb4c01d2f152","source":"youtube","source_id":"Ugy1Y3CmoW9Cy-aZtph4AaABAg","content_type":"comment","title":null,"body_preview":"Analog computers are actually really crazy stuff. Human can have a lot of ingenuity when we're not busy killing each other ... Oh wait","author":"@LarsMarowsky-Brée","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"4d9e96a4-27d6-4865-9d39-a82090ef0a32","source":"youtube","source_id":"UgzUwGDgwDPCa5l49514AaABAg","content_type":"comment","title":null,"body_preview":"In the Army they used an early computer known as the FADAC if I rightly recall. Slide Rules still ruled.","author":"@Christopher-c2m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"61b739dc-6324-4a70-b726-4365634ccf1b","source":"youtube","source_id":"Ugwm5qBZUC1-UIZVWgF4AaABAg","content_type":"comment","title":null,"body_preview":"Bro I really think you gotta reformat the aspect ratio of the shorts lmao","author":"@lucasrex887","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"e7b2ccf8-8e2d-468a-a2ef-8c926c14e628","source":"youtube","source_id":"UgxNqZhA5u7-LD5Z2xp4AaABAg","content_type":"comment","title":null,"body_preview":"differential gears for integration, and all manner of variable gear  geometry to compute the firing solution","author":"@colinthomasson3948","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"37e86270-87ae-46cf-978e-cb19694bf259","source":"youtube","source_id":"Ugw5NgrHhjowKLx53Th4AaABAg","content_type":"comment","title":null,"body_preview":"New idea: If rich assholes want AI data centers, Peter Thiel can stand out there and power them with a hand crank.","author":"@jesse_cole","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"d71b5f2e-d591-4721-adf2-104592778cc0","source":"youtube","source_id":"UgwUdGct5xEfqGeh36p4AaABAg","content_type":"comment","title":null,"body_preview":"Reminds me of the Peacekeeper missile's navigation system, AIRS (Advanced Inertial Reference Sphere), an 80s system so precise that replacing it with a hypothetical perfect guidance system wouldn't've","author":"@Tunkkis","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"0b8a3dcc-cad1-434d-a155-df65989b4135","source":"youtube","source_id":"Ugw_HbKX949T9h4DZKJ4AaABAg","content_type":"comment","title":null,"body_preview":"There are some amazing videos out there explaining naval analog computers. They're beautiful.","author":"@inthefade","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"3d2a5b31-794b-444b-8521-94c69e3e3fa9","source":"youtube","source_id":"UgxJwFg-jcQP3SnSGMR4AaABAg","content_type":"comment","title":null,"body_preview":"It was clearly a way superior solution than the Japanese had. Superior American Engineering.\nIt would even take into account the rotation of the earth. Northern or southern hemisphere. The New Jersey ","author":"@robertthomas5906","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","historical_reference"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"90784714-54c7-4340-9244-906ca82dd522","source":"youtube","source_id":"WYCt_vgZXfg","content_type":"post","title":"A 1943 mechanical computer that no modern computer could beat","body_preview":"Full video: https://youtu.be/pNevTo0dDL4\n\nThe best firearms reference books: https://www.headstamppublishing.com\n\nhttp://www.patreon.com/ForgottenWeapons\nhttp://www.floatplane.com/channel/ForgottenWea","author":"Forgotten Weapons","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WYCt_vgZXfg"},{"id":"824230ff-5426-4761-87a7-f6270cbbc4f4","source":"youtube","source_id":"Ugw9IyHo173OK_I0t7J4AaABAg","content_type":"comment","title":null,"body_preview":"For those who care, the adapter for the N64 _CAN_ get hot enough to melt the cord right where it meets the adapter. Or maybe it was the shortage from wrapping it 😅","author":"@BMCKINN7","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"700eca18-d4f9-48db-8154-03a305006a5a","source":"youtube","source_id":"Ugw42o2M8S6dBxa358t4AaABAg","content_type":"comment","title":null,"body_preview":"Preach, that was me on the silver slim ps2 and the GameCube. My sibling deleted my memory card data on the GameCube one time and I mean a good 2 years of gaming on it and I almost killed em. My step m","author":"@jaysinnyte","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"a0a06f86-98e3-4975-baed-2b13dff6f828","source":"youtube","source_id":"UgzMgRiC7nt7ugIyG3N4AaABAg","content_type":"comment","title":null,"body_preview":"I leave my series s on for weeks at a time and it is still perfect","author":"@keithhenderson5449","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"3a884f8e-1a32-4ca1-89a3-1302e43c9b3c","source":"youtube","source_id":"Ugzqjcwy0hQp8Hp_nrd4AaABAg","content_type":"comment","title":null,"body_preview":"Aunti gon creep in room while you at school and delete all your progress  🤮🤧💀","author":"@DavidMartinez-qy6sn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"de69b539-71a9-426f-bb6a-20c96abc4c65","source":"youtube","source_id":"UgzRFlP6TbyL7NVkBB94AaABAg","content_type":"comment","title":null,"body_preview":"You know what I'm mad about? We had special save and delete animations/icons on those mfs. We don't have ANY individuality on these new consoles, bruh.","author":"@ResidentRemixer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"9d50f0f6-2a93-4f14-8f62-12f0bd91e6bb","source":"youtube","source_id":"UgzqSnTH1-DCxRMgJYh4AaABAg","content_type":"comment","title":null,"body_preview":"Ive had my ps5 on for maybe 3 months straight i have no clue how it hasnt overheated. My ps4 lasted a day before it overheats","author":"@Emancounce","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"8d415cb4-cb1b-4956-971f-426a3aea284c","source":"youtube","source_id":"Ugy-3oR6LjvQwZxI8JR4AaABAg","content_type":"comment","title":null,"body_preview":"Fortunately this is why i probably beat games so fast. I was forced to finish my ps2 games in a single day. I use to play jak and daxter games and started early in the morning and ending right before ","author":"@TheLostKiddoo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"2efcfa86-61bb-4c9f-9c90-61ea6d1ebdf0","source":"youtube","source_id":"UgznUiG5Av-wYjebQ9l4AaABAg","content_type":"comment","title":null,"body_preview":"I used to watch my bro play this samurai game on the ps1, no memory card so he started over every day 😂","author":"@Folau4Life","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"dd87e618-720e-40c1-b1e1-0887460d86a8","source":"youtube","source_id":"UgxSo6F5AWNFjhTpA4J4AaABAg","content_type":"comment","title":null,"body_preview":"nah, I once had my series s on for damn near 2 months straight","author":"@gdivan8849","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"6e1e04ca-4a00-4bab-82c1-b50934a2885f","source":"youtube","source_id":"Ugx4QeXF1giG9olzsL54AaABAg","content_type":"comment","title":null,"body_preview":"Not a lie was told or detected in this video only facts 😅😅😅","author":"@kcksk433","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"250c16e4-bc8e-4592-a1b0-180f4166fcd8","source":"youtube","source_id":"UgyiPCnugldthBELYWx4AaABAg","content_type":"comment","title":null,"body_preview":"Me growing up on the ps1 and 2 era the memories cards was your whole \nAgonizing hour spent playing and saving your game progression losing the memory cards without back up memory cards is like your ch","author":"@hugohernandez2570","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"a91bdca6-8c18-4abc-a820-c20185d430e3","source":"youtube","source_id":"UgwhT6v-RFOl5yFpb6h4AaABAg","content_type":"comment","title":null,"body_preview":"i remember having idk 25mb memory? but i never got anything to save other than san andreas saves for some reason.","author":"@lowqualitytv3180","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"7d1b9f0a-1ddb-4bd9-847c-034c07b47f3c","source":"youtube","source_id":"UgwooZoR0YgorySeoo54AaABAg","content_type":"comment","title":null,"body_preview":"Me and my brother use to leave our ps1 and ps2 on when we went to the grocery store with our parents when we were kids. We would be gone all day until it was dark outside. Come back home, and we would","author":"@theburpeeologist","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"690d2bf0-de83-4890-979d-6b18353c5ea8","source":"youtube","source_id":"UgxH23CvuBVhquIQJ7x4AaABAg","content_type":"comment","title":null,"body_preview":"I remember when my brother in law bought me a memory card cause he couldn't fathom me leaving my ps2 on for weeks 😂😂😂","author":"@Yamii2x","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"193058c9-4ae1-48d7-885e-56909e943790","source":"youtube","source_id":"Ugy17zqoBgrYiCqsby14AaABAg","content_type":"comment","title":null,"body_preview":"Beat games in 1 go.  Never shut off😂 would beat a game in 2 weeks and then the ps2 got to sleep until you popped in ole reliable or got a new game","author":"@lamboking8able","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"eed7c8ab-231e-46c7-90e4-4ba9b685ca0c","source":"youtube","source_id":"UgwMSDE3d4gD8l5gncp4AaABAg","content_type":"comment","title":null,"body_preview":"I remember leaving my shit on for days and and it ran my mom electric bill up like 30 bucks and she bought me one the next weekend the biggest one very fond memories","author":"@codmaster313","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"a96d153b-5d71-4321-8c2d-aed04d27623c","source":"youtube","source_id":"UgwWdXoqjqSzThNIHoN4AaABAg","content_type":"comment","title":null,"body_preview":"Final Fantasy 7 multi discs scratched because of us being poor lmao","author":"@scaled-daddy22","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"5be40b03-dafa-40b0-a3bd-98a91d5eef13","source":"youtube","source_id":"UgzQVEuwlgeSIN3PJ794AaABAg","content_type":"comment","title":null,"body_preview":"Bruh if you didn't have a memory card you tried clearing the game no shit down","author":"@scrbroadcast","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.6498168498168497,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"8dfead07-ea5b-42c8-af66-35231a0159e5","source":"youtube","source_id":"UgyZmTiXKoYapyLzycN4AaABAg","content_type":"comment","title":null,"body_preview":"if you didnt use the 8mb memory card certain games just wouldnt work and all the sizes bigger than 8mb were prone to corruption if you dont wanna lose everything you always had multiple 8mb memory car","author":"@proheirant8011","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"e47ba7e8-527f-4089-8c18-17ac248a61b8","source":"youtube","source_id":"Ugy_2a_g51SNmFAh-zR4AaABAg","content_type":"comment","title":null,"body_preview":"I dead ass did that with DBZ Budokai 3 lmao I got the game mid December and had to wait until Christmas 😂 I kept that shit on the whole time...I STILL HAVE THE SAME PS2 to this day 😂 I'm play Grand Tu","author":"@improbablyT","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zGck0SK9Mcc"},{"id":"1de7520d-364c-4bf4-9c2c-178ce2bb4e0d","source":"youtube","source_id":"UgwMwl07YsgueX-aF4p4AaABAg","content_type":"comment","title":null,"body_preview":"Guys \nI have a ps5 and it happened to me too\nYou have to apply the thermal paste which helps conducting heat\n you are supposed to do a few months after buying apparently and it gets better after that","author":"@MustafaAdeel-b2p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YJLlY3WoPuY"},{"id":"f518c2f7-b175-4984-a16d-3f9c6daa8b0d","source":"youtube","source_id":"Ugz54ooNAd5mzRm1-VZ4AaABAg","content_type":"comment","title":null,"body_preview":"Don't need to like some comment and share to our friends cuz we already know we could just chill it on its side and it will be good","author":"@TommyTharp-gn6qp","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.6849816849816848,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YJLlY3WoPuY"},{"id":"48db9442-f94d-43c1-a6aa-ae8e056778e6","source":"youtube","source_id":"UgzL9cqgumbtlKi1z4d4AaABAg","content_type":"comment","title":null,"body_preview":"I switched it out pick a water cooler it was easy to do now I can play for a long time","author":"@Knoxfishing-y4x","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YJLlY3WoPuY"},{"id":"441fdc8f-0fb4-4870-b54b-193bbcb1f157","source":"youtube","source_id":"UgyVe7bdcaPW_4KqKLl4AaABAg","content_type":"comment","title":null,"body_preview":"The updates like iPhones lol fk new tech bs… it’s not meant to last.. boycott all Sony garbage","author":"@IllEagleRoofer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YJLlY3WoPuY"},{"id":"b0e06769-4582-45f2-81f0-991be78678d4","source":"youtube","source_id":"UgzpIiQ1kr4JBt8Bygp4AaABAg","content_type":"comment","title":null,"body_preview":"Gold framed case with studded diamonds and BAM $500K added to the total","author":"@colemcgrath644","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"ff864ec1-1791-4788-b060-be9c9ab2448a","source":"youtube","source_id":"UgxfckUIPp5Eb4xbYFp4AaABAg","content_type":"comment","title":null,"body_preview":"I dont think its possible i really dont.\n\nAi data centers: hold my beer and wait a lil while and it will cost 2 million","author":"@kavkazking1367","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"8196ee86-b739-4a62-a2c7-c80019fa16a8","source":"youtube","source_id":"UgyxTL4_WUo_u5u1O594AaABAg","content_type":"comment","title":null,"body_preview":"Enough to get at max 30 frames per second in most new games","author":"@Paulisdam","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"55b5f69a-2a9d-4331-9912-c7ed0c2bc70d","source":"youtube","source_id":"Ugw6-zTqzge2ZDnqiHx4AaABAg","content_type":"comment","title":null,"body_preview":"It´s possible... If you include the electric bill pr. 1month 😂","author":"@Bexar2204","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"e4995d11-0a78-4c5a-be2a-a5ecb3514b17","source":"youtube","source_id":"UgzWFamVsRgiJl8-Mil4AaABAg","content_type":"comment","title":null,"body_preview":"It isn't even a pc at this point.\nThat's a fking server","author":"@autkai","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"eec2a5e6-fdde-4025-a273-65556856d2f7","source":"youtube","source_id":"UgxxU3QRO6qx3XkYLx94AaABAg","content_type":"comment","title":null,"body_preview":"If i had the money i would build this\nAnd play RuneScape","author":"@albacino69","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"a737eb6c-eb70-4e8a-b40e-9c9c6ed40f29","source":"youtube","source_id":"UgyK-tZfWUqRstOdP_J4AaABAg","content_type":"comment","title":null,"body_preview":"Just times this by 2 and that's 1 Million dollar data centers","author":"@IdeasAreBulletproof","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"af169862-b0e7-4334-8249-d3d5e043b7ac","source":"youtube","source_id":"UgxSsqUPqerxNwLK11R4AaABAg","content_type":"comment","title":null,"body_preview":"I mean u could get a million dollar gaming SETUP cuz u can get a rlly expensive desk and also a rlly expensive case and mouse and keyeboard and mousepad and lighting and multiple monitors etc but I do","author":"@laurabaxter8491","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"5c11629d-f635-4e91-8c95-8129001afdeb","source":"youtube","source_id":"UgxcAvV6L5_Gq6tMRAB4AaABAg","content_type":"comment","title":null,"body_preview":"Bro just do what Mr beast does and just throw gold foil on it and call it \"EXPENSIVE\"","author":"@Eyeknot123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","humor_sarcasm","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"2c99b57d-b84d-4912-a86e-155b08c65202","source":"youtube","source_id":"UgxqCDh3M1uBdZ_paNp4AaABAg","content_type":"comment","title":null,"body_preview":"That’s because you Blackwell 6000 GPUs if you want to actually spend money, you should’ve gotten GB200 GPUs","author":"@gex8729","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"236bd499-232c-4868-9040-26bba273309c","source":"youtube","source_id":"UgwMys1Tkz_uJZd7aaF4AaABAg","content_type":"comment","title":null,"body_preview":"The problem with super expensive personal computers is that they get very heavy with all the gold you need to put into them.","author":"@Dontlikeyellow","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","absence_of_personality","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JhErcj7F6jk"},{"id":"4cdc8616-915d-46e8-b7fb-2d0320de517b","source":"youtube","source_id":"UgxTCTtJ44JH8Qujhj14AaABAg","content_type":"comment","title":null,"body_preview":"\"Turn Ray-Tracing in without crying!\"\nMeanwhile I afarted playing Cyberpunk again on my Radeon RX6750XT and my Ray Tracing is set to *PYSCHO* with 90FPS on 'performance' mode.*","author":"@ragingdragoneight1285","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Npo7TQFEY7U"},{"id":"c3d6803a-ecd2-4e3d-822e-35b05894758e","source":"youtube","source_id":"UgwUBgOyYP-_dwr5u_Z4AaABAg","content_type":"comment","title":null,"body_preview":"If Radeon is good. At least right now. Better power, performance, and fps for less than most nividia graphics cards. Don’t get me wrong nividia is great for content creation and all but. Let’s be real","author":"@Jerzilla-gw6lf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Npo7TQFEY7U"},{"id":"1c523434-9617-4d4c-a42d-b60210d8764e","source":"youtube","source_id":"Ugzu5ccWmoXcuBVd4GF4AaABAg","content_type":"comment","title":null,"body_preview":"Considering I have a 9850X3D and a 7900XT, I’d say I’m team red. Also looked up how much my ram cost now days and there is no way id pay that price.","author":"@Card_1997","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Npo7TQFEY7U"},{"id":"293160f1-5773-455f-90d9-1543dff4f79d","source":"youtube","source_id":"UgypLaKEsNE4rK1_rRp4AaABAg","content_type":"comment","title":null,"body_preview":"Team red! Nvidia's linux vr drivers are broken for beatsaber! No picture wheb i try non old version on my quest3. 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Value for money these days is >>>>>","author":"@ky7e619","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Npo7TQFEY7U"},{"id":"7c82cb5b-8737-453b-87fa-378bb3fde3db","source":"youtube","source_id":"UgysBlIk7jnQPm8O-zR4AaABAg","content_type":"comment","title":null,"body_preview":"Team Radeon or Team Nvidia, and what made you pick one over the other?","author":"@METAPCs","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.2358395832131406,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Npo7TQFEY7U"},{"id":"bedd9cd1-89de-41e2-b442-95f9beb2593b","source":"youtube","source_id":"UgxTYg_HkKe5Vk8fTBR4AaABAg","content_type":"comment","title":null,"body_preview":"They are building an electronic prison around you. These are the first steps in the GAZAfication of US cities.","author":"@bochiecole","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_without_equivocation","platform_native_voice","absence_of_template_phrases","cultural_reference","short_length_limits_confidence"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"f0126ca1-1e64-4a85-9c59-1f70d9447b7f","source":"youtube","source_id":"UgwRUU3-OJ1rmCSThyN4AaABAg","content_type":"comment","title":null,"body_preview":"The cameras won't last ... 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This is just another distraction","author":"@Justjoe2u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"e467a649-202b-4243-8ca9-b040962da2d2","source":"youtube","source_id":"UgyepPbbcF8L9TUYJ2d4AaABAg","content_type":"comment","title":null,"body_preview":"They are collecting all our copper Pennies . They always find a way to take from us. Nothing to do with getting rid of that pesky penny","author":"@lorripowers1650","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"04e43e5d-f66c-4e5b-9bb4-f9ad25588d9e","source":"youtube","source_id":"UgzdYc622Ikva50x8rV4AaABAg","content_type":"comment","title":null,"body_preview":"I worked in retail loss prevention for years.  The surveillance cameras have the ability to ping your cellphone and capture an ID that can follow you around the store then track what you buy at the re","author":"@missangiee66","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"8b37768e-4eea-442e-9327-52f6e73f6c15","source":"youtube","source_id":"UgyBwhI4tUwXEYGjWFp4AaABAg","content_type":"comment","title":null,"body_preview":"Trump gets a kick back for the epstien  brother  that owns yhe company","author":"@RandyBorum-zj2ti","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","lack_of_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"bde39706-3128-48df-9269-ce57f3cb2ead","source":"youtube","source_id":"UgzOdMqEYjNZZLdmCsF4AaABAg","content_type":"comment","title":null,"body_preview":"Big Brother has been on military bases, government buildings, education facilities, ETC.... for DECADES!..........\n\n\"Implement PHASE 2 of \"Grand Master\" plan.......\"","author":"@brittneydiprosperis6527","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"6c0ce6a5-ffe8-4e39-aa62-bae5adf7c850","source":"youtube","source_id":"UgzIL64pDWnGDJhctbx4AaABAg","content_type":"comment","title":null,"body_preview":"Amazing how much copper it has, people can make so much money from cooper","author":"@Atlan_tis","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"6e482084-9318-49c3-b405-3d14cb92d200","source":"youtube","source_id":"Ugw6dFparyUEwbXuauh4AaABAg","content_type":"comment","title":null,"body_preview":"Flock is illegal.  On others private land.  As well as on public land.  We are protected by the 4th amendment.  I did not sign a contract with them.  Whom ever is supporting them is breaking the law. ","author":"@christopherOB1","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","over_qualification","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"88d42f33-3412-4daf-a789-1cdadf2784f7","source":"youtube","source_id":"UgzSQ7KlS0JytxeIaAF4AaABAg","content_type":"comment","title":null,"body_preview":"Nonono...don't DO that...please stop!!\n🎉😂\n1984!!! ORWELLIAN😮","author":"@LeoMerrittHall","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"87a3db71-e7f6-4043-a165-8787aa43189b","source":"youtube","source_id":"UgwRIMYstGmVGOUX4Pd4AaABAg","content_type":"comment","title":null,"body_preview":"Always a double edge sword with everything. We need to operate with better integrity and Respective Measure instead of tracking everybody.","author":"@earthynworthy","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"9de49d6e-efb2-4bd2-ab09-8a1a9241cdb1","source":"youtube","source_id":"Ugy0vwk0y8kqVs4NPA94AaABAg","content_type":"comment","title":null,"body_preview":"Congress is now involved, but we don't need new legislation. We need investigations finding those that attempt to circumvent the Constitution.","author":"@SlackGuru","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"2cc552c5-fdae-4400-95e2-346c6690744c","source":"youtube","source_id":"UgzdsOULD28rA1hAmBh4AaABAg","content_type":"comment","title":null,"body_preview":"Its your carbon foot print and you will be charged for everything that you use and do A CARBON FOOT PRINT TAX","author":"@TonyLong-y7b9k","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"7cb0aca3-3405-4be1-8098-044fbaccc9df","source":"youtube","source_id":"UgzCxhAjT19S2Tr0mFN4AaABAg","content_type":"comment","title":null,"body_preview":"this kind of green laser is not available for the public ?","author":"@leschatsont9vies","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"7c645977-dd2f-45da-a825-a9c8c73dc729","source":"youtube","source_id":"UgwA7FHW3J2MNanIwMZ4AaABAg","content_type":"comment","title":null,"body_preview":"\"Theres copper in them...\"  😏...mans ringing a dinner bell lol","author":"@willytheekid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"d577ddac-4ee0-4335-8701-14c2e2c41fc7","source":"youtube","source_id":"Ugw-DnkL61J5Rhgdo2p4AaABAg","content_type":"comment","title":null,"body_preview":"They keep going, we'll have to get permission to leave the house","author":"@mykel812","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"c1e05e70-a6c7-4caa-abd9-a9e3559b1421","source":"youtube","source_id":"UgwSSVnVRBM2C5X4U2V4AaABAg","content_type":"comment","title":null,"body_preview":"It's funny because the first thing you do when your phone rings is check the screen to see who's calling 😭","author":"@CoffeaLight","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"6910724b-12fb-495f-af57-34a87346ce12","source":"youtube","source_id":"UgzkfIqHrcSnlnAa81h4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t like all the issues with my Apple 🍎 15 pro max looking for a better phone what do you think","author":"@kathyfann","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"158d84c4-08c6-4936-b50b-ca9c6b4151ef","source":"youtube","source_id":"UgxHPu1Xq0MtYg_WEYt4AaABAg","content_type":"comment","title":null,"body_preview":"I had a 6. I needed to upgrade cause it's losing security updates. I use it for work.","author":"@sashaman14","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"5130e56a-bb07-4217-931a-d49a8f7c6c55","source":"youtube","source_id":"Ugz2iL-WLm1yFp6jws94AaABAg","content_type":"comment","title":null,"body_preview":"why do they keep coming with newer phones when there is literally nothin new or ground breaking to offer!! all phone companies should change their launch cycles to 2-3 years for the zero novelty they ","author":"@abhijeitb7631","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"e75d1c83-85e9-4dd1-8fd2-cd09155277bd","source":"youtube","source_id":"UgzEi0Wq2syumV4amyF4AaABAg","content_type":"comment","title":null,"body_preview":"Remember the days when a pixel was a really good phone for a really good price… miss that.","author":"@RadiateOne","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"a6fbc947-afd8-4149-84a8-bacad3782974","source":"youtube","source_id":"UgwoBKPDhW-6wyuOkcZ4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly the new trade in bonus they're doing for these pixel 11 phones makes it so worth it. If it wasn't for that I would probably look to grab a pixel 10 or 10 pro instead","author":"@RubenBJJ96","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"20f4e50a-b7fe-4207-9658-61523046c791","source":"youtube","source_id":"Ugw20rPqwl1uj-tNGG94AaABAg","content_type":"comment","title":null,"body_preview":"Overpriced and underpowered, that's basically a Pixel in a nutshell","author":"@Mindphaser1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"1c30323d-1b4d-40c6-94eb-b489df61cf23","source":"youtube","source_id":"UgxPH5-HJPyALncTY_R4AaABAg","content_type":"comment","title":null,"body_preview":"Pixel stands for paying 150% for 50% of the hardware compared to competitors. That thick bezel can park spaceships and belongs to 2021.","author":"@jerrybao1934","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"e794c6bd-9b94-4f1c-8d0d-94a79ea8fba7","source":"youtube","source_id":"UgzHuk_7qzY0UZylpRR4AaABAg","content_type":"comment","title":null,"body_preview":"google should go bring back either lg or htc cos they suck at this game","author":"@yellow_solomon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"c99f81b4-7bce-4e14-aeee-f32ecc4edd15","source":"youtube","source_id":"UgyEcDmm41KCV913cBh4AaABAg","content_type":"comment","title":null,"body_preview":"I have a pixel 10 but my next phone will likely be a Samsung","author":"@drewigi","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"44f1b3d7-caee-4cb7-9f78-6cab647f45d4","source":"youtube","source_id":"UgxA5-eOGuU1FZedNdh4AaABAg","content_type":"comment","title":null,"body_preview":"Pixels are the shittiest phone thats ever made for the price. I rather use one plus than google.","author":"@straight2yoface","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"1c1ff8af-5ffc-4b64-891d-05d03e59059b","source":"youtube","source_id":"Ugw59PAQEx9RfVPNheJ4AaABAg","content_type":"comment","title":null,"body_preview":"I would upgrade my Pixel 9 Pro to 11 Pro as I can get it as my work phone, but I just hate that they removed the temperature scanner and added a bogus led light at the back that I will never notice.","author":"@domzyorgon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_context","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"a395e2bc-9886-41ee-9f7f-21992e2bd2a3","source":"youtube","source_id":"UgxtEHespmR02eaeGQN4AaABAg","content_type":"comment","title":null,"body_preview":"Google caring more about expanding data centers and lobbying than a product people actually want. Classic.","author":"@CrazyPr0ducti0ns","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"ae7a74ce-aac7-45c1-9eda-ca6bf16ca573","source":"youtube","source_id":"UgwMmuCtgtukS75VCA94AaABAg","content_type":"comment","title":null,"body_preview":"Google has completely given up on consumer facing products and services. They are a business to business company now.","author":"@acommon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"b7802d64-dbea-413f-b914-090ec391ee5b","source":"youtube","source_id":"UgxW_CxAo5rT75qvnkJ4AaABAg","content_type":"comment","title":null,"body_preview":"Till date i mourn my Pixel 3a. The best phone ever 😭 with the best camera 😭 with each passing yr, the phones and the camera is getting worse 😭 my Xperia mini pro with 5mp took better pictures than thi","author":"@PipPipS","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"76ac57dd-f97f-4a0b-b851-23a2e53070dc","source":"youtube","source_id":"UgwpzFpGbcyFanG5tLJ4AaABAg","content_type":"comment","title":null,"body_preview":"Remember the time, when Samsung phones and other brands had a notification light? \n\nThat was awesome! Green for WhatsApp, blue for Facebook, etc...","author":"@SantinoGER09","classification":"human_created","confidence":0.7,"indicators":["nostalgic_recollection","imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"5ebff680-1d0f-4420-baf1-ee75c73f68e6","source":"youtube","source_id":"UgyNn8P8DlQqRPu4rSR4AaABAg","content_type":"comment","title":null,"body_preview":"I'm still using my Pixel 9 Pro XL and, to be honest, I don't see any reason to upgrade.\n\nIf they had released the Fold as a 4:3 or, when opened, as a 20:9, then I would have considered switching.","author":"@SantinoGER09","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"53240330-050b-44a1-8ba0-c267ea5ebc66","source":"youtube","source_id":"UgwZO7MkKy2FAA-MWox4AaABAg","content_type":"comment","title":null,"body_preview":"IMO, the phone that's released this year, was set in stone a years ago, maybe 2. The phone they'll release next year is already set in stone. This is the only reason I can think of as to why they didn","author":"@jo.t8812","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"d8ad5783-e5eb-455f-8982-dc4308c48389","source":"youtube","source_id":"Ugz_h6cLovaELe6EubF4AaABAg","content_type":"comment","title":null,"body_preview":"Huge Google fan I loved the OG pixel XL and my nexus 6p. But they can't even make a phone even remotely worth buying even for fans. At this point they need to start firing people. Go back to snapdrago","author":"@KParks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"71c84bae-56ad-4648-96cd-0c36adca1ae8","source":"youtube","source_id":"o4SSoURPODY","content_type":"post","title":"Google Pixel 11/Pro/Fold Impressions: It Is What It Is","body_preview":"Every year, a new Pixel, and new hopes and dreams...\n\nProtect your new Pixel 11 or old Pixel 10 with dbrand at https://dbrand.com/shop/pixel11\n\nAffiliate Links:\nPixel 11 Pro: https://geni.us/iypnawz\nP","author":"Marques Brownlee","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o4SSoURPODY"},{"id":"d40b32cf-b81b-4c2e-8051-58a3a07b0073","source":"youtube","source_id":"UgyzaW0TbuksZEqitHJ4AaABAg","content_type":"comment","title":null,"body_preview":"Tecnico: Dio servicio, atención, resolvió, reparo, rapidez, calidad, y garantía! 💯 de 💯 👍🏼\nClienta: 😠 💢👎🏼","author":"@elbandamn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_aMOmxo7lmQ"},{"id":"45314654-ed31-4964-9430-67c198f795e6","source":"youtube","source_id":"UgwOQRcA9dnrWIOHzah4AaABAg","content_type":"comment","title":null,"body_preview":"Tengo uno así moto G60 lo mismo por accidente derrame una taza de café y murió la pantalla pero está vivo aún prende linterna, música y ya tiene un año abandonado y hace unos días atrás lo cargué y aú","author":"@alexavila704","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_aMOmxo7lmQ"},{"id":"a0c1e777-1f3b-478c-a11d-fc49f9e04891","source":"youtube","source_id":"Ugy6bYtIJMrd_6CU7Lh4AaABAg","content_type":"comment","title":null,"body_preview":"Y dónde te encuentras por qué mi celular se echó un brinco al piso y se rompió la pantalla... Y la imagen se ve doble... 😵‍💫😵‍💫😵‍💫","author":"@dulcebunnyvazquez3143","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_aMOmxo7lmQ"},{"id":"14cfa4a2-c7d1-40e5-89df-fbd214286513","source":"youtube","source_id":"UgzhrcG5HBZLooaP2JJ4AaABAg","content_type":"comment","title":null,"body_preview":"Ta chido el trato me cae que voy nada más para que me repare con una plática así 😂 éxito rotundo amigo dtb","author":"@mistikodelacruz26","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal 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edad?","author":"@victorchavez7914","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_aMOmxo7lmQ"},{"id":"9d1f245f-2366-4ae5-86c5-ff3d6ecbf60d","source":"youtube","source_id":"Ugwl3ca2sf5hp5v1INF4AaABAg","content_type":"comment","title":null,"body_preview":"Yo pago de 1500 a 2000 con que melo agan prender me urge sacar unas cosas es un nova 5 t","author":"@Calin94-z3i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal 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2026","author":"@hkoffb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_aMOmxo7lmQ"},{"id":"1d4cf910-2e3f-4f64-aff4-5b008a76cfd3","source":"youtube","source_id":"UgyFlHHK9CzePi3OvVN4AaABAg","content_type":"comment","title":null,"body_preview":"La niña señora , no existe ........la niña señora  . 😂","author":"@JoseMartinez-oz8mf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal 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Fire?","body_preview":"▶️Créditos a : @revive.tu.cel\n\nEn el local de reparaciones nos llega de todo, pero la historia de esta joven clienta nos sacó más de una carcajada. Con toda la sinceridad del mundo, nos contó que su c","author":"Vladi & Marta","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","human_indicators_present","list_heavy_advice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_aMOmxo7lmQ"},{"id":"b20b7fda-d72b-4de4-85d5-54c8345e29bb","source":"youtube","source_id":"UgyYeSjN2hpWssP2LPN4AaABAg","content_type":"comment","title":null,"body_preview":"Why is nobody saying anything about his headphones 😭🥀","author":"@Black_Star40002","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3a-h0ot7Ctw"},{"id":"18492d78-d01e-4e48-9c4d-8bb2c40d876f","source":"youtube","source_id":"UgwlK0yBgIyQMTdkZJ94AaABAg","content_type":"comment","title":null,"body_preview":"If i was connected to the bluetooth i will immediately play katseye","author":"@ChristonCalebViloria","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_absence"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3a-h0ot7Ctw"},{"id":"6d708fd2-d526-4957-8224-8c42bf28e111","source":"youtube","source_id":"UgzdV8pd-To7Mg1hG4p4AaABAg","content_type":"comment","title":null,"body_preview":"If that was me I would had said \"bro it just connected\" or just disconnected it","author":"@RobertChoates-m5b","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3a-h0ot7Ctw"},{"id":"e843ccef-af36-4a2b-bdf5-9df47f812a66","source":"youtube","source_id":"UgzCAtnUMJ2dRyKPqzx4AaABAg","content_type":"comment","title":null,"body_preview":"Prison of death is coming because you make all people deaf.imagine be a henry stickmin\n\nGET OUT!","author":"@LindaLinda-tc3xt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3a-h0ot7Ctw"},{"id":"472ca137-b433-4c88-b053-1a9404e500ca","source":"youtube","source_id":"UgzgcXY9hKboDYpkmHp4AaABAg","content_type":"comment","title":null,"body_preview":"Bruh you had centuries to turn of the blutooth, the audio and the screen💀","author":"@Autumn-w4j","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3a-h0ot7Ctw"},{"id":"361a5d34-de32-4dfd-be3b-f2abd7334001","source":"youtube","source_id":"Ugz0gioZcSr3leRA97B4AaABAg","content_type":"comment","title":null,"body_preview":"Actually the real reason you want to do this is because its fun to break stuff when you're bored","author":"@0o0ooo0o0oo0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"0a27c13b-4c16-40e5-9091-3c0594fea4c8","source":"youtube","source_id":"UgxGgzOeyJ_P5HoP1al4AaABAg","content_type":"comment","title":null,"body_preview":"This is like when you watch a stick drift fix tutorial and the guy starts disassembling the controller","author":"@DevieDevOwO","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"c4bd57ef-7ae2-4f97-8cce-ad914eaa086b","source":"youtube","source_id":"UgyjDPnvugtrIi0reeZ4AaABAg","content_type":"comment","title":null,"body_preview":"that’s cool and all but isnt that how the iMac was invented? an all in one computer","author":"@chriskuva","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"1efcc285-5476-422a-838f-3c9cfee46137","source":"youtube","source_id":"Ugz83G4meavo8umkm4h4AaABAg","content_type":"comment","title":null,"body_preview":"Stell dir vor dein Bildschirm macht Bildschirm dinge😂","author":"@maucrafterxd2790","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"8c127390-2394-44eb-b289-90ffe3075468","source":"youtube","source_id":"UgwsgSdYa1Mxz7l5cS54AaABAg","content_type":"comment","title":null,"body_preview":"People don’t know there’s a monitor in their monitor?","author":"@victorwidell9751","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"ca681803-3383-4dd3-86d4-9778a77a4ee5","source":"youtube","source_id":"UgwuqPPBK5nO15FKO5J4AaABAg","content_type":"comment","title":null,"body_preview":"Advice: The best thing (by far) that I have found to play on this is bad apple.","author":"@leseanpayne2805","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"12069ba4-33d2-4404-847b-5c4d5ffed06b","source":"youtube","source_id":"UgyICvtFPY4AVApyBzB4AaABAg","content_type":"comment","title":null,"body_preview":"thanks man.. already smashed it with the hammer before I finished the video","author":"@Silas_Chain","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"d5cbb0a9-9dde-490e-8d06-63974f1a2a7e","source":"youtube","source_id":"UgxlkYXIcZ_e5o8Lc_94AaABAg","content_type":"comment","title":null,"body_preview":"why would i want this? it looks cool but it really isn’t useful","author":"@thedude6058","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"d7b3ff2d-3555-4ed8-8f62-6c7e09ac0859","source":"youtube","source_id":"Ugy8f5h6fealksr8SFZ4AaABAg","content_type":"comment","title":null,"body_preview":"My ADHD ahh always jumping ahead when given directions: \"oh no 🔨\"","author":"@snortingcatnip2842","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"4870dd4e-4124-4b2f-94b4-c0e190ea18ba","source":"youtube","source_id":"UgzMDyLU5cFFoPuD5814AaABAg","content_type":"comment","title":null,"body_preview":"So that's why you should always break your old monitor?? Thats just stupid, stupid.😮","author":"@danehlers9989","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"a2670262-33e8-400d-a304-d78bd55767dd","source":"youtube","source_id":"Ugz3aq_PN45BpJr4Cc94AaABAg","content_type":"comment","title":null,"body_preview":"The speaker drivers in the headphones aren't dynamic drivers, those are used in speakers. The actual driver is a bit thinner, and made of transparent plastic.","author":"@theroshzone1","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b41hUGwlqMM"},{"id":"e868167d-7f6d-494d-aaa4-34d68113f912","source":"youtube","source_id":"UgwDcqcFcKMMq1wEp-p4AaABAg","content_type":"comment","title":null,"body_preview":"Why was the mother like? Oh I’m so sorry that I made you scared. Mothers are supposed to be sensible not breakable or I don’t know what to say but I don’t know how to describe it and Zack your earlier","author":"@shankiishrafahim5546","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b41hUGwlqMM"},{"id":"3adbf913-e0b3-4265-8985-a4a5c6b62329","source":"youtube","source_id":"UgxZGhr3YIFKaU42d0F4AaABAg","content_type":"comment","title":null,"body_preview":"When you put them on, tiny microphones inside pick up the noise around you and they read the highs and lows of the soundwave. It uses it to create a wave that's practically the opposite. And when this","author":"@Megh-k2o","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b41hUGwlqMM"},{"id":"f359bf16-8153-4b66-8220-f172f85edb3c","source":"youtube","source_id":"UgzIj6mm9tggWX8iL6R4AaABAg","content_type":"comment","title":null,"body_preview":"When Zach said “by the time you hear itil be to late” whyd the mom smile?? isn’t that concerning","author":"@EvaMiranda-n1u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal 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віднесення,,,,,,😅😅","author":"@НаташаКоваленко-ъ4к","classification":"ai_generated","confidence":0.95,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b41hUGwlqMM"},{"id":"35021a64-a3ec-4f11-8714-bb6055d8564e","source":"youtube","source_id":"Ugykhju5Vev4nwIcP7N4AaABAg","content_type":"comment","title":null,"body_preview":"What a snitch go hard or go home essay screwed up thoed","author":"@lugio420","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal 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lately","author":"@dawidpiotrowski3709","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"98673cd1-4405-4945-bdf2-23be523408d2","source":"youtube","source_id":"UgxdBHvtQBemiYTPCPJ4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah its cool but if you drop it you will crack the screen and the buttons won't register","author":"@Shamiirr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"b73bf24e-88b8-4b02-a366-7179b3ea3528","source":"youtube","source_id":"UgxBX_c6gzCDq04eksB4AaABAg","content_type":"comment","title":null,"body_preview":"Ok I get the arguments against such a controller but on the flip side there's all the advantages it would bring to the table for gamers with disabilities who have a hard time using a regular controlle","author":"@ZacheryClouse","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","balanced_perspective","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"f805d447-de8f-4424-a33c-f9d14f706238","source":"youtube","source_id":"UgySRsBF-ApmCniBOAR4AaABAg","content_type":"comment","title":null,"body_preview":"All jokes aside, the digital games is \"whatever\". I own ALOT of physical games but nowadays I do buy digital much more. But a digital controller? No one wants that.","author":"@benevolentnexus4875","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"cb9e6523-4f2e-4e5a-8573-e621a7031179","source":"youtube","source_id":"UgzdVQxgmndIy1J7gRN4AaABAg","content_type":"comment","title":null,"body_preview":"To be honest, what's honestly the issue with digital buttons? What if response time becomes better compared to physical? I'm not gna knock it until I try it.\nI don't understand the negativity towards ","author":"@TaiDZero","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"381f2eb9-4c30-4a3c-9d6f-c7ee592f4010","source":"youtube","source_id":"UgzLdOijpVQxbh9aJhF4AaABAg","content_type":"comment","title":null,"body_preview":"No physical games no physical buttons and would you look at that no physical consumers!","author":"@gizmoglitch3265","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"150b8e3a-9aa2-4dcc-91b2-8776cbc2ddbe","source":"youtube","source_id":"Ugxg9aHNVnBmRtH6COF4AaABAg","content_type":"comment","title":null,"body_preview":"You can bet that this is just a way for them to be able to turn off the controller whenever they feel like it","author":"@blksmagma","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"fcff998c-2aeb-47dc-802e-e1831c70e0ed","source":"youtube","source_id":"Ugyys5aos1QeccOgu554AaABAg","content_type":"comment","title":null,"body_preview":"Honestly being able to customize where buttons are on the controller would be really nice but I'd still want buttons oh and i own xbox not Playstation","author":"@Rip_off_axelotl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"34151521-e669-4ce3-90c9-f9b68741ba91","source":"youtube","source_id":"Ugzz64UpXfnO9ddYM4V4AaABAg","content_type":"comment","title":null,"body_preview":"They doing this since phones games can move stuff around next you'll be able to make calls on it next","author":"@TheFathomNight","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"5546548d-a9bf-485b-bef5-7154966a9aec","source":"youtube","source_id":"UgxZQXQrgdMomJgTIv54AaABAg","content_type":"comment","title":null,"body_preview":"Next thing you know, they'll either make a controller so stupid you need the force to use, or they'll make a console that only exists in the figment of your imagination","author":"@jackraggo1569","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"6d6b522e-a0b0-4257-a0d7-3a333702d5d1","source":"youtube","source_id":"Ugw2Pv9yU0gnyPFTZyZ4AaABAg","content_type":"comment","title":null,"body_preview":"I’m confused are we pro emulator or pro buying the game? Cus many emulators use this same feature especially if you use an emulator on your phone","author":"@JakeTylenol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"5cea3e27-6814-42a4-896f-1b079db67501","source":"youtube","source_id":"UgxiCXquDAn-nRlXOpd4AaABAg","content_type":"comment","title":null,"body_preview":"now we wait for digital consoles that will cost more than physical one and also will require monthly subscription separate from ps plus","author":"@nicknicknicknicknick1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"9310f1c3-0382-45e9-b12f-b33b8647a572","source":"youtube","source_id":"Ugw6u2ZmbelBaUfsMi94AaABAg","content_type":"comment","title":null,"body_preview":"Yeah im skipping ps6 lol\nEverything is pointing to pc atp","author":"@raiza__storm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"b2273340-1eef-4d2f-98f2-b4a4cf73b4c2","source":"youtube","source_id":"UgyMDf_qN6jbX8yQcsR4AaABAg","content_type":"comment","title":null,"body_preview":"First it was separate disc drives. Then it was no discs. Now it is controllers","author":"@CAT_LoVEr917","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"f6927d90-e594-41af-9553-4971015f04b7","source":"youtube","source_id":"Ugwv9LDkk7A91Lw5ngZ4AaABAg","content_type":"comment","title":null,"body_preview":"We want physical games, those fooken idiots want sales an they can’t get Sales if NO ONE BUYS THEIR SHIET 😂 it’s not fooken rocket science, you can’t be this dumb?","author":"@honz40hands1st9","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"9933d9c3-f0fc-476c-b043-c07debaf5dc6","source":"youtube","source_id":"Ugx38_B6AIoB3YJbyPd4AaABAg","content_type":"comment","title":null,"body_preview":"Ts happened with the mobile phone industry, car industry, every one of them failed and now controllers too.","author":"@AmaanGhaffar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"8aa10b41-9435-4a6c-ae6b-8114f2f3d5b7","source":"youtube","source_id":"UgzPVzR74kRbLMhMsZZ4AaABAg","content_type":"comment","title":null,"body_preview":"If you ever tried using touch screen buttons on a phone... you know exACTLY why this controller would be a problem.","author":"@tede.7297","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"d1e6ad0f-e5ea-4733-adeb-cab645adda9f","source":"youtube","source_id":"UgyBN7dtm3_hI_gRhW14AaABAg","content_type":"comment","title":null,"body_preview":"If they did haptics like on the iPhone that would’ve been cool. No buttons getting stuck & the Hall effects sticks would go brazy.","author":"@TheBrian192","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"43b6b3d1-2a63-401d-a43e-301decbc529d","source":"youtube","source_id":"jVbj-zNnfO8","content_type":"post","title":"PLAYSTATION DIGITAL CONTROLLER REVEALED #shorts","body_preview":"What is Playstation THINKING 😭 \n\n#ps5 #playstation #xboxseriesx #xbox #gaming #skit #fyp #funny #shorts","author":"jacobweeby","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.36297886899610793,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jVbj-zNnfO8"},{"id":"b3c2ed50-51c8-4ddf-8139-2ffc839138b4","source":"youtube","source_id":"UgyNvlRpzXrUpfJdTaJ4AaABAg","content_type":"comment","title":null,"body_preview":"Day 517 of asking macbook air m5 ❤❤with bearded bro😅😅( video 157)","author":"@MasalaSphere","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"8bf85be1-eba9-4e35-ab37-d5816fb98399","source":"youtube","source_id":"Ugx0WB7DnxBO11XlGIN4AaABAg","content_type":"comment","title":null,"body_preview":"Have you tried opening a suitcase with another suitcase?","author":"@slavpanda1542","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"eab84ecf-65d9-4f0e-b40f-f95ea58c0fe8","source":"youtube","source_id":"Ugw8FFplUYOClkPD7ON4AaABAg","content_type":"comment","title":null,"body_preview":"Thing is, the people whp are transporting your luggage also have boltcutters.","author":"@MrGreenTabasco","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"515e3fd7-f776-40e9-8765-17ee862155f4","source":"youtube","source_id":"UgzRAuX1d-ACfCDM3gd4AaABAg","content_type":"comment","title":null,"body_preview":"They will not use the key instead they’re just chop it off and destroy the suit case \n\nMy sister had a approved suit case by TSA they destroyed it and ducktaped it shut","author":"@UnifiedHorizons","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"fb4f172c-67b5-44b5-a2c9-9fc9aad21200","source":"youtube","source_id":"UgwCF51XmeKoxDOLovB4AaABAg","content_type":"comment","title":null,"body_preview":"That's how government are doing, now imagine what kinda back door they have on our phones, laptops and all","author":"@aqib.shahzad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"3e48aab0-17bf-40cc-b7a4-ff2883795292","source":"youtube","source_id":"Ugz9ca9gBhxft-OOjX94AaABAg","content_type":"comment","title":null,"body_preview":"So American are paying this corporates so they can have backdoors fir government to invade your privacy and security, and then these corporates again fund these politicians to keep them in the governm","author":"@aqib.shahzad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"f0e59bb7-b7b1-4fb2-9659-c6a4d4f2cb74","source":"youtube","source_id":"Ugy_Rfj_DXGY0BucsBp4AaABAg","content_type":"comment","title":null,"body_preview":"You can bypass it with a paperclip. Worst lock ever","author":"@chrisheater4118","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"67da69b0-5655-42c5-93ed-5deacc18b3f0","source":"youtube","source_id":"UgyjvUWtqBE8rutkxBB4AaABAg","content_type":"comment","title":null,"body_preview":"You thought your suitcase was secured before the keys leaked?!?","author":"@99RedPenguins","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"4e870791-4a31-45b1-a4c0-4b37aa14791a","source":"youtube","source_id":"UgyOTJ0ApT_il1ZNsNN4AaABAg","content_type":"comment","title":null,"body_preview":"All you need is a pen to open any suitcase which has a zipper.","author":"@qv81","classification":"human_created","confidence":0.72,"indicators":["terse_reply","practical_specificity","absence_of_hedging","no_synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"64e64dc5-e368-4651-b7a1-5fa6c579b122","source":"youtube","source_id":"UgwwF_8JEQ96N43kjpN4AaABAg","content_type":"comment","title":null,"body_preview":"You don't even need a key, you just need a pencil to jab between the zipper line to slit them open or a knife to cut that weak fabric up","author":"@carstereo2493","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"202bab66-feb4-46be-bf13-811c35bc1aca","source":"youtube","source_id":"UgzB4SzY5OP4fyTaz8t4AaABAg","content_type":"comment","title":null,"body_preview":"Soo why tell this to everyone?\nSpread awareness to make ppl switch, or make things worse by letitng more people know that they can do this","author":"@randomstranger961","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinion","terse_reply","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"b23f81e5-2b97-4ff8-88f7-8b103bcf9d23","source":"youtube","source_id":"UgyETId8NXhkmYD7BK94AaABAg","content_type":"comment","title":null,"body_preview":"Twin how da hell have you even grown a literal beard?!?!!","author":"@mahlamay","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"2cb7bba3-7697-4c47-ae96-8c698ef006ed","source":"youtube","source_id":"UgxFjomWji7K_V88aDR4AaABAg","content_type":"comment","title":null,"body_preview":"The lock on suitcases is mainly to prevent accidental opening. The zipper can't slide or the snap pop open even if it gets caught on something. If a thief wants something in your luggage, a little loc","author":"@Ruinwyn","classification":"human_created","confidence":0.72,"indicators":["strong_opinion_without_equivocation","practical_specificity","terse_natural_style","absence_of_template_phrases"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"ac36afa5-d839-417f-a421-bfcba92072a5","source":"youtube","source_id":"UgxOkgkVr84gc_5LVaR4AaABAg","content_type":"comment","title":null,"body_preview":"All of locks dosent matter as you can unzip any zip with a pen.","author":"@NurgulArar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"0a69be1e-28ca-403f-9015-31081356867c","source":"youtube","source_id":"UgxFk-Lm3DdDgwiepaR4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah this only works if you have a TSA approved which technically you don't even need to use is legally they have to open it up in front of you","author":"@brainkast","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"8831db5b-be8f-4923-bdbf-c116957b55af","source":"youtube","source_id":"UgweeT47zRN4P1s5PnR4AaABAg","content_type":"comment","title":null,"body_preview":"If you have something super valuable that you absolutely must take with you on vacation and it cannot go in checked bag, mail it to yourself with insurance. I've had a huge number of things stolen out","author":"@russelldavis1539","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"7bc2577d-3725-4c1d-a848-4b60ed97daaf","source":"youtube","source_id":"UgyEgS6UOzA_zCzF8l94AaABAg","content_type":"comment","title":null,"body_preview":"It still doesnt make any sense why they need a key to your things after screening.","author":"@johnstrachan5323","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"fe221cd2-8eeb-42b8-9d1a-fb6482ac9233","source":"youtube","source_id":"UgwrP854eLpECBy94TF4AaABAg","content_type":"comment","title":null,"body_preview":"Gonna use WD40 with a 3M light sanding pad to remove some rust off my Ecosport's AWD driveshaft. Then coat it with some Lucas Red & Tacky grease.","author":"@YamahaCubed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"24ccdd90-90d2-4c84-ad07-7a4fa13dd92a","source":"youtube","source_id":"UgzYoW7AGoAaVVKpM-54AaABAg","content_type":"comment","title":null,"body_preview":"Use PB Blaster to penetrate and break free/lube, use WD40 to clean the rust off","author":"@Mikegoodstash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"e4426d02-41eb-488a-8025-00867a5f8892","source":"youtube","source_id":"UgxPnGskbsWOzY4gvdl4AaABAg","content_type":"comment","title":null,"body_preview":"A great tip that I learned about WD40 is to use it on certain gaskets like a carburetor rebuild kit for example. It allows you to remove parts for jet changes and other tuning parts in the carb withou","author":"@daviddntait","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","absence_of_ai_template_phrases","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"c5be1c0b-2baa-40c6-adab-ff40bec9d145","source":"youtube","source_id":"UgzJYyHYkZmSL8btawh4AaABAg","content_type":"comment","title":null,"body_preview":"WD-40 was originally created in 1953 by the Rocket Chemical Company to prevent rust and corrosion on the outer skin and thin stainless steel fuel tanks of the Atlas missile","author":"@vobic13","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"988704e7-e030-4724-9190-b1c0e49d533e","source":"youtube","source_id":"Ugz0f8GxMwPlS3pCyi54AaABAg","content_type":"comment","title":null,"body_preview":"WD40 took wah more than 40 tries to make. It just happens to be the compound that worked the best when developed for NASA. Water Displacement 40th formula. Developed by Iver Lawson of Rocket Chemical ","author":"@jessesyfert9359","classification":"human_created","confidence":0.7,"indicators":["false_specificity","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"130f70a9-4fa1-4c87-950b-d10f9fe1343b","source":"youtube","source_id":"UgxW3nYyTS0LvVfr9W94AaABAg","content_type":"comment","title":null,"body_preview":"Almost everyone 😂 except those who are mechanically inclined","author":"@jeffdohse7124","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"a4f5d7bf-5358-4902-b42e-ebe4b8989770","source":"youtube","source_id":"UgwbjFUWdKzElS_GXqp4AaABAg","content_type":"comment","title":null,"body_preview":"The Original PurposeProtecting Missiles: Designed for Convair to shield the thin steel skin of Atlas intercontinental ballistic missiles from moisture and corrosion.Water Displacement: Formulated stri","author":"@ChrisTaylor-fu1lj","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"a05d3988-c539-4f9b-b2ed-f3a238590f89","source":"youtube","source_id":"UgwYezu0YI9dIzUvRM14AaABAg","content_type":"comment","title":null,"body_preview":"nobody thinks WD is lubrikant.ppl who newer used it dont know what it is and ppl who used it know what it is.","author":"@quark4042","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"22ad9eab-669f-4af1-a96d-e09b30fbf903","source":"youtube","source_id":"UgzqObe2YbVPdOtLiGp4AaABAg","content_type":"comment","title":null,"body_preview":"One ingredient in it is beeswax. I use it for spot cleaning my garage floor. Cuts grease.","author":"@Ltomast","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"43f37beb-fc1c-4c0a-8f42-0371c92f3272","source":"youtube","source_id":"UgxN-yYqbcUXUAxAmel4AaABAg","content_type":"comment","title":null,"body_preview":"prefer MANNOL M40 cheaper as good as WD40 for rusted bolts and plastic  rubber safe and dielectric, unlike WD40","author":"@Azureecosse","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"68d8a094-6893-4cdb-b0b2-50080faed92a","source":"youtube","source_id":"UgwU7LKSWQGeHilSKTx4AaABAg","content_type":"comment","title":null,"body_preview":"WD stands for water dispersant not water displacement. 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All the best for you, your family and the new member of your family. I hope you are all fine and healthy","author":"@GuySwords","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"445b90e0-7f83-4672-bcb6-138022e78238","source":"youtube","source_id":"Ugy6_8f9vrTAgEwhWR54AaABAg","content_type":"comment","title":null,"body_preview":"Well, if she’s such a phone expert, why didn’t she fix it herself?  I don’t know anything at all about the intricacies of cell phones, but I’ve bought several new screens and digitizers over the years","author":"@BarkingSpider777","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"75f2bd12-1465-4582-afe2-4b08345f2dbb","source":"youtube","source_id":"Ugzfm9Z5bYOyVmUEiMl4AaABAg","content_type":"comment","title":null,"body_preview":"I didn't need to watch the whole video to know that she wasn't going to be cool. She was warned.","author":"@michellew571","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"0e129bc5-2920-4872-8897-1f89d69e9dbe","source":"youtube","source_id":"UgzPPVrkrRbOJoScnD94AaABAg","content_type":"comment","title":null,"body_preview":"is it even her phone? the way she approached you, it might as well be a stolen one","author":"@Masterwhiff","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"b4f9a846-b7b9-4236-b980-5eec4da1a4e6","source":"youtube","source_id":"UgzL0iCKSxv8FZsPeLN4AaABAg","content_type":"comment","title":null,"body_preview":"Some folks are neither pleasant nor intelligent. I get being upset but you were literally telling her the one thing that could possibly get her info back.","author":"@darthbaferu398","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"4d7d499a-975c-4a95-be5e-73b9ca37cca6","source":"youtube","source_id":"UgwLg1wYIbICcgv1G514AaABAg","content_type":"comment","title":null,"body_preview":"She’s so rude. She won’t even let you talk like literally if I was you. I would literally call the police on her and she would just get arrested for like being rude and like being ungrateful that’s wh","author":"@Tapojyoti","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"7d9ac692-7794-4e01-b77b-c560b5c5aab6","source":"youtube","source_id":"Ugyj9oz0YxmNtZdj_ht4AaABAg","content_type":"comment","title":null,"body_preview":"As soon as she pulled up, you should of known it was going to go like it did","author":"@chrismazza5306","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"31622be4-4657-49b6-82aa-eada7decb2ad","source":"youtube","source_id":"UgyOFwzai_g81LkAznp4AaABAg","content_type":"comment","title":null,"body_preview":"Bro I’m sorry but I judge before hand 😂 if you come at me tweaking like that looking all directions before handing me a phone ima say to pay up front or go somewhere else 😂💯 not risking that one","author":"@nojuuthegoat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"e1123cbb-6229-411a-a2a4-cec744b10bfe","source":"youtube","source_id":"UgxTuYdzmAsCPD3NujR4AaABAg","content_type":"comment","title":null,"body_preview":"I wish nothing but the worst towards that customer. What a waste of air.","author":"@rexcaliborb0i226","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"6ec921ab-8042-4989-b26c-d467f22881f4","source":"youtube","source_id":"Ugy-YLfX-5s7tPOXRC94AaABAg","content_type":"comment","title":null,"body_preview":"She was so weird you explained everything to her before she let you have it","author":"@thickmadamm50","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"0ab1365a-fed7-4b66-9820-964fca00f9d2","source":"youtube","source_id":"Ugx1x87U9QdmBEWOiud4AaABAg","content_type":"comment","title":null,"body_preview":"Let's be straight right here and right now she thought she could get him to allow her to walk away with a new screen at the end of the day, guarantee she saw it glitch out and die off before she broug","author":"@roybeck5929","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"2d5fe7e9-6c26-4400-80a8-cd9498e9598e","source":"youtube","source_id":"UgyRWHU1MVY-Zwu6yhJ4AaABAg","content_type":"comment","title":null,"body_preview":"Finally someone did it right I hate these dumb people that know what their doing and still do it wrong!!!","author":"@stefanypantoja5283","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbWudC_L5Uc"},{"id":"621018a2-7c49-48db-b479-c1031c656b65","source":"youtube","source_id":"Ugy5JoHOdRWRLxO20_p4AaABAg","content_type":"comment","title":null,"body_preview":"Ok im not worried about her getting it right she looked at the stuff inside the bag instead of the color of the bag and got it right good job😊","author":"@Kass-o4q","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbWudC_L5Uc"},{"id":"ced2c716-dd3b-4382-9d62-c4cb78b00237","source":"youtube","source_id":"UgzR6_OYdO9WjIziZ-94AaABAg","content_type":"comment","title":null,"body_preview":"😊📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱📱qertikjhio jopiksukimu.  Sukim.    Wupio","author":"@ElviusChin","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbWudC_L5Uc"},{"id":"ddae33b7-8ab0-49a1-9bd7-ab737e428718","source":"youtube","source_id":"UgwJ4AAAwSo-apb9fp54AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂","author":"@darafitria87","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbWudC_L5Uc"},{"id":"d8abc9d1-4873-4b71-85af-3f9d1f1139f5","source":"youtube","source_id":"jbWudC_L5Uc","content_type":"post","title":"iPhone 18 Pro Max Dark Cherry📱🫶#noads #tiktok #usa","body_preview":"iPhone 18 Pro Max Dark Cherry📱🫶#noads #tiktok #usa","author":"LovelyScent","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jbWudC_L5Uc"},{"id":"80530546-44ac-4ca6-9f4c-c08f675de6eb","source":"youtube","source_id":"UgyrVXXKWm9A4Py65JJ4AaABAg","content_type":"comment","title":null,"body_preview":"That dude did the same to my package, I got him fired.","author":"@Tuna_Tabbyants","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8Dzp5oAb5WI"},{"id":"1fa251dc-5883-4b9d-8bd3-4c590c3c9044","source":"youtube","source_id":"UgweBrwEawFMw9yeU4B4AaABAg","content_type":"comment","title":null,"body_preview":"Yall FedEx be doin ts lmao. Boss tried telling me to climb on all the boxes to get to back of trailer to fix a certain slant and I was like ts gon break everything. 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I know for a fact a 360 or xbox one would not have survived tha","author":"@deadboy3646","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPD0mDOI_MI"},{"id":"ddf62742-4beb-4323-a22f-51a2790d3a46","source":"youtube","source_id":"UgxFiQQZY1xYO2I_Jbt4AaABAg","content_type":"comment","title":null,"body_preview":"How does the inside of the Xbox survived?! Crazy bro!","author":"@CodyHeath9808","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPD0mDOI_MI"},{"id":"360bc62b-fd07-4812-8225-091650f06ee2","source":"youtube","source_id":"Ugz_CKuuAfomxJUC5ix4AaABAg","content_type":"comment","title":null,"body_preview":"Y̸̮͒̿͑̅̈͑̏̀̏͛̔͛͌̈́̓͒̒̈́̀͑̿́̚̕͜͝o̴̧̡̠̙̥̗̱̙̱̞͖͍̜̙̯̦̤͚̝̯̦̠͈̩̥̹̥͖̝̍̊̔̒́͛̍̿͆̇̄̏̾̿̔̐̊̓͑͋͘̚͘͠͠͝͝ǘ̷̡̧̡͚̱̩̟̥̝̱̮͇̖̗̮̟̓̔̓͑͆͑̕ͅ ̴̢̢̢̛̛̖͉̯̤̱̘̘̦̘̤̬͎͇͖̲͈͖̞̥̥̲̟͚͕̺̟̋͊͑̿̈͂̆̎͒̓̄͆̿̌͂̉̊̎̏̔̿̆͗̈́̇͑̀̀̂̇̾̃̆̆̾̊́̈̽͑̚͘͜͠͝ͅͅͅä̶͛̏","author":"@Nitrogen-67","classification":"human_created","confidence":0.85,"indicators":["zalgo_text_obfuscation","platform_native_behavior","emoji_usage","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"32b01e3a-b48c-4fb1-a28c-462966cc4d1d","source":"youtube","source_id":"UgxmY4pz9na78rfHCW94AaABAg","content_type":"comment","title":null,"body_preview":"Who's the girl next door living in the haunted mansion","author":"@IanFrancisco-m5i","classification":"human_created","confidence":0.7,"indicators":["niche_cultural_reference","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"5f27bd3b-5f7b-4615-bad6-08190a3bcffe","source":"youtube","source_id":"UgwHHXlu5EEKIEOFZ4V4AaABAg","content_type":"comment","title":null,"body_preview":"why when he gets excited he sounds like seto kiba from yugioh","author":"@aaronmundis8318","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"8f871bbb-e2e6-4658-a60f-41d5a888efc3","source":"youtube","source_id":"Ugx2tYF90gWpNFDTIyx4AaABAg","content_type":"comment","title":null,"body_preview":"Nobody is buying switch 3 unless it has gta 7 on it","author":"@therealslowestbroYT","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"a668b177-9201-4ca9-acac-bde75f134dce","source":"youtube","source_id":"UgwN1_JLWOrBQfnD-ph4AaABAg","content_type":"comment","title":null,"body_preview":"hey i have a request open a game while holding R on one controller for me please? its a different easter egg","author":"@Kaydenrules-g4q","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"e01d2355-c669-4970-b1e1-d9de05623034","source":"youtube","source_id":"Ugx1_sa0YBW6sAGQTwF4AaABAg","content_type":"comment","title":null,"body_preview":"You could tell it's fake it's a literal outdated version of the Switch 1","author":"@OlTonitofficial","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"d395c65f-d21b-4e31-bc1d-b0a5ded49ce4","source":"youtube","source_id":"UgwqlLAMQawcHo7Cunt4AaABAg","content_type":"comment","title":null,"body_preview":"I see it turn into switch 3, and than I check the youtuber…","author":"@MrBigRoot24","classification":"ai_generated","confidence":0.5,"indicators":["missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"8b992c69-4c98-4c4a-88df-e931672e01e4","source":"youtube","source_id":"UgxwE7mgC7mFnfIZlAJ4AaABAg","content_type":"comment","title":null,"body_preview":"8:44 nope I’m not doing that. Nope no thank you nope goodbye.","author":"@janebeebe6493","classification":"human_created","confidence":0.85,"indicators":["terse_replies","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"b16187c8-aae5-4598-bbc5-9a6ee878b664","source":"youtube","source_id":"UgxNlEqZbtJXqo0H6894AaABAg","content_type":"comment","title":null,"body_preview":"i tried it is lie guys😢 (yes im not a 2 year old and i know its fake)","author":"@ZyloX-blade","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"c771696a-765f-451d-b8a6-48eb7f137766","source":"youtube","source_id":"UgzT1sr00LWavxia9uJ4AaABAg","content_type":"comment","title":null,"body_preview":"You dont need 4 controllers on gamecube for an alternate sound. You just push z and a combo of other buttons to get different variations.  There are like 5 different variations","author":"@MikeHunt-lz2hq","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_knowledge"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"6a775fc0-e1a6-4718-a5c1-8c5f63a40ab1","source":"youtube","source_id":"Ugxi4O0lksRFpHpj1Ot4AaABAg","content_type":"comment","title":null,"body_preview":"I have the same model and has it out to 100 every night mine is 84 and I got it for my bday when I released","author":"@ItsSillyNova","classification":"ai_generated","confidence":0.6,"indicators":["imperfect_expression","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"70430da0-1e01-4572-a902-ce9d22d666b7","source":"youtube","source_id":"Ugweuo69KUcrDChlo0F4AaABAg","content_type":"comment","title":null,"body_preview":"Yes it works but it doesn’t make any sense cause if you do this you lose already 20% and after you lose 15 % those 80% will feel as 60%","author":"@Anext_Gun","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"28a87e29-a8be-4098-8109-78d647af8494","source":"youtube","source_id":"UgwLSJM2xf6Aw01kY2J4AaABAg","content_type":"comment","title":null,"body_preview":"i have the same phone, ive charged it to 100% 173 times and my maximum battery capacity is 98%","author":"@f.alivia","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"db9132b5-53cd-4bfa-86d6-f1641d2d281b","source":"youtube","source_id":"Ugziz1EK0cfkbGaMVPJ4AaABAg","content_type":"comment","title":null,"body_preview":"You shouldnt compare years, You should be comparing charging cycles. Also take account for how hot your phone usually gets. Hot batteries absolutely get destroyed.","author":"@Gemmart_i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"5c009127-6bf5-45b5-8bc5-e91f479d7a11","source":"youtube","source_id":"UgzxwaK6p2lV3_UAslZ4AaABAg","content_type":"comment","title":null,"body_preview":"100% at 99 cycles. Just checked. How much does it take to drop 1% ?? Anyone","author":"@ak101farhan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"127bf892-c1e6-4dc7-b0be-36bb4941fb49","source":"youtube","source_id":"Ugw4eC3Tz42jEuO5xl14AaABAg","content_type":"comment","title":null,"body_preview":"I've got the iPhone Xs, got it back when it came out. Battery sitting at 85%","author":"@desertstormer7556","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"61cbee5d-ad07-4dba-b9c3-25fbf7180c24","source":"youtube","source_id":"UgwTdmKNolCCP7A_wud4AaABAg","content_type":"comment","title":null,"body_preview":"i generally keep my battery over 30-40% and never above 80% and I'm at 79 cycles and 100% battery health after 6 months.","author":"@DannySleepwalker","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"ff85398b-97db-4136-a035-445e1ec4de40","source":"youtube","source_id":"UgwB_HCc7zqmdi2OLRl4AaABAg","content_type":"comment","title":null,"body_preview":"i charge mine till 95\nbought in Jan 24\ncharge cycle 940\nbattery health 87","author":"@anshjoshi26","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_balanced","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"024e11ec-5b51-4557-b0a5-688951edcf59","source":"youtube","source_id":"Ugz3Yoe9fuE_ZKini7B4AaABAg","content_type":"comment","title":null,"body_preview":"So instead of having a full battery for 3 years, he always kept his battery at 80%.... To get his battery to 87% of performance.... \nSo what's the gain??? \nYou have a brand new iPhone that performed w","author":"@AvrumyNoe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"8550967f-5a50-40bd-9247-c3e47c0a4ac9","source":"youtube","source_id":"Ugxque06hl3EoZgFQQR4AaABAg","content_type":"comment","title":null,"body_preview":"There is also one more important thing, you should not let your phone below 20% and its worse if you let it die.\nI used my phone for about 6 years and used this feature all the time, and it is at 95%.","author":"@abernoobYT","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"6729d453-69f7-4027-a8ef-e8cbb7f07bc5","source":"youtube","source_id":"UgzLS5hCHBs0uBnMsqV4AaABAg","content_type":"comment","title":null,"body_preview":"i have a 3 yr old iphone 15 pro, still has 88% health, and i charged it to 100% every night","author":"@zeke-nz27","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"dcb17bd7-ae01-4b4a-944f-d027f87d97d0","source":"youtube","source_id":"UgzLR2XNjprNXfGyd6J4AaABAg","content_type":"comment","title":null,"body_preview":"It's kinda offset by the number of charging cycles you've done. That's what kills the battery. So even if you don't charge it to full, it does help btw(science, not opinion), if you charge your phone ","author":"@FaintAcrobat","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","list_heavy_advice","semantic_blandness"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"58c3a724-fe2b-428f-9ab2-d4bac6be4314","source":"youtube","source_id":"UgzSsJfjv59fawb7LRh4AaABAg","content_type":"comment","title":null,"body_preview":"It’s also unhealthy for a battery to be chronically low so I try and keep my batteries between 30-90%. I do a 90% limit for the first 6-12 months I have my iphone then I just do 100% with optimized ch","author":"@sidthekidgoat","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","absence_of_personality","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"1e9481c8-a869-477e-99a1-53f5455b0978","source":"youtube","source_id":"UgxvQSiqKgCiAIhviSd4AaABAg","content_type":"comment","title":null,"body_preview":"i didn’t care at all about how i charge my iphone 13 pro and after 2.5 years since i bought it it’s 74%","author":"@world1583","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"b6e0123f-b4f2-4863-a9ba-bffbd1ca81c0","source":"youtube","source_id":"UgwwjmNvEjRAVj8eCkF4AaABAg","content_type":"comment","title":null,"body_preview":"My samsung s 24 has 98% left after over two years of charging however i wnt😂","author":"@icreotrue","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"2fafb282-2a7e-43fc-94f2-4c13a8b489cc","source":"youtube","source_id":"Ugzn-dsQ2MVU834ngbR4AaABAg","content_type":"comment","title":null,"body_preview":"It isn't about not charging it up to 100, but leaving it on charge when it is 100.","author":"@1kuro-chan1","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"118eef0f-3669-407f-8a6f-58668fd18002","source":"youtube","source_id":"Ugz_7BgWUY1hFSsvY0x4AaABAg","content_type":"comment","title":null,"body_preview":"You also need to keep it above 20. And NEVER WANT TO LET IT DIE","author":"@AlarmedBEANZ3018","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"1e4135c9-7f61-45ea-94dd-afe872076d6b","source":"youtube","source_id":"UgytN1mKxRw3Bzza3vR4AaABAg","content_type":"comment","title":null,"body_preview":"I got my iPhone 16 plus last year November. Set the charge limit to 80% and try my best not to drain it below 20%.\n\nThe battery health just dropped to 99% last month ending.\n\nI charge it multiple time","author":"@ezedesh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"0b659d7d-436c-4167-9f64-f7367fafae40","source":"youtube","source_id":"Ugz_gwGxk1N1jJmxjVN4AaABAg","content_type":"comment","title":null,"body_preview":"Well did you also keep it above 20% at all times? \n\nAlso it's mostly charging cycles that damage the battery, full draining or charging it just keeps it from exploding","author":"@llamaduden3397","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"57760691-083f-4bb8-8b73-49b9b4789570","source":"youtube","source_id":"Ugxqm20hWRUQ_ZRCRT94AaABAg","content_type":"comment","title":null,"body_preview":"Iykyk. This is a no brainer. Also every two months, I let the phone go all the way to zero, then charge it to 100 in one single charge.","author":"@TimHardaway413","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"7b1e62cb-26c1-4b9b-a53b-d76dd217f746","source":"youtube","source_id":"UgxKhu9K6FuUuUK21UB4AaABAg","content_type":"comment","title":null,"body_preview":"I would charge it to 90% and never drop under 10% and charge if possible ober night on stone survice with 1 A\n\nMy S24 has 98% after two years\n\n(I am a Mechatronik Students and learnd this for Litthium","author":"@LenaSchmitt-r7e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","technical_jargon_with_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"e66bce5c-5071-4c5f-9e95-89d22960de62","source":"youtube","source_id":"Ugx0uftDfyODabGOgN14AaABAg","content_type":"comment","title":null,"body_preview":"Mine is at exactly 87% and I don't care about charging limits. It's an iPhone 14 and it's been 4 years. Conclusion: it doesn't really matter. When the battery health drops to unusable I'll just have t","author":"@ALROD","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"035e36f3-3307-418e-9e0d-dcf9e216cddb","source":"youtube","source_id":"UgyMAK9igtqTRvQjEsx4AaABAg","content_type":"comment","title":null,"body_preview":"Mines a year old and at 91 percent health so that's very successful","author":"@badatMTB4ever","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"04e4a9a0-3e18-473f-b82d-4e456d193460","source":"youtube","source_id":"xfWnbCV4eZU","content_type":"post","title":"I've never fully charged my phone.","body_preview":"In this video, Marlipiegos discuses what happens when you never fully charge your phone. We've all been told that keeping your battery between 20-80% will make it last longer, but is that actually tru","author":"Marlipiegos","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xfWnbCV4eZU"},{"id":"7d2b307f-5676-4a69-9d38-0fde42a2c2d4","source":"youtube","source_id":"Ugy8pjQ9ctq1MljFnfV4AaABAg","content_type":"comment","title":null,"body_preview":"Only 5-6 billion people actually use phones so this is not possible","author":"@safeerrahman3434","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pu-T8bn4G8A"},{"id":"94340c93-e635-4452-826d-72c976a9dae1","source":"youtube","source_id":"UgzOGpHfG-oma44HFzF4AaABAg","content_type":"comment","title":null,"body_preview":"OH MY LORD HE GOT SO MANY LIKES HIS METHOD WORKED smart teedle","author":"@jepicthepic58","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pu-T8bn4G8A"},{"id":"337ca157-82c7-44da-a609-54acd1a41829","source":"youtube","source_id":"UgxinQAJ0tJSTmQSdQF4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, at the start of the video, he doesn’t have it look at his switch at the start of the video","author":"@DallisSchaetzel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pu-T8bn4G8A"},{"id":"68255b46-2516-45cf-90d5-b7e46ab727a0","source":"youtube","source_id":"UgwvZ79RTIlG0JwfYBt4AaABAg","content_type":"comment","title":null,"body_preview":"This is my 1st account I’ll make more my soldiers🫡","author":"@Aden92992","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pu-T8bn4G8A"},{"id":"8b311baa-39fa-4c32-abc1-72636281f677","source":"youtube","source_id":"Ugz_VE0t4NfvxGJS4qd4AaABAg","content_type":"comment","title":null,"body_preview":"Oh brother, that’s literally every single person on planet earth","author":"@جميلهالعتيبي-ث4ش","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pu-T8bn4G8A"},{"id":"1fc6ae64-a606-4996-9fbc-88dda4c3e8f1","source":"youtube","source_id":"UgxGgyPWlDTZO1zBsch4AaABAg","content_type":"comment","title":null,"body_preview":"Na why he choose 100,000 more people than the earth’s population","author":"@AlistorinaVR_headset-y8c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pu-T8bn4G8A"},{"id":"17716118-5bcc-4a4d-bab7-81c1bfcc097f","source":"youtube","source_id":"UgyVK17-I5YF7Vo3D6Z4AaABAg","content_type":"comment","title":null,"body_preview":"Ffs so prices never gonna go down? I will have yet to save up might just get a gaming laptop instead I got too much shit on my please do dish out like 2 3k","author":"@MONKEHCHIEFF","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"bacf297e-fe9b-4eb2-9b01-941f2386e4dc","source":"youtube","source_id":"UgxWVD4pxKzwEZj8TxV4AaABAg","content_type":"comment","title":null,"body_preview":"Yup in Canada even the most low end 1TB NVMEs start at like $250 Canadian at this point. Not cool.","author":"@Jabberman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"68868e15-4983-4f1b-b4c6-050737b20e0d","source":"youtube","source_id":"Ugz-O_S29QuNXbfapNl4AaABAg","content_type":"comment","title":null,"body_preview":"there was a 2tb for sale for 100$,i thought IT was expensive at the time so i got 1tb,now the same ssd costs 250$😭😭","author":"@petcuandrei2188","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"43064629-d983-4bbe-a2be-b7329ac7bab2","source":"youtube","source_id":"UgxhT-HgULInB_5yY154AaABAg","content_type":"comment","title":null,"body_preview":"Definitely should have splurged on the 2tb ssds when they were cheaper","author":"@xaploq1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"5967caa8-cb9c-498c-941a-fd68ec858937","source":"youtube","source_id":"UgzP8GfsSNuKt9Yv2d54AaABAg","content_type":"comment","title":null,"body_preview":"im so happy i got that ssd on Christmas i sent my mom the link for it and it was on amazon for 100$ with free shipping and everything i also got lucky with ddr5 lol 😂","author":"@Jadmich0","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"571a0d69-745e-4384-8aff-cc616118532e","source":"youtube","source_id":"Ugy6E4bsdAyljbQ_kWl4AaABAg","content_type":"comment","title":null,"body_preview":"jokes on you, 1tb SSD costs less than 80$ in russia","author":"@xorkyaa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"dcf2d83f-205c-4117-875a-426440cece4a","source":"youtube","source_id":"Ugx1TqCFF6IEa0Ef0NR4AaABAg","content_type":"comment","title":null,"body_preview":"We are welcoming everyone to join our cult of ItsKingChris (we have cookies)","author":"@ShadowRunner541","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"fc3d3021-f6c2-4db6-b1f1-3feee372c3ca","source":"youtube","source_id":"UgyYoxWunVi43g7Z3aN4AaABAg","content_type":"comment","title":null,"body_preview":"Guys they're $50 more than they were 10 years ago. Are you all tripping sack?","author":"@emperorfranzjosephi5718","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"4321c242-4ad4-4852-89eb-c311626f1cca","source":"youtube","source_id":"UgwqF84p3a0jNrpDTXV4AaABAg","content_type":"comment","title":null,"body_preview":"I wish I didn’t procrastinate upgrading my pc, now I’ll never do it😭","author":"@Gigi_A27","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"f172db7f-7019-4f5e-a204-d3045dfce2b5","source":"youtube","source_id":"Ugw7JikOHiHCHcysgIp4AaABAg","content_type":"comment","title":null,"body_preview":"bought 2 tb recently and i had to pay 250 fucking euro\nmann i should have bought it last year....","author":"@ghuibul","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"1c50f321-f9a1-4c0e-b444-839a1cc8b455","source":"youtube","source_id":"UgxP5TWpOInpaAy4Z5x4AaABAg","content_type":"comment","title":null,"body_preview":"I’m so thankful I got my 4tb one for $200 I just regret not buying more ram","author":"@RKow34","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"f2585e45-d675-4bff-b5ff-74d5528d6a73","source":"youtube","source_id":"UgwoOEzXeLhTU84VH0l4AaABAg","content_type":"comment","title":null,"body_preview":"70? I picked up a 2tb for 30$ Chinese brand and is still rocking on my day to day laptop 🙃🙃","author":"@isttret","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"172d79c7-d8da-4265-82cb-c332fd5d29ea","source":"youtube","source_id":"UgwaWMs6UYlV8PkgULJ4AaABAg","content_type":"comment","title":null,"body_preview":"That's a Samsung 990 Pro NVMe SSD from a few years ago. 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The file size seems simular😂","author":"@solowheelvibesofficial","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"3c746ee2-36e7-4ff8-b92d-24d091c9b686","source":"youtube","source_id":"GhqZIHQ8N4Y","content_type":"post","title":"1 terabyte skateboard💀#pcgaming #benchmark #rtx5050 #gtx1080ti","body_preview":"#gpu #comparison #rtx5050 #nvidia #gamingpc \n\n\n\n🔥 RX 6600 vs RTX 3060 – Budget Beast vs Midrange Legend! 💥⚔️\nRTX 2070 Super vs RTX 3060 Ti – Which One Should You Choose?\nRTX 5050 vs RTX 3060 ⚡ 2021 vs","author":"SignalRGB","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0.391156462585034,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GhqZIHQ8N4Y"},{"id":"c32705c4-d1eb-407c-b3d9-c838d71ee566","source":"youtube","source_id":"UgyOadDyep8E3fSgbrJ4AaABAg","content_type":"comment","title":null,"body_preview":"Private security team put you on a list and monitors you with FLOCK now since you uploaded this","author":"@SBRslav","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"8268e049-07e0-4c7a-ab06-1a25a02bfe95","source":"youtube","source_id":"UgwIskhXKRERZB9tfCN4AaABAg","content_type":"comment","title":null,"body_preview":"\"You think the got some copper in there?\"\n\nBuddy. They got RAM which probably WAY more valuable than some measley copper.","author":"@MasterPC7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"a2ff59fd-2066-469f-9251-15f2ba87ae07","source":"youtube","source_id":"Ugw9Nd7Tv4JazcA4BAB4AaABAg","content_type":"comment","title":null,"body_preview":"An ounce of gold. That makes the scrap value around \n$4.,000 + each..","author":"@Leeyouno","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"a19abc26-77f2-4cf8-9378-9387701f49eb","source":"youtube","source_id":"Ugzkdf5fQ5NvXbBZKEp4AaABAg","content_type":"comment","title":null,"body_preview":"Why did my brain switch to videogame logic. Raid the Data center get lead, destroy a Flock camera get gold, kidnap an employee to enslave it.","author":"@verskarton","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"315944c3-3b56-49a2-a8ef-dbab8563118a","source":"youtube","source_id":"UgyW3GbfpSZmht5oqmF4AaABAg","content_type":"comment","title":null,"body_preview":"Weaponizing tweakers against Flock, just doing my part.","author":"@VulcanHeStan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"8d101a9f-13eb-449b-81ec-aef62e369d77","source":"youtube","source_id":"Ugz51n84H_d1xITeysB4AaABAg","content_type":"comment","title":null,"body_preview":"Those data centers and flock cameras have ram, too. Thats just about as good as gold.","author":"@milonovik","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"e0c042b5-8f97-4cd1-b1c1-ce96a4d70cc0","source":"youtube","source_id":"UgxvrysvPjhILjToqUd4AaABAg","content_type":"comment","title":null,"body_preview":"They got an ounce of gold and 2lbs of copper in every flock camera","author":"@TrapperAaron","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"11a43be8-2a67-4af0-8658-0f88fd78a51b","source":"youtube","source_id":"UgxFtw0e-4BEFLk17uF4AaABAg","content_type":"comment","title":null,"body_preview":"RELEASE THE TWEAKERS!!! 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Sounds like a fantastic solution to a parasite problem. Let's remove some data center size ticks off of America's back","author":"@kevinedwards5390","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"bce88384-45af-411a-b519-99833f17d0b1","source":"youtube","source_id":"UgxiiIS79iiv9Kz4_vZ4AaABAg","content_type":"comment","title":null,"body_preview":"Literally happened to a data center I worked at, the guy destroyed the HVAC system. He was crawling through the vents like Crackhead Tom Cruise ripping out sensor wires","author":"@f0nd004u","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"2c005c46-aa22-4cb5-b518-d68b2742909e","source":"youtube","source_id":"UgwlIcqCpbYUTiz4W014AaABAg","content_type":"comment","title":null,"body_preview":"its a couple grams of gold, at most, and it's industrial gold, which pulls a much lower price than .99 pure.","author":"@AbusiveUncleJoe","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"287ae551-0448-4a2d-9032-1d5cf29f8e88","source":"youtube","source_id":"Ugw2LKqSF4ZJIr-l0p14AaABAg","content_type":"comment","title":null,"body_preview":"Weaponizing the very same people that have been stealing our catalytic converters. Beautiful.","author":"@Xarian","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"17c665b4-c03c-4b48-82ac-f967d6ea7c12","source":"youtube","source_id":"UgycEU2TqbjywzqZTkR4AaABAg","content_type":"comment","title":null,"body_preview":"Creating jobs one data center at a time 😏 Subscribe for new skits daily 🙏","author":"@digitaltaxidermist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m0gRzh5YSYo"},{"id":"169f242b-b8e5-47cd-9eef-937b251c5b9d","source":"youtube","source_id":"UgzNuBBdWo0Gv-w9K-d4AaABAg","content_type":"comment","title":null,"body_preview":"the video is fake as hell since the spacing of the LEDs cant even produce anywhere near as a clear image as shown. its fake","author":"@purzifal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","technical_observation"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jP-xEm2x-ug"},{"id":"06f4f259-cd58-4a4c-aa4c-e17b4021f889","source":"youtube","source_id":"UgwJ6ZTrgnvIFqAj7f14AaABAg","content_type":"comment","title":null,"body_preview":"Damn AI be trying to get us to cover our windows. How would my dog spy on people walking by our house. AI is getting out of control.","author":"@atomant1980","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 Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jP-xEm2x-ug"},{"id":"7a5db746-d1e8-4af6-8ca8-62805adcdb8a","source":"youtube","source_id":"UgyVVU3sK9YhirRnfPd4AaABAg","content_type":"comment","title":null,"body_preview":"I hate the miseducation coming from AI. Waste of my time.","author":"@aaronpak8708","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jP-xEm2x-ug"},{"id":"783ce356-30f8-4d60-8a06-21f69e737680","source":"youtube","source_id":"Ugzwng16CH6Tlx9LoTN4AaABAg","content_type":"comment","title":null,"body_preview":"Fake, the image is in fact like 4-6 led/sqrinch... no real image like 0:19 - fake AI, just add prop...","author":"@costicaneculau8822","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jP-xEm2x-ug"},{"id":"0d689b55-c4ba-40cd-9b2f-05b6023a08cf","source":"youtube","source_id":"UgzfCYWH-ZqXAmQG7QV4AaABAg","content_type":"comment","title":null,"body_preview":"Actual product....very expensive,cheapest I found is 1 grand for film only.","author":"@orionblack","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jP-xEm2x-ug"},{"id":"cb16f928-fdfe-4b8d-9ccb-4e0e97a0e51a","source":"youtube","source_id":"UgzKqQCYzNUJpNNEBgZ4AaABAg","content_type":"comment","title":null,"body_preview":"Japan has been working on this for a couple years now price is still to high","author":"@GregoryDriggs-b7p","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jP-xEm2x-ug"},{"id":"ffcc79f5-1243-4545-a0fd-f62121c90300","source":"youtube","source_id":"Ugy3XhynmMxqEV6q32h4AaABAg","content_type":"comment","title":null,"body_preview":"Why can't you ever say the name of the company.? I'm tired of YouTube","author":"@pamelatv1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jP-xEm2x-ug"},{"id":"089da4b7-ee27-45f5-b7e6-9575e1e2530e","source":"youtube","source_id":"jP-xEm2x-ug","content_type":"post","title":"This Tape Turns Any Glass Into A TV… 🤯","body_preview":"What if any glass surface could become a screen? 🤯\n\nThis tiny LED strip can be attached to glass and turn the entire surface into a transparent display.\n\nInstead of being limited by the size of a regu","author":"RED LAB","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","synthetic_empathy","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jP-xEm2x-ug"},{"id":"f4f6f805-b0fb-4e1a-acb4-7dc035467bed","source":"youtube","source_id":"UgxX5hvsuBq3hOR43i54AaABAg","content_type":"comment","title":null,"body_preview":"A couple of dollars and someone could put camera in them... there cameras as small as a pin head out there 👀😰","author":"@GalaxyComWolf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VICOlk31Oso"},{"id":"b63ad709-8674-49b1-8234-6d6e029a65d7","source":"youtube","source_id":"UgxB1SSiHo1h0lGrbmd4AaABAg","content_type":"comment","title":null,"body_preview":"Either this is a social experiment or we really reached the early stages of idiocracy's society\nOr just a joke that someone would be dumb enough to fall for tho i think some bought it ironically","author":"@pablobogopablogames2270","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VICOlk31Oso"},{"id":"92919f7d-09a8-459e-84cf-53e8491f58ab","source":"youtube","source_id":"UgxHs8FcfXqh4iU7UDJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is literally how people feel like  when they drink smart water","author":"@3781-1","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VICOlk31Oso"},{"id":"d2b58b6f-dd11-439c-9b7f-93da6ac0c951","source":"youtube","source_id":"UgyFa0IiFH78tdsAc_Z4AaABAg","content_type":"comment","title":null,"body_preview":"Finally. Smart glasses that don’t make me look stupid using them.","author":"@ControlFreak457","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VICOlk31Oso"},{"id":"b9006d4a-42b3-461c-8312-0c4946d7ce2c","source":"youtube","source_id":"UgytA96eQgHUCCgbdaF4AaABAg","content_type":"comment","title":null,"body_preview":"*YOU ARE A TOY! YOU’RE NOT THE REAL BUZZ LIGHTYEAR! YOU ARE A CHILD’S PLAY THING*","author":"@TheLetterDucks","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VICOlk31Oso"},{"id":"66337dfb-4c8e-4fc4-af55-5b0ab5f15ade","source":"youtube","source_id":"UgybSuxqs3nbtuxSbsB4AaABAg","content_type":"comment","title":null,"body_preview":"I mean, $35 for some glasses is a pretty good deal","author":"@Deianlop","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VICOlk31Oso"},{"id":"7636e092-99ef-4380-97a6-c73040ad2ed2","source":"youtube","source_id":"UgyVpPWmXfOggr2X7U14AaABAg","content_type":"comment","title":null,"body_preview":"Ain't no way it say \"Nokia laughing in the corner\" LOL😂😂😂","author":"@Iyanna-i4f","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"de33f1b2-bf91-440c-9b25-1c19ae46528a","source":"youtube","source_id":"UgwLTO7pvRFCuacUA5B4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, if he did that to a Nokia, his finger would’ve broke","author":"@ThomasMelchiona","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","humor"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"67e0ef25-5240-4452-ba7f-8cd8228d5489","source":"youtube","source_id":"UgwqShvnPGciMjtCno94AaABAg","content_type":"comment","title":null,"body_preview":"Just don't bend it too much bro could go straight to heaven","author":"@RhenzVet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"a044bdea-55d2-42f4-8370-91cfc28c4f9e","source":"youtube","source_id":"UgxfOdBty-aCBk6J2Wh4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine this sound used on People who were just laughing and loving","author":"@sandesh666","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"503a87a2-b6a6-45b2-b170-0a3f3eb1bad1","source":"youtube","source_id":"UgwzYr7ygHvBzf7doj54AaABAg","content_type":"comment","title":null,"body_preview":"Yeah am I stupid enough to just bend my phone in the middle of the day","author":"@ProjemationsRoblox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"8c9fa571-b6e4-4457-b596-d959ed0f63e6","source":"youtube","source_id":"UgxwSS3lv94RODdip7Z4AaABAg","content_type":"comment","title":null,"body_preview":"Dude that phone cost 10 bucks to make. This world a scam.","author":"@fr0st1yduh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"2e26b20b-46e4-4b77-bd44-de6eff922cc4","source":"youtube","source_id":"UgzfFxv0vtwRh5-jDyd4AaABAg","content_type":"comment","title":null,"body_preview":"They didn’t bend in someone’s pocket, they broke when they were sat on. Pretty much all smart phones have the same problem.","author":"@bryanthussung7681","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"12377130-97bd-4129-83ec-8704b225dd86","source":"youtube","source_id":"Ugx1WLBXMuV2WoH_dix4AaABAg","content_type":"comment","title":null,"body_preview":"To the iphone 6. All I wanna say is I understand you pain🥲. I bend under pressure as well.","author":"@mrkat547","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"8489697f-ee91-4009-bc75-64d1427d5110","source":"youtube","source_id":"Ugx0wpCJQIOOvQiFGTZ4AaABAg","content_type":"comment","title":null,"body_preview":"I had an iPhone 6 up until 2 months ago and it never cracked once","author":"@Ijustpeedmypants123","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"e6f4a10c-1a25-4ff7-ad13-df5907df5cb1","source":"youtube","source_id":"UgzcRpWgp8Eo_ccrMHF4AaABAg","content_type":"comment","title":null,"body_preview":"I had this phone since it got launched and I've never even scratched the screen anyway i sold it because I needed money 😅","author":"@El-Zoghby1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","emotional_authenticity"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"4938e565-4919-4775-ad4f-6dd025f14820","source":"youtube","source_id":"UgxCJJlYy8Wp2tOQchZ4AaABAg","content_type":"comment","title":null,"body_preview":"Hold up wait a minute something wait the phone is fake","author":"@Ibrahimhartt-s6r","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.572161172161172,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"03ae71a2-f634-437b-9ef8-bf524f782330","source":"youtube","source_id":"UgxbiOgeZ5gc7ctFVdR4AaABAg","content_type":"comment","title":null,"body_preview":"Because the phone Is so fake because how can you bend a phone like that Like look at the screen protector the screen protector is black it's supposed to be clear straight clear","author":"@Ibrahimhartt-s6r","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","imperfect_expression","strong_opinions"],"bot_score":0.572161172161172,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"8289ebd1-2008-4a29-b25e-5decff8bbb7d","source":"youtube","source_id":"Ugwr6JPWs6x4O-AhfyV4AaABAg","content_type":"comment","title":null,"body_preview":"It’s just the iPhone 6. It’s not 40 million people getting skinned alive. There’s absolutely no reason to put the sound.","author":"@JeffyakaEnzo","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 Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"29659676-4013-4c86-955b-3cfdfbb66ba6","source":"youtube","source_id":"Ugwx0JJN0N59v-OoDSV4AaABAg","content_type":"comment","title":null,"body_preview":"i hate when they do the slow mo thing on their voice. first that one annoying (problematic?) guy did it and now its so overused i genuinely cant watch a video thats over 10 seconds long if theyre usin","author":"@raeIyne","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"d7147d0b-3458-4230-9a3a-2a8919e8f3ed","source":"youtube","source_id":"UgwL5sxqpNdpApJIJuF4AaABAg","content_type":"comment","title":null,"body_preview":"Carter I hate to break it to you but they have been changing the normal iPhones configuration your just too rich to notice","author":"@MemerLion","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"8e09581e-988e-49e6-ac5d-87fe03138df1","source":"youtube","source_id":"Ugz8fky6XSC5sk0KLEF4AaABAg","content_type":"comment","title":null,"body_preview":"When he said the screen would be made out of glass I think  he meant the sides😭 (I saw a video saying this idk if it’s true)","author":"@Abtt_Xar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"70def7c0-2602-4fe5-86fa-6f4b62b81cf2","source":"youtube","source_id":"UgxJEiWm3b3ilqBDlZx4AaABAg","content_type":"comment","title":null,"body_preview":"iPhone is dead to me since they got rid of the home button","author":"@CANYUR","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"e1455c70-3edd-49f8-a89f-3952b753f17f","source":"youtube","source_id":"Ugy9y249FdOTlKXDb0J4AaABAg","content_type":"comment","title":null,"body_preview":"Remember how you were clowning on Samsung because they didn't do shit with there camera design? iPhone have had the Same damn camera design for SIX years now.","author":"@olivedestroyer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"8e470f5a-c074-4d22-a711-a1a070f3b34c","source":"youtube","source_id":"UgxRnm4PRSfaolLl_XR4AaABAg","content_type":"comment","title":null,"body_preview":"Does nobody understand that the original videos a joke","author":"@Ju1cyfruitsn4cks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"aef2e64a-123c-4c9d-8c97-029276f3c7cc","source":"youtube","source_id":"UgyFISysJz6JAIkDcrB4AaABAg","content_type":"comment","title":null,"body_preview":"i thought that the screen was gonna made out of cement","author":"@myballshang","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"88d45c35-6e46-42bc-8012-ae75ae6c5e6d","source":"youtube","source_id":"UgwAYEYL-mBEk0jZUhl4AaABAg","content_type":"comment","title":null,"body_preview":"What’s a good laptop around £750 for work and gaming","author":"@Gkammon","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"f7673a40-90b9-4e2f-872d-fb496359e3c0","source":"youtube","source_id":"UgzGbKnouWv7R6m0Q_J4AaABAg","content_type":"comment","title":null,"body_preview":"Carter buy me a pc and ill stop saying your a iphone glazer","author":"@jimmy46466","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"9c1b6c8e-66d8-46a6-97b4-d1cda7442fa2","source":"youtube","source_id":"Ugyxcpuh-qbz8d9Gno54AaABAg","content_type":"comment","title":null,"body_preview":"Bro I’m litterly on an iPhone 8 😭 can I have A. We phone carter","author":"@Arthurscoins-15","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"bbb80dd0-194b-40d2-99c0-b15e39e82760","source":"youtube","source_id":"Ugw7cabEEL-XHLhN2YJ4AaABAg","content_type":"comment","title":null,"body_preview":"I think the whole point of his video is that it's the same shit every year","author":"@WhoAmIidk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"5f7e0709-1622-41aa-ba97-60cdc52d1a3e","source":"youtube","source_id":"dWAgxFPHfPI","content_type":"post","title":"The IPhone 20 won’t have buttons?? #carterpcs #tech #iphone #apple #iphone20","body_preview":"The IPhone 20 won’t have buttons?? #carterpcs #tech #iphone #apple #iphone20","author":"CarterPCs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dWAgxFPHfPI"},{"id":"ed434739-47aa-4b44-bad6-5e5096882b8a","source":"youtube","source_id":"Ugx-dKufVK3XuLWNCyF4AaABAg","content_type":"comment","title":null,"body_preview":"WHY ISNT THE HAIR COMING OUT OF MY SCREEN AAAAAAAHH","author":"@happyguywithairpods","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4lwzW1_ZReg"},{"id":"22c647e0-7489-4f02-b38c-d7a32938d351","source":"youtube","source_id":"UgwhDvpr26MExq3LnIZ4AaABAg","content_type":"comment","title":null,"body_preview":"I didn't know people now use signatures as watermarks","author":"@AbdulMannanKadiri","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4lwzW1_ZReg"},{"id":"d2ef0f98-c581-46fa-88f8-4f9e07cbab0e","source":"youtube","source_id":"UgzH1e1XYLsCvfcTbrt4AaABAg","content_type":"comment","title":null,"body_preview":"Nobody is falling for the fake hair bro.\nDumb people: Nevermind. That is my hair.","author":"@RonFromAccountingPlaysToday","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4lwzW1_ZReg"},{"id":"201e831f-4491-4596-b7e1-e25b8c0e5633","source":"youtube","source_id":"UgzoWf3J228Ypr1iD794AaABAg","content_type":"comment","title":null,"body_preview":"I feel as if a god of hyper death would use that last keyboard","author":"@Spamton4076","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 17 2026 00:00:13 GMT+0000 (Coordinated Universal 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I was searching the software repositories and have been offered a Fortran compiler.\n\nI am now having flash backs to college days.\n\nThey are not nice.","author":"Kneewax","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Kneewax/117101456229559398"},{"id":"d0be9763-b14f-43f2-9212-03a38a238475","source":"mastodon","source_id":"fosstodon.org:117101462334178961","content_type":"post","title":null,"body_preview":"How the flock do these things work?\n\nhttps://www.youtube.com/watch?v=E7la7-dtfVM\n\n#flock #surveillance","author":"trevdev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2634801339672048,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@trevdev/117101462334178961"},{"id":"2293ed8b-f9ea-4d24-9a97-236b6e1e9e71","source":"mastodon","source_id":"fosstodon.org:117101463859187919","content_type":"post","title":null,"body_preview":"Back to #CommonLisp migrating my blocking, stream-based TCP client to a fully non-blocking, event based client (epoll/kqueue). 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My marinated baked salmon was good/OK.\n2. #Bouldering again, this time introducing my youngest sis to this sport/hobby.\n3. Weather was nice and not too rainy.\n#ThreeGoodThings","author":"hazardius","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@hazardius/117101662488664412"},{"id":"4dab7542-96bc-4a95-96dc-d94bf393e8c5","source":"mastodon","source_id":"hachyderm.io:117101673779814239","content_type":"post","title":null,"body_preview":"You can turn off the news and sign off social media for a bit. 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Not a euphemism.\n\nAlso y","author":"tankgrrl","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0.30252214939816763,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@tankgrrl/117101720402147671"},{"id":"7efaacb7-4020-4e7a-acfb-5d4a47ac454e","source":"mastodon","source_id":"hachyderm.io:117101738501819023","content_type":"post","title":null,"body_preview":"This is the energy I’m trying to channel right now. \n\nhttps://youtu.be/9LAYE7imzvQ","author":"petrillic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.39833486880987157,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/117101738501819023"},{"id":"291879aa-95d0-4737-8fa1-842310e4e5f8","source":"mastodon","source_id":"hachyderm.io:117101757356928244","content_type":"post","title":null,"body_preview":"QEMU version 11.1.0 released - QEMU #devopsish https://www.qemu.org/2026/08/11/qemu-11-1-0/","author":"ChrisShort","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.40307258962181364,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ChrisShort/117101757356928244"},{"id":"802d8c3a-a7b5-47e5-a81c-6a2db68b8af9","source":"mastodon","source_id":"hachyderm.io:117101769976913370","content_type":"post","title":null,"body_preview":"The blablacar bus (run by alsa) was terrible - it arrived 45 minutes late without warning, then chaos ensued about bus numbers as people attempted to board. 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He can talk with the other trains now. That took all day, so nothing else really to report. Just really small things on the punch list left at this point, I’ll b","author":"sen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0.4148863921427237,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@sen/117101912304654826"},{"id":"9b9ec817-1a26-4b0f-98cb-25470685a175","source":"mastodon","source_id":"hachyderm.io:117101923838272555","content_type":"post","title":null,"body_preview":"I went to check up on how it went for a certain less-popular ECI I remember seeing (HouseEurope!), and saw that it ended back in April with only a fraction of the 1 million required signatures. :(\n\n..","author":"ROllerozxa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ROllerozxa/117101923838272555"},{"id":"09d81175-36c1-4a0c-9576-edf0f31bddba","source":"mastodon","source_id":"hachyderm.io:117101955720287560","content_type":"post","title":null,"body_preview":"The fact they even bring up the issue of renoviction and even mention it by name in the campaign text soothes my soul.","author":"ROllerozxa","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","specific_topic_reaction"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ROllerozxa/117101955720287560"},{"id":"2477ece5-3ab9-4e24-abeb-ba62e9bdc0ec","source":"mastodon","source_id":"hachyderm.io:117101957091926371","content_type":"post","title":null,"body_preview":"Five driverless cars in a row just drove by. Truly dystopia","author":"skinnylatte","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.3460980057793736,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@skinnylatte/117101957091926371"},{"id":"30096197-1a7e-48f7-98f2-0bf25d8cc71c","source":"mastodon","source_id":"hachyderm.io:117101960708801666","content_type":"post","title":null,"body_preview":"I just saw the Odyssey. Definitely worth watching in the cinemas.","author":"deach","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@deach/117101960708801666"},{"id":"cd3e7eb7-9122-47a9-872d-9bdfb779afb9","source":"mastodon","source_id":"hachyderm.io:117101980974887912","content_type":"post","title":null,"body_preview":"Apparently, we had a visitor at our back door.\n\n#cicada","author":"chrishuck","classification":"human_created","confidence":0.85,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@chrishuck/117101980974887912"},{"id":"1cc8cf83-69cd-4a44-b779-4f3859c46f99","source":"mastodon","source_id":"hachyderm.io:117101993509554626","content_type":"post","title":null,"body_preview":"https://www.theguardian.com/australia-news/2026/aug/13/property-investors-australia-tax-negative-gearing-rba-interest-rates\n\nI think it speaks volumes that CEO of CBA says it's a good thing that mortg","author":"sajilicious","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.33401242970422484,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@sajilicious/117101993509554626"},{"id":"c6b2a9a8-ec71-4fe2-9384-608ac504fe48","source":"mastodon","source_id":"infosec.exchange:117101770409173547","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//space-revolt[.]weebly[.]com\n 🧬 Analysis at: https://urldna.io/scan/6a809b193b7750000268fff5\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","specific_action_oriented"],"bot_score":0.3872320127879672,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/117101770409173547"},{"id":"3763c1df-e10a-4d6c-af63-3535bfe269fa","source":"mastodon","source_id":"infosec.exchange:117101772181318732","content_type":"post","title":null,"body_preview":"\"Block Devices, Partitions, and Filesystems in Linux Explained\"\n\n\"This guide explains what each layer does and which command inspects it. Linux storage works in layers: block device, partition, filesy","author":"gtronix","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 Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@gtronix/117101772181318732"},{"id":"582e52c3-9da5-49b4-9da6-396bf31d9000","source":"mastodon","source_id":"infosec.exchange:117101790303897412","content_type":"post","title":null,"body_preview":"Zoom in to see a rider on horseback silhouetted against the sunset.\n\n#photography #sunsetphotography #Prague #freitagabend","author":"Sikorsky78","classification":"human_created","confidence":0.7,"indicators":["human_indicators_present","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Sikorsky78/117101790303897412"},{"id":"f5cba20a-27b8-4191-aafe-55f08fade3c2","source":"mastodon","source_id":"infosec.exchange:117101804071974329","content_type":"post","title":null,"body_preview":"Played the local 20-hole disc-golf course for the third time this week. Felt good. Except for the “I play this course every day during the week, so …” guy, who needs a gold star, to feel less aggressi","author":"shadownetworks","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@shadownetworks/117101804071974329"},{"id":"43ae1a69-ca7d-4eb1-b667-535321080a17","source":"mastodon","source_id":"infosec.exchange:117101804671378579","content_type":"post","title":null,"body_preview":"The worst thing about harry potter is that Hagrid and his friends got drafted into it","author":"h2onolan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@h2onolan/117101804671378579"},{"id":"b380e47d-9c95-4af9-91af-d53aedd3790f","source":"mastodon","source_id":"infosec.exchange:117101805516856429","content_type":"post","title":null,"body_preview":"Critical SharePoint flaw CVE-2026-55040 (CVSS 9.1) under active exploitation days after PoC release. On-prem servers targeted; SharePoint Online unaffected. Chained https://deafnews.it/en/article/shar","author":"deafnews","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 Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@deafnews/117101805516856429"},{"id":"2add3ff3-f706-4f25-9877-df522b982fa7","source":"mastodon","source_id":"infosec.exchange:117101811177189389","content_type":"post","title":null,"body_preview":"RE: https://infosec.exchange/@Toxic_Flange/117084949177121344\n\nA reminder that I haven't played with Wine in a LONG time so I forgot or maybe never really knew what it was doing. \"Z:\\\" , so anything r","author":"Toxic_Flange","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","authentic_uncertainty","platform_fluency","imperfect_expression","absence_of_ai_hedging"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Toxic_Flange/117101811177189389"},{"id":"13d63b0c-9385-4e8e-bc0c-49814d906806","source":"mastodon","source_id":"infosec.exchange:117101815357769620","content_type":"post","title":null,"body_preview":"This is probably one of the best #ads in a long while...\n...at least I think it's an ad, not sure.\nHad fun watching it.\n\nI know nothing about #music but I probably learned something, just watching.\n\nh","author":"n_dimension","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.42032253741042014,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@n_dimension/117101815357769620"},{"id":"3eea25ec-449a-41b3-bb6e-f909a95de2a2","source":"mastodon","source_id":"infosec.exchange:117101816755508328","content_type":"post","title":null,"body_preview":"Review - S 5313 Introduced – FERC Quantum Cybersecurity","author":"patrickcmiller","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.3845981677067526,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/117101816755508328"},{"id":"4a1fabe4-b342-4d0d-ac55-d6712c0636a0","source":"mastodon","source_id":"infosec.exchange:117101819711645116","content_type":"post","title":null,"body_preview":"It is amazing how clear I am thinking these days…what the fuck was I doing before?","author":"cyberquixote","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@cyberquixote/117101819711645116"},{"id":"5561255e-1978-410d-b010-3655d26f3ae3","source":"mastodon","source_id":"infosec.exchange:117101821459147710","content_type":"post","title":null,"body_preview":"Check our GitHub repository for new indicators of compromise: https://github.com/vuldb/cyber_threat_intelligence #vuldb #github #cti #ioc #ttp #ioa","author":"vuldb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.40448984590779274,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@vuldb/117101821459147710"},{"id":"9473fb64-9762-416d-b9c6-da9e8a2efd0f","source":"mastodon","source_id":"infosec.exchange:117101828319084365","content_type":"post","title":null,"body_preview":"picked up some chile but we were too late for the actual roast because we fucked the timing rip of dip","author":"atax1a","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.39685110834283055,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@atax1a/117101828319084365"},{"id":"8a9387e9-7619-40c6-83bc-f77757fd78c8","source":"mastodon","source_id":"infosec.exchange:117101834824902999","content_type":"post","title":null,"body_preview":"NIST is asking how to modernize the NVD in the age of AI, months after saying most new CVEs are now lowest priority for enrichment. Comments close October 13 (docket NIST-2026-0100). Our analysis cove","author":"disclose","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","specific_call_to_action"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@disclose/117101834824902999"},{"id":"c62df7fe-f433-4c92-81f2-3f541bd40f3e","source":"mastodon","source_id":"infosec.exchange:117101849273761064","content_type":"post","title":null,"body_preview":"Fascists engage in Zersetzung against their targets to erase them. This is to delegitimise the target and make them feel isolated and beset on all sides.\n\nUS techniques of defamation and narrative man","author":"cyberquixote","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@cyberquixote/117101849273761064"},{"id":"a6701146-d608-4b1d-8898-e947e303a983","source":"mastodon","source_id":"infosec.exchange:117101850394857134","content_type":"post","title":null,"body_preview":"I still don't have IPv6 connectivity. 😭\n\nMy modem, router, or my ISP's new setup(?) have developed some kind of glitch where IPv6 goes down whenever there's a connectivity outage and takes days to com","author":"mnordhoff","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.35401027215894826,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@mnordhoff/117101850394857134"},{"id":"50c1dcce-49ed-4c16-a1e9-8bed70c898a6","source":"mastodon","source_id":"infosec.exchange:117101852266772997","content_type":"post","title":null,"body_preview":"I have not accessed #porn sites for a while.\n\nBut today I attempted to do so, for research purposes.\nAnd OMFG !!!\nThere are age checks or blocks of content EVERYWHERE !!!\n\nI am so grateful to my #Aust","author":"n_dimension","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.42032253741042014,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@n_dimension/117101852266772997"},{"id":"e5844e1b-8faf-4105-b7da-006d93d9237c","source":"mastodon","source_id":"infosec.exchange:117101856083715894","content_type":"post","title":null,"body_preview":"Hey State of Washington Parks and Attractions, can you all just agree on one parking app so I don't have to have 15 of the damn things installed on my phone?","author":"bschorr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@bschorr/117101856083715894"},{"id":"81b00b3d-00d8-4415-987d-b14345a2bbb4","source":"mastodon","source_id":"infosec.exchange:117101864300691885","content_type":"post","title":null,"body_preview":"Humans in the loop miss a third of dangerous AI coding-agent requests\n\nOpenAI boosts security with Astra while Anthropic loosens AI restrictions. AI standardization efforts push interoperability acros","author":"hypedupcat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@hypedupcat/117101864300691885"},{"id":"ff607ad7-a1ca-47b0-9436-dfa17e16b3da","source":"mastodon","source_id":"infosec.exchange:117101865985733285","content_type":"post","title":null,"body_preview":"Go look it up go read about it, the fact you weren’t taught in school means the system failed you on purpose.\n\nYes yes amazing I know","author":"cyberquixote","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@cyberquixote/117101865985733285"},{"id":"32abc91a-ad70-47da-9bff-578e6b14390e","source":"mastodon","source_id":"infosec.exchange:117101871662838350","content_type":"post","title":null,"body_preview":"The movie phrase in “Taken” to explain “a particular set of skills” is perhaps the most chilling phrase in cinema.","author":"duanegran","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@duanegran/117101871662838350"},{"id":"95fcc8f0-c3f5-4364-8f15-cc4e88c86a42","source":"mastodon","source_id":"infosec.exchange:117101871797595675","content_type":"post","title":null,"body_preview":"Great intervention from Matthew Green of Johns Hopkins on how AI-enabled vulnerability discovery will shape the lawful access landscape.","author":"ravirockks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@ravirockks/117101871797595675"},{"id":"8abf1979-359e-4356-8914-0e19abca70b8","source":"mastodon","source_id":"infosec.exchange:117101887654418199","content_type":"post","title":null,"body_preview":"```\nWelcome to NetBSD 11\nsdf% uname -a\nNetBSD sdf 9.3 NetBSD 9.3 (GENERIC) #0: Thu Aug  4 15:30:37 UTC 2022  mkrepro@mkrepro.NetBSD.org:/usr/src/sys/arch/amd64/compile/GENERIC amd64\n```\n\nstop lying","author":"vestige","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@vestige/117101887654418199"},{"id":"ba7c0eb8-c41f-4fc3-a647-a0a31c376857","source":"mastodon","source_id":"infosec.exchange:117101888052554455","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//webspectrummailauths[.]weebly[.]com/\n 🧬 Analysis at: https://urldna.io/scan/6a805c7f3b7750000268fa9c\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","specific_context"],"bot_score":0.3872320127879672,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/117101888052554455"},{"id":"7145e0f9-2f0e-46f1-b67a-ec1ee903be70","source":"mastodon","source_id":"infosec.exchange:117101888113809703","content_type":"post","title":null,"body_preview":"So I really like specifically King Oscar sardines in lemon olive oil as well as their salmon. Haven’t been able to get them at the store for a few weeks now and today a sticker was put up stating ther","author":"Procrvstinvtion","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Procrvstinvtion/117101888113809703"},{"id":"d28ebfd6-498a-44b6-8692-a1441466ff37","source":"mastodon","source_id":"infosec.exchange:117101934715143706","content_type":"post","title":null,"body_preview":"Researchers Link Suspected Chinese APT to Hack-for-Hire Operations https://www.infosecurity-magazine.com/news/researchers-link-chinese-apt-hack/","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3845981677067526,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/117101934715143706"},{"id":"0291c0f7-e7e3-4039-8b8d-41c05957ddd8","source":"mastodon","source_id":"infosec.exchange:117101935569573015","content_type":"post","title":null,"body_preview":"‼️ xpl0itrs Leak Site\n\nIOC: http://2kieaq6jnwgrru62wwtxaafg35q6rzweg7y2xjfnbhvq5wd4eojqv6yd[.]onion","author":"DarkWebInformer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.6507936507936507,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@DarkWebInformer/117101935569573015"},{"id":"df3752b3-1d2c-4804-be86-5e76c8e21333","source":"mastodon","source_id":"infosec.exchange:117101935681175380","content_type":"post","title":null,"body_preview":"#chrome extension Orange Wallet seems malicious. Its #cybersecurity badness score is 90/100!\n\n```json\n{\"id\": \"ccgfdpcandaoolokmfcmjdmfklcnbeki\", \"score\": 90, \"platform\": \"chrome\", \"name\": \"Orange Wall","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 Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117101935681175380"},{"id":"6566f306-3173-4ae4-ba97-513c4e5d42bb","source":"mastodon","source_id":"infosec.exchange:117101953634154163","content_type":"post","title":null,"body_preview":"'... MoU to bring [India's] Sarvam's AI capabilities to HP devices at scale. \n\n'In India, people often communicate across multiple languages and switch between them naturally ... [Kivi offers] support","author":"ravirockks","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@ravirockks/117101953634154163"},{"id":"76d20040-7264-446a-a6df-562a27028629","source":"mastodon","source_id":"infosec.exchange:117101979370636290","content_type":"post","title":null,"body_preview":"Changes to EC2 instance ssh page in AWS console are really annoying me right now. It is trying to force people into using Session Manager which is not at the network layer of EC2 instance connect inst","author":"teriradichel","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@teriradichel/117101979370636290"},{"id":"87687ca8-ff44-4d33-bdd3-fc8f4e9fb162","source":"mastodon","source_id":"infosec.exchange:117101985424117971","content_type":"post","title":null,"body_preview":"Going to work on the #BOTW main quests tonight...if I don't get distracted by more wild horses\n\n(Already have Stellar, a gray spotted, and Orion a palomino)","author":"stroz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@stroz/117101985424117971"},{"id":"3eba9bc8-7c9b-4a73-b8d2-649632b58fd4","source":"mastodon","source_id":"infosec.exchange:117101997538492983","content_type":"post","title":null,"body_preview":"Aliens aren't actually from another planet. They've been on Earth longer than humans but live in spaces dug into the sides of ocean trenches. That's how they have access to exotic materials and how th","author":"cR0w","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","emoji_use"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@cR0w/117101997538492983"},{"id":"ada2a76e-0bbd-4398-a24a-a11749250dee","source":"mastodon","source_id":"infosec.exchange:117102000562298110","content_type":"post","title":null,"body_preview":"I just read American Pastoral by Philip Roth. I mean, not a single character experiences any kind of redemption. It's heavy and depressing. It's a Pulitzer Prize winning book, so it has everything fro","author":"c0nsid3rate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@c0nsid3rate/117102000562298110"},{"id":"e455dc52-f31b-4e70-952d-130b8504437c","source":"mastodon","source_id":"infosec.exchange:117102004080183045","content_type":"post","title":null,"body_preview":"TIL: The gun barrel scene in \"No Time To Die\" is missing the blood, because Bond doesn't win this fight.\n\nhttps://www.youtube.com/watch?v=DD0BQGDRxJo","author":"G33KatWork","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 Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@G33KatWork/117102004080183045"},{"id":"5c6dcd44-ac57-46e2-8ac7-c5204e69a3d4","source":"mastodon","source_id":"infosec.exchange:117102006057981861","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//njitfinancialaid[.]weebly[.]com\n 🧬 Analysis at: https://urldna.io/scan/6a8078a53b7750000268fd0e\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","specific_context"],"bot_score":0.3872320127879672,"content_class":null,"collected_at":"Sat Aug 15 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/117102006057981861"},{"id":"e7a4f7af-7cbe-4a18-bfc6-64963c7de52f","source":"steam","source_id":"steam:232339878","content_type":"review","title":null,"body_preview":"+ A good Vampire Survivors kind of top down shooter, each round is 20 mins","author":"God","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198439249542/recommended/"},{"id":"4affdfe9-298b-4ff4-ad05-e2627f069960","source":"steam","source_id":"steam:232373248","content_type":"review","title":null,"body_preview":"I don't particularly recommend it. If you find it cheap on sale and don't care about quality, go for it, whatever.\nBuild expression is low. The game gets especially boring after the first hour of figu","author":"ilker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198330408054/recommended/"},{"id":"8bef38b7-295f-406f-ae3c-c1ef181ac471","source":"steam","source_id":"steam:232378424","content_type":"review","title":null,"body_preview":"What's the point of having to hold down left click the whole time?","author":"Sylpharium","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198136960644/recommended/"},{"id":"42f4388a-6e34-4d01-bbaf-67a8c7cb8d1e","source":"steam","source_id":"steam:232397733","content_type":"review","title":null,"body_preview":"Rating:  ★★★★ - Great  \nTime Played: 2.7 hours\n\nGameplay:\n- Active aiming separates this from the auto-attack survivor genre. Your positioning and accuracy matter, not just your build.\n- The rune syne","author":"Lumin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise","human_indicators_present"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197988783984/recommended/"},{"id":"a492ccb9-4ab4-4d76-b458-af4aa4c39204","source":"steam","source_id":"steam:232433676","content_type":"review","title":null,"body_preview":"Been waiting for an update for years then I saw it on google play, it has a ton of updates there. Disgusting behaviour from the devs.","author":"Dagnet","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198029475939/recommended/"},{"id":"a6604a3a-637f-4bd5-846c-5ef5989fa0ef","source":"steam","source_id":"steam:232486866","content_type":"review","title":null,"body_preview":"No updates for years on PC but they update the Mobile version","author":"Barnaby","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198043817983/recommended/"},{"id":"9bbf8639-64d7-49ff-b73e-c63373f81f8a","source":"steam","source_id":"steam:232495957","content_type":"review","title":null,"body_preview":"20 minutes. 20 minutes is all I can spare to play with you.","author":"Papir","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198846138843/recommended/"},{"id":"5370c91d-85c6-4e70-99a7-ee9ce15a22e7","source":"steam","source_id":"steam:232522863","content_type":"review","title":null,"body_preview":"I will leave the cat here, so that everybody who passes by can pet it and give it a thumbs up and awards\r\n　　　 　　／＞　　フ\r\n　　　 　　| 　　 l\r\n　 　　 　／` ミ＿xノ\r\n　　 　 /　　　 　 |\r\n　　　 /　 ヽ　　 ﾉ\r\n　 　 │　　|　|　|\r\n　／￣|　　 |　","author":"SoullessKittty","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198397916183/recommended/"},{"id":"2ea43b28-65e6-4271-879d-d526f5544294","source":"steam","source_id":"steam:232534606","content_type":"review","title":null,"body_preview":"I don't think there is anything I dislike in this game. It's great, it's highly replayable, it's stylish and joyful!","author":"hrznsschtz","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198433120096/recommended/"},{"id":"139423db-fe5e-4669-b64d-668a89b5c330","source":"steam","source_id":"steam:232545729","content_type":"review","title":null,"body_preview":"The steam version of this game has been abandoned for a while now. It is still an alright vampire-survivors-like, but has always kind of felt like an early access game. Still quite fun, just unmet pro","author":"OverFallen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinionated_stance","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198174059386/recommended/"},{"id":"a2259031-7b0d-46ad-b329-73bcb4782482","source":"steam","source_id":"steam:232589468","content_type":"review","title":null,"body_preview":"you buy a game for $5 and it has a ton of content it doesnt need updates just play the game and be happy bro theres much to do already","author":"alexis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198256551783/recommended/"},{"id":"72069e2c-0756-4414-8019-21a6c3a55ef2","source":"steam","source_id":"steam:232603175","content_type":"review","title":null,"body_preview":"Man they only update mobile even though they promised to update here.... Wasted money, from a lacking steam version of the game.","author":"AmazonRosie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198398954868/recommended/"},{"id":"57df8fa6-27fb-4242-986d-6261b7472db4","source":"steam","source_id":"steam:232608086","content_type":"review","title":null,"body_preview":"Great little Roguelike game, at a good price too!\nI waited a year for an update but I guess the game is \"finished\"\nDon't get me wrong it's a complete game, I prefer it over Vampire Survivors tbh","author":"Kaibaman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198098286914/recommended/"},{"id":"713eb23a-06f6-4d22-bc2b-279ee6db9432","source":"steam","source_id":"steam:232642457","content_type":"review","title":null,"body_preview":"There's a lot of survivors games out there now, and I've played a ton. Picked this up recently and thought it was great because the power progresion isn't just numbers it's also very mechanical. Each ","author":"bm6","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198005649681/recommended/"},{"id":"d9b48e4c-9668-4cb2-83a3-b80b373b611e","source":"steam","source_id":"steam:232729276","content_type":"review","title":null,"body_preview":"I still haven't played the game that much but I really like the design and rythm of it, it's fun and there's lot of stuff to unlock and try","author":"Rat Inspector","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_obvious_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198132246737/recommended/"},{"id":"645dc789-8609-4970-994d-ca45da86b208","source":"steam","source_id":"steam:232636975","content_type":"review","title":null,"body_preview":"the way they implemented parrying, blocking, and dodging all together is very smooth and many ways to play","author":"cancel","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199102355136/recommended/"},{"id":"6c317f23-d4b8-46a8-93c5-dafe390e17b6","source":"steam","source_id":"steam:232664411","content_type":"review","title":null,"body_preview":"Fantastic combat, gameplay and story. Unlike the other FromSoft Souls games, there's no character builds and the lore is not very vague and that's good in my book.\nOne of my favorite games ever. It's ","author":"Harry","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198084754368/recommended/"},{"id":"83df2a8e-185e-494f-867d-2812965c3f10","source":"steam","source_id":"steam:232679666","content_type":"review","title":null,"body_preview":"Honestly this is one of the most relaxing games I’ve ever played. I definitely recommend this to everyone of all genre action, horror, simulator, this is enjoyable for everyone after a 12 hour work sh","author":"Darkispure","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198036205869/recommended/"},{"id":"442d3e6d-2434-4d0f-820e-8e9f08ebc57e","source":"steam","source_id":"steam:232693646","content_type":"review","title":null,"body_preview":"This game is an absolute masterpiece when you actually learn how to parry, dodge, and know what you're doing. When first playing, you will die A LOT and the gameplay will feel extremely slow. But once","author":"tristanykimm","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199754854975/recommended/"},{"id":"1e252aa1-f30e-430e-ba1a-ef9b2f443054","source":"steam","source_id":"steam:232701846","content_type":"review","title":null,"body_preview":"Best video game combat plus other good stuff. Play it, beat it and see for yourself.","author":"Gluteus Maximus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198147517704/recommended/"},{"id":"6a2ca922-d1e5-4df3-a087-bb302bab8bb3","source":"steam","source_id":"steam:232712510","content_type":"review","title":null,"body_preview":"esquivar, atacar, esquivar, atacar, simplesmente perfeito!","author":"halord.","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198983753148/recommended/"},{"id":"8833d759-1584-4840-9420-d4982623ba7b","source":"steam","source_id":"steam:232715576","content_type":"review","title":null,"body_preview":"Sekiro doesn't let you hide behind builds, grinding, or overleveling. It forces you to learn its combat system and actually get better at the game.\n\nYou don't upgrade your character to beat the boss.\n","author":"OneTrueSaman","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198367137515/recommended/"},{"id":"d5dd3a1b-28c1-4b8b-9135-a9643a967903","source":"steam","source_id":"steam:232715663","content_type":"review","title":null,"body_preview":"hidetaka miyazaki killed video games. what is even the point of making another game after this, just pack it up...","author":"sumo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198058772902/recommended/"},{"id":"59a4fc54-7917-40fd-8485-f0c43c0cdb16","source":"steam","source_id":"steam:232669878","content_type":"review","title":null,"body_preview":"Great game, this is my first \"modern\" MH experience and it's a blast.","author":"Marxis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198028475260/recommended/"},{"id":"76b4e7b5-56d4-4815-a50c-c239ff64071c","source":"steam","source_id":"steam:232696291","content_type":"review","title":null,"body_preview":"I feel like I've given this game a fair enough chance, but after making through all the story content to the endgame I genuinely just don't find it all that fun. There are way too many horrible design","author":"ithaca parish council chair","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":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198960367693/recommended/"},{"id":"ce05f7d9-98d1-4cb2-a82b-075cafb1d186","source":"steam","source_id":"steam:232696629","content_type":"review","title":null,"body_preview":"This game is perfect for Souls-like players! It has this whole different vibe and aroma that really hooks into the story. The gameplay is amazing and visuals look stunning. Graphics up close are iffy ","author":"JEM_ZUREK43","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199791935452/recommended/"},{"id":"ca8b5bce-d8dc-46e8-adb4-e1deecbf517a","source":"steam","source_id":"steam:232714159","content_type":"review","title":null,"body_preview":"I Just love the game, the first time I buy it back in 2025 I didnt get addicted to it, its boring for me in the very 1st 20 hours of playing it, but after playing it again this year I just got addicte","author":"Taoru","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199508745243/recommended/"},{"id":"8b1877b2-f548-4973-8878-508af1dabe0d","source":"steam","source_id":"steam:232719134","content_type":"review","title":null,"body_preview":"My favorite monster hunter, they got so many things right in this entry with the exploration, the tracking of different monsters, the expeditions, the weapon movesets and the monsters.","author":"Frog_Wizard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198055202970/recommended/"},{"id":"bb1c84f6-04c7-4c87-ae1b-0b5165f1491f","source":"steam","source_id":"steam:232725720","content_type":"review","title":null,"body_preview":"Actually one of the best games no way it can get better","author":"Alburr","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198362740998/recommended/"},{"id":"fc8eee09-abc6-495c-9feb-b951e27ec07e","source":"steam","source_id":"steam:232693364","content_type":"review","title":null,"body_preview":"The king of automation games. Fans call it \"cracktorio\" for a reason. Worth every penny 10 times over.","author":"AdmBurnside","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198124530645/recommended/"},{"id":"d1392539-367c-4354-b39f-297f7ed6b5e2","source":"steam","source_id":"steam:232695263","content_type":"review","title":null,"body_preview":"I've spent so may hours playing this game and will spend many more. Really struggled when first played and mod the settings to get out of being overwhelmed by critters and aggressive bugs. Definitely ","author":"joncjohnston","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_experience_with_specifics","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198031249825/recommended/"},{"id":"fe38a525-9c8f-45f8-a49b-6f10f82ee9a1","source":"steam","source_id":"steam:232695517","content_type":"review","title":null,"body_preview":"* Sees that I've played the games for nearly 1,500 hrs*\r\n\r\nMeh ... it's okay.","author":"Andy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality","platform_fluency"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198018661127/recommended/"},{"id":"973d35c6-f817-4a49-bcbc-bb6b0eea0128","source":"steam","source_id":"steam:232701217","content_type":"review","title":null,"body_preview":"resource gathering, crafting, automation, survival","author":"j0keh0p","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198096431922/recommended/"},{"id":"0c779aee-cdb6-41a1-9b88-6c83593d1ebe","source":"steam","source_id":"steam:232724764","content_type":"review","title":null,"body_preview":"tudo que eu faco nessa bosta fode comigo dps, tipo a  vida real soq pior, eu construo mt pequeno o espaco me fode, eu construo muito grande uma MONTANHA fica na minha frente e eu tenho que fazer a coi","author":"hunoi","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198843591819/recommended/"},{"id":"0cbbefb0-6c96-465a-b92a-0412fcb7123a","source":"steam","source_id":"steam:232734700","content_type":"review","title":null,"body_preview":"conveyor belts fill a special part of my soul no woman or man can fill.","author":"th3und34d0ne","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199019246141/recommended/"},{"id":"88fd8b35-0edd-4442-b197-7fbeb180c634","source":"steam","source_id":"steam:232735093","content_type":"review","title":null,"body_preview":"as i am writing this, i am on the tutorial campaign and its been a blast! i cannot wait to see what more this game has to offer. would highly recommend if you want a game you can relax and put hours i","author":"Corrupted Save","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199525867371/recommended/"},{"id":"fc00615c-8ee1-499c-9c08-081802bd70c6","source":"steam","source_id":"steam:232741988","content_type":"review","title":null,"body_preview":"Very Good game though not as addictive as war thunder.","author":"jordivandenborre54","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199522487962/recommended/"},{"id":"6985c8a4-eb7b-4508-8e03-0011996705b9","source":"steam","source_id":"steam:232746140","content_type":"review","title":null,"body_preview":"The factory must grow. Factorio is the definitive automation game. It is a must play","author":"Akhos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198869328229/recommended/"},{"id":"e8f5b38f-dfdc-4e79-a425-8e3cecc51d02","source":"steam","source_id":"steam:232747132","content_type":"review","title":null,"body_preview":"\" 'statutory rape'? Is that a new SJW term?\"\n\n- Michal Kovařík \"kovarex\"\nFounder & Company director","author":"Combrogos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198821838749/recommended/"},{"id":"34fcb115-9dcc-4a64-a50b-8836b5fbcb7d","source":"steam","source_id":"steam:232747595","content_type":"review","title":null,"body_preview":"Genuinely the best game I have ever played, biters are tuned amazingly to where I can focus on designs whilst still having pressure to expand, everything plays amazingly without too much pressure. \r\n\r","author":"Sophrv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","personal_experience_details","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198867774524/recommended/"},{"id":"7812cc90-6726-451f-9981-1cfa37170e27","source":"steam","source_id":"steam:232744069","content_type":"review","title":null,"body_preview":"Fast and responsive interface makes it easy to play fast once you've gotten the flow of the shops & rounds down.","author":"D0c Hammer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198002007932/recommended/"},{"id":"012debf8-49cb-4ba7-a0d9-d039f2d7e574","source":"steam","source_id":"steam:232748112","content_type":"review","title":null,"body_preview":"Mult x Mult x Mult x Mult x Mult x Mult x Mult x Mult x Mult x Mult x Mult x Mult","author":"RaMoN","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198261304710/recommended/"},{"id":"4d88160c-2eed-48ca-8478-874ef18f8d71","source":"steam","source_id":"steam:232755848","content_type":"review","title":null,"body_preview":"At the ripe old age of 65 I will be playing this like my grandma played Solitare every day","author":"Dhoggo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote_or_comparison","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198062127267/recommended/"},{"id":"a532a7d4-8323-4d8a-b1d6-23ba07f87101","source":"steam","source_id":"steam:232755969","content_type":"review","title":null,"body_preview":"i got this for free on psn but i bought it on pc to watch the cards shake in 144hz","author":"SIR HARRY KANE","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198008878059/recommended/"},{"id":"b2bf865a-1487-4fd5-ac93-8165a401b9f8","source":"steam","source_id":"steam:232755987","content_type":"review","title":null,"body_preview":"As great as everyone says it is! \r\n\r\nPlus, this game won't destroy your entire life compared to the casino.","author":"CTrayne","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197970288011/recommended/"},{"id":"b92154b2-1b5b-469e-b439-34a872241de8","source":"steam","source_id":"steam:232756354","content_type":"review","title":null,"body_preview":"what can i say, it's quite good. The initial learning part of the game is not as complex as i anticipated 👍","author":"tevittu","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198059791247/recommended/"},{"id":"19850a7b-0a23-4d7c-aad1-1e00b1ec6571","source":"steam","source_id":"steam:232758960","content_type":"review","title":null,"body_preview":"Personally, I love brain-challenging games that REALLY get you thinking, with a side of pattern recognition. Balatro is exactly that for me, with the antes, increasing blinds as you go. Although this ","author":"~C O S M I C~","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199162619840/recommended/"},{"id":"20df9032-c10d-426e-a1b1-9308320abc56","source":"steam","source_id":"steam:232759032","content_type":"review","title":null,"body_preview":"Poker with extra steps and multipliers that make number go big.","author":"Myl","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198393785555/recommended/"},{"id":"c88f353f-d1eb-44c2-aa6f-03935ee7d71f","source":"steam","source_id":"steam:232759315","content_type":"review","title":null,"body_preview":"it's not a gambling problem if you're winning don't let the government tell you otherwise","author":"brometheus","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199011940371/recommended/"},{"id":"1e9ab123-0f4d-4ade-8fdd-5da1722dee5f","source":"steam","source_id":"steam:232765049","content_type":"review","title":null,"body_preview":"number make stonks, stonks make funny guys, funny guys make brrr, brrr make more number","author":"MadlyAMax","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198792130814/recommended/"},{"id":"10ba9691-4097-4c8a-b36c-e6fe8dbeda66","source":"steam","source_id":"steam:232710285","content_type":"review","title":null,"body_preview":"Fun game sometimes, they only update the store, havent added a new weapon in who knows how long. Matchmaking is buns once you have a certain amount of hours. Cool game, but only fun for a little bit.","author":"Clops","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199235962297/recommended/"},{"id":"9003ff22-e393-46fd-8688-562363251b2b","source":"steam","source_id":"steam:232715327","content_type":"review","title":null,"body_preview":"Not a bad idea, but the overall experience wasn't very enjoyable.","author":"FossilPillar","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198668891976/recommended/"},{"id":"532416cc-3e9a-42a4-9f26-1584f465e2a9","source":"steam","source_id":"steam:232719278","content_type":"review","title":null,"body_preview":"Really enjoyed this game. It was a fun experience overall.","author":"ShardPillar","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198669288805/recommended/"},{"id":"15c92ce6-b76b-4bf6-a19f-bc7a20cbfe01","source":"steam","source_id":"steam:232720251","content_type":"review","title":null,"body_preview":"Great experience overall. I'm glad I gave it a chance.","author":"BlightPillar","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198668158740/recommended/"},{"id":"b650ade4-8f33-4dc3-8e65-cbf92e4e51ac","source":"steam","source_id":"steam:232728501","content_type":"review","title":null,"body_preview":"This game surprised me in a good way. Really enjoyable.","author":"MistGrasp","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198670183722/recommended/"},{"id":"b74b8855-e54a-4317-a36f-46037692043e","source":"steam","source_id":"steam:232732018","content_type":"review","title":null,"body_preview":"I love this game its just the perfect FPS, and free too! Much better than ARC.","author":"Vellichor62","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198776613502/recommended/"},{"id":"adaa811e-e3b0-4793-8a35-b1ecbc4bb035","source":"steam","source_id":"steam:232733508","content_type":"review","title":null,"body_preview":"I have never played a game this fun where the fun is conditional. If nobody in the lobby is playing the light class, then the game is fun. If even one person is playing a light class, then it's no lon","author":"SpecialFox","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198133227881/recommended/"},{"id":"e9a7ae87-fa7f-4f29-b742-822be2a8a864","source":"steam","source_id":"steam:232733841","content_type":"review","title":null,"body_preview":"Amazing game, runs flawlessly on linux if you use experimental proton, a few crashes here and there but 90% of the time an enjoyable experience, very nice!","author":"EastEstranho","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199339283900/recommended/"},{"id":"1f49253e-4f7c-44ca-911c-f52417a8dff8","source":"steam","source_id":"steam:232740949","content_type":"review","title":null,"body_preview":"fun game... confusing UI but if you can get past that its so fun. one quick yt vid and ur set","author":"Imperium","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199274850163/recommended/"},{"id":"fc65f6dd-1c4c-4de2-a3f0-9495b27f80c2","source":"steam","source_id":"steam:232745079","content_type":"review","title":null,"body_preview":"Every round is different, and each win feels amazing. I'm obsessed with the platform defence game mode, and I'd easily recommend this to someone who enjoys hero shooters or environment-interactive asp","author":"Unidentified","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198787567010/recommended/"},{"id":"1049b2cd-7b5b-482f-ae8e-b8a213eccf87","source":"steam","source_id":"steam:232748683","content_type":"review","title":null,"body_preview":"game constantly crashes do not recommend this ♥♥♥♥♥♥♥ game","author":"M2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198799645387/recommended/"},{"id":"5b89c91e-8c52-40f3-b4ca-f9a693a4a465","source":"steam","source_id":"steam:232750768","content_type":"review","title":null,"body_preview":"Painful, cool looking, painful, stupid turrets, painful, seriously considering suicide, painful, very fun game tho. Did I mention how painful it is to play it?\r\n\r\nPS: very painful to play","author":"Zisek","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198278336378/recommended/"},{"id":"f35242d8-557a-4f97-a729-f20e5f2ab9d4","source":"steam","source_id":"steam:232584805","content_type":"review","title":null,"body_preview":"Dragon’s Dogma 2 is the perfect game if you’ve ever thought, “I want to go on an epic fantasy adventure, but I also want my companions to loudly discuss how they’ve discovered the same cave for the 47","author":"Bakunawa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199107961289/recommended/"},{"id":"5251a991-4e58-4874-af5a-dabed5e904ef","source":"steam","source_id":"steam:232592619","content_type":"review","title":null,"body_preview":"Bought the game right when it came out cause i love Dragons Dogma.\n It just didn't feel good in the early months of release. \nI thought the devs would listen to players and make the game better... \n\ni","author":"MahoganyMelt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198121279198/recommended/"},{"id":"3b1f9044-d5d4-4675-b69c-29551b252d23","source":"steam","source_id":"steam:232600133","content_type":"review","title":null,"body_preview":"The combat in this game is genuinely amazing! However story is bland and uninteresting, also world feels empty and enemy variety is lackluster","author":"Corvus","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198826660173/recommended/"},{"id":"cff537c0-e033-4feb-92a9-bd12e55edd27","source":"steam","source_id":"steam:232602225","content_type":"review","title":null,"body_preview":"combat sucks ,loot sucks,dialog sucks,game feels janky and inconsistent .even with mods feels like a huge chunk of the game is missing .","author":"japie162","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198422099691/recommended/"},{"id":"a47b52fd-5cc2-409f-8e5d-e10abc298825","source":"steam","source_id":"steam:232616744","content_type":"review","title":null,"body_preview":"Dragon Dogma 2 is clearly a well-made game will a real identity, a proper story and a lot of depth, but i personally did not enjoy it. The combat felt somewhat messy to me,especially against smaller e","author":"chimerique","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198441139761/recommended/"},{"id":"036acb47-45fa-44c2-842e-854ab70d3818","source":"steam","source_id":"steam:232616860","content_type":"review","title":null,"body_preview":"FIx performance and then I'll playthrough the game and love it.\nSimple as that.","author":"ADarkRaccoon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198041565248/recommended/"},{"id":"d2e4fdca-d36f-410b-adea-bdb7af5268b0","source":"steam","source_id":"steam:232625445","content_type":"review","title":null,"body_preview":"ITs a land mark RPG This game kicks ass. Nay sayers gonna say Nay","author":"TheShinyObject","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197974691475/recommended/"},{"id":"360d2e16-ba9d-4c96-8141-93f3ee51f9e4","source":"steam","source_id":"steam:232639819","content_type":"review","title":null,"body_preview":"Pretty good game, is great after a few finishing touches :\n\nReShade to make the colors not washed out\nNo stamina cost out of combat mod (or traversal will be pain)\nAnd certain mod for immersive NPCs t","author":"Wandraak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198424213908/recommended/"},{"id":"f41dca40-d540-46ce-b1cd-3895df1122c1","source":"steam","source_id":"steam:232640293","content_type":"review","title":null,"body_preview":"For me, the combat and pawn mechanics make this game one of my favorite rpg games.","author":"DKRN64","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199092284874/recommended/"},{"id":"0b07eae7-8993-4bd3-9b49-91148b220989","source":"steam","source_id":"steam:232652834","content_type":"review","title":null,"body_preview":"good fun not difficult like dark souls but not dead easy","author":"theclubbs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198052439271/recommended/"},{"id":"fdbf86e8-3095-41c8-a15f-ad9db043f701","source":"steam","source_id":"steam:232695957","content_type":"review","title":null,"body_preview":"i made the mistake of reading the reviews before playing and almost missed out on this incredible game. \n\ndo not read the reviews, just play it and read a guide if you get stuck. 10/10 experience.","author":"sakuraskip","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198122001957/recommended/"},{"id":"52af6256-881c-419e-9d55-961f515ce474","source":"steam","source_id":"steam:232716817","content_type":"review","title":null,"body_preview":"I personally found this game really boring. The plot was nonexistent and the \"party\" you have is nonexistent except for your main ally at the end of the actual game. speaking of the actual game, I do ","author":"Sad Penguin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199013755878/recommended/"},{"id":"7c2b52ad-194d-4b0b-8fba-b024dc66f754","source":"steam","source_id":"steam:232719822","content_type":"review","title":null,"body_preview":"Worth it for the combat alone. Story has some typical JRPG elements, but all around gorgeous masterpiece just like the last one. Thank goodness they added the eternal ferrystone for free, you'll need ","author":"DemonKingPiccolo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198950361034/recommended/"},{"id":"c6876d67-3ffd-44af-8f66-84b5385f9b22","source":"steam","source_id":"steam:232733689","content_type":"review","title":null,"body_preview":"This game is one of those that deserve to be reviewed without even purchasing it. Developers have no brains and don't deserve their jobs.","author":"Wishing Star","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198397787858/recommended/"},{"id":"73ce86b0-0717-4be5-ae19-dd122f4e8e84","source":"steam","source_id":"steam:232649109","content_type":"review","title":null,"body_preview":"One of the best strategies of all time.Super fun with friends. You start a game at noon then look at the clock and it's already 4 AM.","author":"Kiffenkanzler","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198014416804/recommended/"},{"id":"2c5acf33-47c7-49d3-b3f1-1f82ad99c3ba","source":"steam","source_id":"steam:232664505","content_type":"review","title":null,"body_preview":"was a bit taken aback after playing civ5 for 10 years... but once i got used to it, it is a fine game... \r\ntoo many variables to control and that gives more planning and optimisation.. after all thats","author":"jollygowar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198253971914/recommended/"},{"id":"8c0faefa-8dad-4537-aeac-809b3913a68a","source":"steam","source_id":"steam:232678823","content_type":"review","title":null,"body_preview":"One of the most mid 4X that i ever played even with all the dlc... AI is garbage, the political pressure is not balanced, you must use addons to make the game usable (especialy for trades), some times","author":"Shrek","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198143957903/recommended/"},{"id":"9b672c46-ed99-48b5-8418-52501c022a87","source":"steam","source_id":"steam:232679878","content_type":"review","title":null,"body_preview":"Super addicting gameplay, feels like RTS mixed with boardgames like Risk and monopoly","author":"Decaying_Hero","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198290082170/recommended/"},{"id":"10d33f7c-d408-4cd7-a57e-01f9fcc2c16d","source":"steam","source_id":"steam:232697570","content_type":"review","title":null,"body_preview":"Fun mechanics through and through, a steep yet understandable learning curve, and engaging overall gameplay. Civ 6 is a near flawless kingdom building game with many unpredictable scenarios which test","author":"Ori","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198977863317/recommended/"},{"id":"8bea97d2-1af0-43e4-9f94-15056767906a","source":"steam","source_id":"steam:232699965","content_type":"review","title":null,"body_preview":"I want to like this game, but there are so many better alternatives I feel. Legitimately think Polytopia is a better game.\r\n\r\nFor starters, its impossible to play multiplayer because of the time sync.","author":"Errorofmyways","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198934444668/recommended/"},{"id":"a7221a9b-149f-481d-b02e-13e70aae7065","source":"steam","source_id":"steam:232701414","content_type":"review","title":null,"body_preview":"kinda addicting ngl but gets really overwhelming in the later stages for me","author":"Mortenstarnen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198926799334/recommended/"},{"id":"5cdcea3d-e69a-49af-b540-af244ae77c06","source":"steam","source_id":"steam:232742091","content_type":"review","title":null,"body_preview":"Civilization VI is an epic that belongs solely to you. It has a steep learning curve, and newcomers can easily feel lost in the first 50 turns; however, it offers unmatched long-term satisfaction. Whe","author":"lllusory slience/幻","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198744900610/recommended/"},{"id":"75856f8e-9e84-4ff9-9db3-9059c4a5cd36","source":"steam","source_id":"steam:232758575","content_type":"review","title":null,"body_preview":"i like how complex it is, theres lots of ways to win and its a game where small ajustments add up over the course of time","author":"saenzelijah2000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199533294908/recommended/"},{"id":"7ded2076-adbe-4fb2-b876-922aee247895","source":"steam","source_id":"steam:232687707","content_type":"review","title":null,"body_preview":"really good quality and quantity i got this game on discount for something like £2 and its mad enjoyable already played six and a half hours first day","author":"ElderlyPower_man","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199106456531/recommended/"},{"id":"5e1c56e5-3d7c-4172-9063-b3549e9a8a25","source":"steam","source_id":"steam:232689565","content_type":"review","title":null,"body_preview":"Clancy Brown is in this game!!! I'll write more as I play more. For now - really like this game.","author":"Moejj","classification":"human_created","confidence":0.85,"indicators":["terse_replies","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197998627489/recommended/"},{"id":"3202e11e-986e-4ec7-809e-3ad80536f667","source":"steam","source_id":"steam:232690856","content_type":"review","title":null,"body_preview":"Pretty sure I got one of the worst possible endings on my first try. Fun experience. I would recommend for those wanting a story game where choices matter.","author":"Awesomezach04","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198067855795/recommended/"},{"id":"f226a7cf-8855-4178-a291-dba6ecd2e1e4","source":"steam","source_id":"steam:232695333","content_type":"review","title":null,"body_preview":"prolly the best cyoa game ive played wish the pacing was a lil slower on the last few chapters tho. solid optimisation can run 60fps no problems no stuttering","author":"stardustluffy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199165306136/recommended/"},{"id":"ab17baf0-b7ed-4340-9c2f-72bde0e02fac","source":"steam","source_id":"steam:232697590","content_type":"review","title":null,"body_preview":"I watched the gameplay of this from Jacksepticeye years ago and loved every minute of it. Just bought it on sale for $9 and even at the full price this game is 1000% worth it. Even though I know most ","author":"Command_String","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198910323165/recommended/"},{"id":"52685f8a-4390-4e39-a5d1-a41f2c2d718a","source":"steam","source_id":"steam:232699723","content_type":"review","title":null,"body_preview":"One of the greatest story choice-based games I have ever had the privillege of playing. Absolutely worth picking it up.","author":"RedSkull2510","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199025789672/recommended/"},{"id":"fc776301-2f25-461b-9f5d-0dd28e768e1c","source":"steam","source_id":"steam:232701557","content_type":"review","title":null,"body_preview":"genuine clanker propaganda , i will never feel bad for a darn robot. \n\nthe heavy handedness of the clanker 'struggle' narrative clumsily attempts to mirror racism and classism but it will never work b","author":"Producer Lain","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199487925262/recommended/"},{"id":"87b389a4-62b5-494e-9980-54e416f87b48","source":"steam","source_id":"steam:232701937","content_type":"review","title":null,"body_preview":"seriously great and this game is always on sale so it wont run your pockets dry.\nthe game was so good i was watching YouTube videos of all the paths i didn't take","author":"intJACKAL","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199046859340/recommended/"},{"id":"cf5022a5-6a03-4689-a722-f62a39f1fc06","source":"steam","source_id":"steam:232701991","content_type":"review","title":null,"body_preview":"This game hurts my heart \n\nit is so peak\n\nif you like story games play it\n\nIf you don't, consider giving it a shot anyway\n\nnot for everyone but waow its so goood\n\nI don't even feel like playing any ga","author":"RandomDroid","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199176332331/recommended/"},{"id":"cdc402e3-5b84-4138-9785-3aef841fdcb5","source":"steam","source_id":"steam:232710701","content_type":"review","title":null,"body_preview":"Peak, the story is great and i love the fact every choice has a conciquence, love that we play as 3 charaters and gives us a taste of every side. the music is great too love this game worth every cent","author":"ugniusoct","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199857062499/recommended/"},{"id":"8de2b034-d998-4d90-8bc0-b052da6d11d9","source":"steam","source_id":"steam:232710872","content_type":"review","title":null,"body_preview":"Holy Crap - great story - insanely bad bad bad controls. QTE but at a machine's speed - so if you're human, you're going to be challenged to mash the buttons fast enough to meet the pace of the game a","author":"god's ImPerfect Idiot","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198071785798/recommended/"},{"id":"d691c044-3d77-4ed5-90e6-311c120b0728","source":"steam","source_id":"steam:232712122","content_type":"review","title":null,"body_preview":"Amazing game so interesting gets you hooked really well","author":"Teg0x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199502207282/recommended/"},{"id":"6aa6eb16-5e3f-45f4-9505-44812b1287e4","source":"steam","source_id":"steam:232716179","content_type":"review","title":null,"body_preview":"absolutely amazing game with a very very cool story. also markus has INSANE aura.","author":"PRIME.01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198243606314/recommended/"},{"id":"0a090eb7-81e7-4136-bb7a-10a120ffc14e","source":"steam","source_id":"steam:232721695","content_type":"review","title":null,"body_preview":"Is good - The Heavy Weapons Guy from the Team Fortress","author":"Warchief SwallowLye-Longsnake","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198272389726/recommended/"},{"id":"4b81bbde-34e3-4cff-9b22-06abb46d2d66","source":"steam","source_id":"steam:232743734","content_type":"review","title":null,"body_preview":"pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, pop, ","author":"DragonKing","classification":"ai_generated","confidence":0.95,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199626040487/recommended/"},{"id":"5b25cab6-21cb-4abb-bfd5-a5a3066d8a59","source":"steam","source_id":"steam:232747881","content_type":"review","title":null,"body_preview":"honestly one of the best tower defense games out there at the moment, which is crazy since it's about monkeys popping bloons lol","author":"LatinaSmasher99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198058388672/recommended/"},{"id":"eb148ac7-f59a-4da8-8728-e945ec47dd09","source":"steam","source_id":"steam:232749415","content_type":"review","title":null,"body_preview":"Good If you wanna Invest Time into it and enjoy Tower Defense Games","author":"ZyQo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199343983757/recommended/"},{"id":"f91b034f-4e9c-4d46-820f-07766ecd3a85","source":"steam","source_id":"steam:232749977","content_type":"review","title":null,"body_preview":"ninja kiwi just delete my data, remove dlc i have bought and dont say anything","author":"nhathuy8208","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199100954152/recommended/"},{"id":"3a3a6edf-7457-40e9-8155-6c6692299282","source":"steam","source_id":"steam:232598761","content_type":"review","title":null,"body_preview":"It's just as addictive as they say. I love a good deckbuilder and roguelite each, so this checks the boxes nicely. While it can be a bit discouraging to lose several decent runs in a row or just not g","author":"MidKnightOwl42","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198953246080/recommended/"},{"id":"c8cb5407-2cde-4194-bcaa-31565ed9657b","source":"steam","source_id":"steam:232605948","content_type":"review","title":null,"body_preview":"Great deck builder roguelike! Super beginner friendly but amazing to play","author":"Leéon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198202084407/recommended/"},{"id":"cde02d5d-5a13-41c4-b0a5-ac2d029f46fa","source":"steam","source_id":"steam:232633326","content_type":"review","title":null,"body_preview":"Wanna know what Rogue-Fantasy games were like before they fully leaned into the fantasy? This is worth giving a shot. It is a bit tough to learn how to play around if you don't do math. You are not pr","author":"Benji","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency","natural_digressions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199077227959/recommended/"},{"id":"14af1a6b-3ab6-4168-9b81-d5ed052cb96e","source":"steam","source_id":"steam:232685900","content_type":"review","title":null,"body_preview":"This game is super replayable, and very well balanced","author":"Sage","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198987711827/recommended/"},{"id":"9f440487-99d9-49b0-9991-f38eaecae7a5","source":"steam","source_id":"steam:232694092","content_type":"review","title":null,"body_preview":"Fans of roguelikes and card battlers rejoice! I really enjoyed the straightforward and manageable card selection format for decks unlike the overwhelming experience of games like Hearthstone or MTG. T","author":"Zeejet","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197989079143/recommended/"},{"id":"c1fde581-0bc4-4888-8342-844e21191b95","source":"steam","source_id":"steam:232717092","content_type":"review","title":null,"body_preview":"Very good card game, terrible RNG - I am still loosing in act 2 after 40 hours","author":"Terribler007","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198093398274/recommended/"},{"id":"09d66e38-b57f-4a96-b16d-7702e057276e","source":"steam","source_id":"steam:232677673","content_type":"review","title":null,"body_preview":"my factory looks like a pile of spaghetti.. i dont know whats happening anymore","author":"Quoobby","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199218978400/recommended/"},{"id":"8b04ad59-4674-429e-ac16-677332a7f2f8","source":"steam","source_id":"steam:232677718","content_type":"review","title":null,"body_preview":"A really good 3D factory game. The map is huge and progress can feel overwhelming, but is clear and very rewarding. Has a steep, but satisfactory, learning curve, especially trains","author":"Yaeker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198120263246/recommended/"},{"id":"715bd8a4-ad0d-45d7-92c0-4049e5ff0bae","source":"steam","source_id":"steam:232678902","content_type":"review","title":null,"body_preview":"Absolutely — I can turn your **531 hours of playtime and completion of Stage 3 of the Space Elevator** into a first-person review that sounds like it came from an experienced player rather than a gene","author":"SnowbaFett07","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199689737516/recommended/"},{"id":"a09e3330-ac0f-4dbe-a207-da5b7e465b9e","source":"steam","source_id":"steam:232679087","content_type":"review","title":null,"body_preview":"I am turning this review into a thumbs up because i realized it means if you would recommend the game not if you enjoyed it, i would def recommend it cus even if you stop enjoying it (like me) you can","author":"g8frid","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199828215659/recommended/"},{"id":"9d886bc2-e576-43e1-b594-45af7a29ad77","source":"steam","source_id":"steam:232680253","content_type":"review","title":null,"body_preview":"Great game, easy to lose yourself in it for a few hours.","author":"McNubbins","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199073626389/recommended/"},{"id":"ec96d604-a2dc-425e-a0ff-ab79fb8b028a","source":"steam","source_id":"steam:232684341","content_type":"review","title":null,"body_preview":"If you like grind this is grind. Build factory -> See that it is ugly -> Rebuild -> Build factory -> ...  This is an endless grind to optimize factory and make it work. Then trains are a bit buggy. Bu","author":"icecube","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199097218449/recommended/"},{"id":"145b6bf1-4329-40ca-acf7-aa426aac80ac","source":"steam","source_id":"steam:232687230","content_type":"review","title":null,"body_preview":"The content itself is long enough that I don't really notice or care that it's repetitive. 1.2 update with custom game rules is amazing. Working on a save where all nodes are pure, but space elevator ","author":"doUbleU","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198028949975/recommended/"},{"id":"a7e028c4-f7a6-4747-a363-2f225a566980","source":"steam","source_id":"steam:232690189","content_type":"review","title":null,"body_preview":"My dream:  one day I'll be able to suck those ********* SPIDERS into a hypertube and shoot them into the sun","author":"Drinks and Smokes","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197970906509/recommended/"},{"id":"d1395630-b2ab-4f0f-9e1a-eed6f692f97a","source":"steam","source_id":"steam:232691079","content_type":"review","title":null,"body_preview":"Absolutly addicting game. Played the game before 1.0 and then already it was so ♥♥♥♥♥♥♥ good. I dont know how they always manage to top themself when it comes to this game. I even bought the Big Box C","author":"The Sandman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199137803007/recommended/"},{"id":"c635a8d8-beaf-4789-a8d2-491ae214d0a5","source":"steam","source_id":"steam:232691219","content_type":"review","title":null,"body_preview":"Amazing game, its really long, played for 2 hours before i even finished the tutorial","author":"aayan the gamer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199066994348/recommended/"},{"id":"aff65abb-0327-4247-9338-8edd2700637f","source":"steam","source_id":"steam:232692321","content_type":"review","title":null,"body_preview":"if spending countless hours optimizing assembly lines and organizing logistics sounds like a great way to spend your free time, this game is definitely for you.","author":"Dictator","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198308407596/recommended/"},{"id":"b7a63320-1393-4d0a-8662-f48428851ff0","source":"steam","source_id":"steam:232698296","content_type":"review","title":null,"body_preview":"What a gem of a game! Satisfactory does not waste your time, does not try to upsell you, has no DLC or in-game purchases and is consistently fun - assuming you're into such kind of game. So what kind ","author":"Mungojerrie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198013136696/recommended/"},{"id":"07be7036-1f78-42ed-8043-873dae5e5a56","source":"steam","source_id":"steam:232698695","content_type":"review","title":null,"body_preview":"This isn't my kind of neurodivergence, but Satisfactory is an exceptionally well-crafted game for those with such abilities. After 50 hours, I feel I've barely scratched the surface of it's true depth","author":"sfHaru","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_opinion","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198124444281/recommended/"},{"id":"7c8e6a7e-bd6d-4a0b-8973-c8f707ed745f","source":"steam","source_id":"steam:232698743","content_type":"review","title":null,"body_preview":"Amazing game - 12 hours in an barely scratched the surface. Absolutely recommend.","author":"nhopkins97","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198101248384/recommended/"},{"id":"c343fdf2-548d-4536-85f0-38db96c23154","source":"steam","source_id":"steam:232702332","content_type":"review","title":null,"body_preview":"This is legit my favorite game right now. I played Factorio for hours, even mulitplayer with friends. This kills it! For years I debated on buying this game thinking \"I play factorio I don't need two.","author":"Selfinflicted","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198977726354/recommended/"},{"id":"bfde3413-9d36-4280-b32e-22ce56c18c22","source":"steam","source_id":"steam:232702333","content_type":"review","title":null,"body_preview":"It's cool that they release free updates, but less cool when the updates just remove functionality. 1.2 vehicle update made trucks more convenient but straight up removed functionality. Effectively br","author":"Buttless","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","specific_game_mechanics"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198051412777/recommended/"},{"id":"0e54099f-61d7-4917-8bb4-bceee15c40f7","source":"steam","source_id":"steam:232431031","content_type":"review","title":null,"body_preview":"♥♥♥♥♥♥♥, first match, one teammate is mentally challgened another af, and qued against mfs who never seen the sunlight, aboslute sweats","author":"Lyte","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198971257276/recommended/"},{"id":"187921a2-3cf6-41ab-a51b-fd32a82e8173","source":"steam","source_id":"steam:232488838","content_type":"review","title":null,"body_preview":"Dope as hell honestly this is a really good game that demands skills and wit and speed soooo get a friend and get good you are guaranteed to enjoy the game","author":"WarlockGeneral","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198758670476/recommended/"},{"id":"bcd1456a-143d-429b-901e-67496c7288f0","source":"steam","source_id":"steam:232503232","content_type":"review","title":null,"body_preview":"I really loved this game. I originally played because the character Zhang Qiling. This is a really fun game with beautiful architecture represented. I would really recommend this game if you have unli","author":"chessqueenelzette","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199565426132/recommended/"},{"id":"0a89c24b-1d3b-4eea-bf17-3ca77a8baef2","source":"steam","source_id":"steam:232649345","content_type":"review","title":null,"body_preview":"kept coming back hoping it would click but mostly just felt like a chore after a while, gorgeous world though","author":"leXenka","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198702924467/recommended/"},{"id":"5bc8a7fa-f92a-4ce8-978f-c3554cb98d70","source":"steam","source_id":"steam:232674668","content_type":"review","title":null,"body_preview":"There are some good ideas here, but the execution needs work.","author":"PaperCrane","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198684736403/recommended/"},{"id":"c951e7c7-56f9-4df4-8f90-63dcbb606971","source":"steam","source_id":"steam:232674977","content_type":"review","title":null,"body_preview":"It started out promising but quickly lost my interest.","author":"GentleGiant","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198688448397/recommended/"},{"id":"86097635-68f5-4182-a8b0-54b35e7734f3","source":"steam","source_id":"steam:232692855","content_type":"review","title":null,"body_preview":"Fun melee based Battle Royale. Character customization is great, looking like a Goblin/Piccolo while swing around like spiderman","author":"Mister Fister","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199378750312/recommended/"},{"id":"3a1cb420-d5c2-4cf7-a991-f242f5032af2","source":"steam","source_id":"steam:232714880","content_type":"review","title":null,"body_preview":"got 34 hours out of it somehow but mostly out of habit, the daytime exploration is nice until you realize nothing you find actually matters","author":"volt8","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198701834728/recommended/"},{"id":"87bf327c-f53d-40da-8a64-75439021cb7d","source":"steam","source_id":"steam:232693480","content_type":"review","title":null,"body_preview":"They need to make it so i can transfer my expansion pack purchases from playstation to computer","author":"pupgalaxy2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199151525632/recommended/"},{"id":"d230b338-efe0-4282-81fa-76be30057e6c","source":"steam","source_id":"steam:232697800","content_type":"review","title":null,"body_preview":"the most soulless and contrived installation of the sims series, and sims freeplay literally exists.","author":"Cattix","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199527753933/recommended/"},{"id":"14ae5257-82df-40bd-bc2d-ccf00c5c133d","source":"steam","source_id":"steam:232701202","content_type":"review","title":null,"body_preview":"The game freezes each time I place furniture and try to save","author":"Ebunnehh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199077020226/recommended/"},{"id":"853e218b-7dc1-4c1e-b768-3f3e81b18ac1","source":"steam","source_id":"steam:232705338","content_type":"review","title":null,"body_preview":"Playing the game with mods and in game expsnsion packs is so fun i am addicted sooo worth it.","author":"Ghost210","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199830584563/recommended/"},{"id":"8da91505-ac2f-42a2-93a6-97de9190a8a4","source":"steam","source_id":"steam:232729337","content_type":"review","title":null,"body_preview":"I have played The Sims since it released in 2001.  I absolutely love this game!","author":"awood11213","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199000208706/recommended/"},{"id":"e1a4b668-8315-4323-b273-12d9c013c587","source":"steam","source_id":"steam:232730974","content_type":"review","title":null,"body_preview":"I came back to The Sims 4 after years away, and honestly, the base game surprised me with how much there is to do now. I started a Zero to Hero run with nothing and ended up turning one Sim into a rid","author":"FrostLung","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","opinion_and_stance","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199062664941/recommended/"},{"id":"90a76546-2905-41dd-b2f9-b36222547d7b","source":"steam","source_id":"steam:232732870","content_type":"review","title":null,"body_preview":"i have always loved the sims 4 but using it on my pc has made things so much easier.","author":"jessicastandish09062022","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198658725043/recommended/"},{"id":"3a8f42db-2929-4fd2-ae6a-8748b6fac550","source":"steam","source_id":"steam:232736657","content_type":"review","title":null,"body_preview":"I love the sims i can build to my hearts desire, and force my sims to have children they never wanted. Then when I get tired of that household I love building them a fenced in pool with no ladder. Sad","author":"demonhunter95807","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198984059291/recommended/"},{"id":"d2bc1a62-2a29-4b0d-a766-3cf8705f546f","source":"steam","source_id":"steam:232744451","content_type":"review","title":null,"body_preview":"Please please please look into some of the recent news about the publisher before looking at dlc of this game. Unfortunately not a safe and comfy video game space anymore.","author":"Cyankhajiit","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198060935828/recommended/"},{"id":"9985a8f7-995f-42eb-aeea-7ab0061ddaa6","source":"steam","source_id":"steam:232745219","content_type":"review","title":null,"body_preview":"I liked making people but I disliked making the houses","author":"TheGraceUni","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199752177458/recommended/"},{"id":"ac2ee4ea-53a0-4ab1-b569-8edb1a30cb6a","source":"steam","source_id":"steam:232754857","content_type":"review","title":null,"body_preview":"Fun and very addictive. Lots of great mods too! The expansion packs really add to the game but are way overpriced.","author":"Rands","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198024043746/recommended/"},{"id":"a9b488c9-05da-4346-92fc-f41a9a2894ad","source":"steam","source_id":"steam:232765961","content_type":"review","title":null,"body_preview":"very fun and realistic and you can do anything that is allowed in the game","author":"Avery Paterson","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199526802550/recommended/"},{"id":"00489b00-5bd6-409d-89f3-f11370a8be0b","source":"steam","source_id":"steam:232757517","content_type":"review","title":null,"body_preview":"This game is NOVA , got some upgrades and new texture from reality. I recommend","author":"RDy9","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199389522947/recommended/"},{"id":"bd660510-0afe-49d8-a149-bd5d5a766710","source":"steam","source_id":"steam:232759138","content_type":"review","title":null,"body_preview":"always thought this game sucked because of how it was when it launched, played it and its amazing. i would recommend playing this","author":"soyjack","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198805864116/recommended/"},{"id":"7d499802-332d-4720-bac7-16b79f08e967","source":"steam","source_id":"steam:232759322","content_type":"review","title":null,"body_preview":"Amazing specs, amazing story, not meeting Hanako at Embers.","author":"Hxpnotic56","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199092352891/recommended/"},{"id":"d053528c-5630-418b-af52-5475dbedf222","source":"steam","source_id":"steam:232762012","content_type":"review","title":null,"body_preview":"GTA but in the future except it's mostly a phropecy on what will happen in said future. 10/10","author":"masonomatte","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199578237263/recommended/"},{"id":"19d3cd3b-2110-4174-9691-62826ca04053","source":"steam","source_id":"steam:232762554","content_type":"review","title":null,"body_preview":"It's crazy to see how well Cyberpunk landed on its feet after public backlash during the poor launch. The best AAA game of the 2020's so far IMO. Excited to come back to this one again for the DLC.\n\nI","author":"ALIO","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","specific_game_comparisons","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198051894374/recommended/"},{"id":"5d267649-0b64-4188-83db-ac27d82f8737","source":"steam","source_id":"steam:232763601","content_type":"review","title":null,"body_preview":"w game.\r\nsome crashing issues because i use 200 mods.\r\nruns well on linux, for mods use vortex mod manager.","author":"gaber.k","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199240734335/recommended/"},{"id":"dd3efdc7-9701-4c0f-9f45-66f3ceeca9c5","source":"steam","source_id":"steam:232763783","content_type":"review","title":null,"body_preview":"Genuine masterpiece, outbeat RDR2 of my current favorite game of all time\n\nwithout spoiling anything, the game is awesome, point blank.\nIt gives you a real freedom of choice where you can either do th","author":"Sticks0Butter","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199652900967/recommended/"},{"id":"be7579c1-6e1b-4873-b3d6-f3d3b60d045e","source":"steam","source_id":"steam:232764201","content_type":"review","title":null,"body_preview":"Love it had this game when it came out on Xbox still love it","author":"Dan1933","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198674879443/recommended/"},{"id":"b8b63acb-cdf0-465f-b3ae-35b8de0c692a","source":"steam","source_id":"steam:232702566","content_type":"review","title":null,"body_preview":"ive played this game for 113 hours, not one second has been enjoyable in the slightest. this game will have an unbreakable grip on you, giving you nightmares and false dreams about beating levels. thi","author":"Jaymail","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198809812805/recommended/"},{"id":"a16134bd-4887-40d0-8ef7-4725a432c7bc","source":"steam","source_id":"steam:232707074","content_type":"review","title":null,"body_preview":"i ask you to play this game. i ask, how would you define geometry dash? that is a question i can give an answer to from my heart right as i type:\r\nit might be the most fun rage game i have ever found.","author":"jolah","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199358309719/recommended/"},{"id":"b308d9da-d2b8-4d2b-82d6-f180b0a10f25","source":"steam","source_id":"steam:232707312","content_type":"review","title":null,"body_preview":"This game is so rewarding and I like how challenging it can be","author":"johnnykoolgaming","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199034019247/recommended/"},{"id":"7b5e0acc-88aa-4703-beb1-a23c0e43e7cb","source":"steam","source_id":"steam:232617321","content_type":"review","title":null,"body_preview":"Nothing but cheaters and crappy matchmaking in this game don't buy it not even worth it on sale","author":"Steaven Segal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198116015025/recommended/"},{"id":"5e6efc1a-fd02-4925-86c6-bb0af8a1cf87","source":"steam","source_id":"steam:232621822","content_type":"review","title":null,"body_preview":"great game play, amazing sound across the boards,  mediocre UI and menu, that could be better.   navigating the loudout and hunter menus is not really intuitive... trying to quickly navigate the menu ","author":"GreasyGoose","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198395418124/recommended/"},{"id":"d75bb75f-7eb6-4fec-affe-c205ce4a94f1","source":"steam","source_id":"steam:232627084","content_type":"review","title":null,"body_preview":"I bought this game when it was in alpha, and I ended up raging after a few dozen hours because I hated the focus on PVP. 5 or so years later, I decided to give it another chance. I figured the PvP asp","author":"pleasantagony","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198007702261/recommended/"},{"id":"70e3ec84-ee86-460b-972d-e1b71f9489c1","source":"steam","source_id":"steam:232636422","content_type":"review","title":null,"body_preview":"It's a death simulator, trash game, sh1t gunplay, absolute goyslop, devs will ban you if u say something bad about the game","author":"Charlie Kirk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198663951642/recommended/"},{"id":"232902f5-ffdd-4a62-9881-77be4c875b66","source":"steam","source_id":"steam:232637022","content_type":"review","title":null,"body_preview":"What I like in this game: putting people in the bayou dirt.\nWhat I don't like in this game: getting put in the dirt by people.","author":"Moogen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198787994120/recommended/"},{"id":"9eb0c449-2c1b-4584-83e1-2839c805f041","source":"steam","source_id":"steam:232642613","content_type":"review","title":null,"body_preview":"The atmosphere, gunplay, and sound design are absolutely fantastic. Every match feels tense because you never know where the next enemy is coming from. A single gunshot in the distance can completely ","author":"MonsieurSpike","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198046400647/recommended/"},{"id":"eed43579-3255-4aa5-99bf-18e2970f9c7c","source":"steam","source_id":"steam:232644571","content_type":"review","title":null,"body_preview":"None of other games bring so much adrenaline as this one! Every game session.","author":"Застенчивый Миша","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198155376069/recommended/"},{"id":"b792b023-7081-496c-8d90-c80a9f57709d","source":"steam","source_id":"steam:232649512","content_type":"review","title":null,"body_preview":"my friends showed me this. i was skeptical at the beginning but I genuinely love it so much right now I am pissing them off about it. i wish they played more of it.","author":"ANTONIO","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198139560389/recommended/"},{"id":"1ee7b970-8005-4f08-8246-c873b275c7a5","source":"steam","source_id":"steam:232664625","content_type":"review","title":null,"body_preview":"i can't stop playing pls send help my wife divorced me over this game i lost my job i failed out of college rub this ♥♥♥♥ on my gums","author":"Stickiest Labubu","classification":"human_created","confidence":0.9,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198770375253/recommended/"},{"id":"ac757a7b-a597-4d4f-9c43-efd6566d1d4d","source":"steam","source_id":"steam:232677923","content_type":"review","title":null,"body_preview":"great game, HUGE learning curve, but once you get the hang of it, it is a lot of fun","author":"robbuck2006","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199672493628/recommended/"},{"id":"b2a1e3ab-2541-4373-a28e-ddff1eb27283","source":"steam","source_id":"steam:232686470","content_type":"review","title":null,"body_preview":"This game has loads of features and mechanics I love. Others have covered those in detail in other reviews so I won't repeat until the end. Although I'm pretty bad at this game, I'm not some salty pla","author":"ChimChardashian","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198300908256/recommended/"},{"id":"123f3d5c-703f-425c-8d0b-c403718d93ad","source":"steam","source_id":"steam:232720825","content_type":"review","title":null,"body_preview":"Very fun game. The community is very friendly and helps you a lot. I had a great time.","author":"S V Ξ I T","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198435701650/recommended/"},{"id":"36664ccf-c99a-4c0f-83b9-6800ea0fb0bf","source":"steam","source_id":"steam:232734904","content_type":"review","title":null,"body_preview":"The best game ever with the worst cheating problem ever and absolute garbage matchmaking. You can find youtube video's showing you how to cheat in 5 minutes and you will never be banned.\r\n\r\nShame beca","author":"Mildly Artistic","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198010167527/recommended/"},{"id":"c56e9216-8e86-4b23-aea6-5b1137ac5c6b","source":"steam","source_id":"steam:232627076","content_type":"review","title":null,"body_preview":"bROKEN AS ♥♥♥♥ NOW that they wanna add crossplay to Epic games. Literally unplayable with friends. Servers do not load. ♥♥♥♥ gearbox.","author":"tot","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198082314888/recommended/"},{"id":"8636761f-2ae0-4438-9b6b-b70dad992cda","source":"steam","source_id":"steam:232652237","content_type":"review","title":null,"body_preview":"- great gameplay\n- best story in the series\n- great vault hunters\n- great zones\n- randomly crashes \n- raid bosses designed around groups means you need to play the meta at endgame\n- OP levels are just","author":"Nifty Kook","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198054198456/recommended/"},{"id":"dae4e105-35af-4924-9035-8a501532a6c5","source":"steam","source_id":"steam:232656705","content_type":"review","title":null,"body_preview":"Best game od all time\n,,I AM A CONDACTOR OF POOP TRAIN\"","author":"pikovar","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198699717270/recommended/"},{"id":"b9cc8176-3162-4cb2-bd76-6fdec35954f4","source":"steam","source_id":"steam:232658859","content_type":"review","title":null,"body_preview":"I like how the art is different from any game ive played, it is a good starting loot shooter for people that are intrested in loot shooters","author":"MoonShadow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199256214159/recommended/"},{"id":"b8f54ba2-b941-42f0-b426-aaf6c04047c2","source":"steam","source_id":"steam:232688985","content_type":"review","title":null,"body_preview":"Wow, this game aged horribly. It is so tedious I had a headache from playing today and just decided to do something else instead of push on. This is coming off the heels of not just a Borderlands 4 pl","author":"Phanta","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198079487092/recommended/"},{"id":"1b138000-967c-4abf-88aa-04abd88817ea","source":"steam","source_id":"steam:232692548","content_type":"review","title":null,"body_preview":"New pc gamer pretty fun to get into and learn mouse n keyboard. The game kept crashing and wouldnt start for the first hour and it still lags and crashes if your wifi is bad in multiplayer","author":"Hyenabro7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199147816398/recommended/"},{"id":"a94deedf-cde2-4662-ac28-1bb2f9edcdf8","source":"steam","source_id":"steam:232703774","content_type":"review","title":null,"body_preview":"fun story so far can say it looks good for 2012 Game 9.5 out of 10 ( cartoon look is hit or miss for me )","author":"Geralt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199802056150/recommended/"},{"id":"7e48cb5b-d30a-4549-8358-92aea59caee6","source":"steam","source_id":"steam:232711465","content_type":"review","title":null,"body_preview":"One of my favourite games of my gaming life. Everybody in this game is a character: The heroes, the villains, the locations, the arsenal, the vehicles . As a plus you've got the most epic DLCs I've se","author":"Joannis M","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198106763600/recommended/"},{"id":"be57b740-6c61-4f70-ba0f-a6d97b8e3db8","source":"steam","source_id":"steam:232716947","content_type":"review","title":null,"body_preview":"one of the first and best games I have ever played. I sank about 200 hours into the game on my Xbox and I am 1000% willing to do it again on PC. this game will always be special to me.","author":"Melon","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198217257409/recommended/"},{"id":"e4d785ad-7292-4a94-bd9a-fb1750d76b80","source":"steam","source_id":"steam:232721175","content_type":"review","title":null,"body_preview":"Bought this game to play with other people and low and behold it crashes ever 5 seconds!","author":"cronofox0","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199655649588/recommended/"},{"id":"90b97d70-0a4d-47df-a104-1cd8f0c1cb4e","source":"steam","source_id":"steam:232722166","content_type":"review","title":null,"body_preview":"i mean the gun play and looting mechanics is awesome i tip for anyone sarting is that dont stick to any gun or weapon for long as it can slow your progress and make game uneccesary dificult","author":"Tsugikuni_play","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199698529345/recommended/"},{"id":"d2822756-078b-4c42-b2a6-da2086b3cafb","source":"steam","source_id":"steam:232746533","content_type":"review","title":null,"body_preview":"I adore this game! I have to be careful because I get absorbed in playing and time flies! If you like fantasy, D&D, and/or a good story, I suggest playing BG3.","author":"Panic Sausage","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198068242476/recommended/"},{"id":"83e68a87-695f-4f63-bba4-83b56f5487b5","source":"steam","source_id":"steam:232747561","content_type":"review","title":null,"body_preview":"fun game for sure for adventurers and people who love the ability to do a lot with characters and endless choices . I've played so much just learning . I'm a smart cookie and love these type of games ","author":"MIKEYMAYHEM","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199102836027/recommended/"},{"id":"ac227554-3f58-469e-9c19-78e7ca526e34","source":"steam","source_id":"steam:232751323","content_type":"review","title":null,"body_preview":"♥♥♥♥ honor mode and whoever reads this, ♥♥♥♥ you, too.","author":"Pattonelyk","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198383727766/recommended/"},{"id":"cd78b165-e8a6-4b4d-a235-2f770ec90bf5","source":"steam","source_id":"steam:232755056","content_type":"review","title":null,"body_preview":"im balding my gate for a third time its balder and better than ever","author":"Poop Thrower","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199013497535/recommended/"},{"id":"f0996e13-0907-4093-81cd-6d004997f489","source":"steam","source_id":"steam:232756772","content_type":"review","title":null,"body_preview":"For now, the best work that can be produced by humankind.","author":"unXed","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198002787310/recommended/"},{"id":"b887251b-c45b-4a50-b133-7e2dbbe6ae24","source":"steam","source_id":"steam:232757900","content_type":"review","title":null,"body_preview":"very very good. refreshing in the sea of dull and uncreative games","author":"Reamay(\\(^-^)/)","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198066506645/recommended/"},{"id":"78706d00-6ab9-48d2-9c80-8e40ec838391","source":"steam","source_id":"steam:232759033","content_type":"review","title":null,"body_preview":"best game I've ever played. finished 4 runs, none were the same.","author":"rattled_rat","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198352713345/recommended/"},{"id":"9a903e9d-5619-4cf8-9991-5fdd1723a7b1","source":"steam","source_id":"steam:232759783","content_type":"review","title":null,"body_preview":"Baldur's Gate 3 is absolute insanity, the quality of this game is just on another level! Give it time to sink in and open up, and you'll completely lose yourself in it. I love it so much, it is worth ","author":"Pizzil","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198128136529/recommended/"},{"id":"72192b6b-3df5-4ba2-b86e-e90cda529249","source":"steam","source_id":"steam:232763156","content_type":"review","title":null,"body_preview":"i'll be able to explain it some day, but this game saved my life a couple times","author":"CadyKorok","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198237006814/recommended/"},{"id":"658170f9-6094-418a-b33d-74397f727f5e","source":"steam","source_id":"steam:232688616","content_type":"review","title":null,"body_preview":"It takes a million year to download and i still cant play it trash game garbage community.","author":"Prab7216","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199580321470/recommended/"},{"id":"588f5414-1c51-4052-8db1-f846b8be3c32","source":"steam","source_id":"steam:232689183","content_type":"review","title":null,"body_preview":"I do not recommend this game. I have 17 hours shown on Steam, but I did not actually spend those hours playing normally. Most of that time was spent trying to fix my account and resolve a ban. I have ","author":"s704aif","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198739032893/recommended/"},{"id":"e122c53b-d799-4950-9cf5-16eccb2313c6","source":"steam","source_id":"steam:232699367","content_type":"review","title":null,"body_preview":"This game is so bad all i can play is zombie because of the new update regarding the attestation security, I have everything up to date and turned on but wont let me even play multiplayer, will never ","author":"Rem","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198287850816/recommended/"},{"id":"2668f6a5-c85c-441b-8d3f-8562191c4133","source":"steam","source_id":"steam:232702505","content_type":"review","title":null,"body_preview":"-Activision.\n-Yes?\n-You should not just focus on CoD, but parody instead.\n-What is parody dear player?\n-A pair of deez nuts in your mouth, BIT*H","author":"TouchFish","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198118672388/recommended/"},{"id":"f73eac64-6ae5-432c-a027-9dcdf3b30baf","source":"steam","source_id":"steam:232715372","content_type":"review","title":null,"body_preview":"♥♥♥♥ THIS GAME AND ♥♥♥♥ BIOSWARE UPDATE ♥♥♥♥ YOU ACTIVISION","author":"Szigeti","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199058058427/recommended/"},{"id":"140c6b9d-3193-4178-96b4-d746c6586c78","source":"steam","source_id":"steam:232717892","content_type":"review","title":null,"body_preview":"takes up way to much memory!!!!!!!!!!!!!!!!!!!!!!!!!","author":"GodGrilla","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198996598522/recommended/"},{"id":"689abd69-4b64-49a3-ad6c-f7e538b46ce0","source":"steam","source_id":"steam:232605090","content_type":"review","title":null,"body_preview":"Great game, I love being able to make my own city. I recomend the airport expansion pack.","author":"oliverwthomas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199482522180/recommended/"},{"id":"dd504b5c-1f63-47c2-96a0-0af89b222875","source":"steam","source_id":"steam:232678094","content_type":"review","title":null,"body_preview":"Cities: Skylines is the perfect game for anyone who has ever looked at a traffic jam and thought, \"I could fix that.\"\n\nYou start with an empty piece of land and slowly build an entire city from scratc","author":"snowie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198840997563/recommended/"},{"id":"55f7c90a-0bdc-43df-adb9-59b6698d7e53","source":"steam","source_id":"steam:232679120","content_type":"review","title":null,"body_preview":"Everything is good, the only limitation is my device.","author":"anshparashar5816","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","personal_limitation"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199446367594/recommended/"},{"id":"e72d0e77-5fb8-4381-839a-6df930fd7ab5","source":"steam","source_id":"steam:232706675","content_type":"review","title":null,"body_preview":"i really like this game, even though there is Cities skyline this game is still fun to play. the only thing i don't like is the gatekeeping of dlc","author":"Ford Mustang GTD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199070527844/recommended/"},{"id":"4d689f8f-4101-4eeb-9056-62314c49cef8","source":"steam","source_id":"steam:232709139","content_type":"review","title":null,"body_preview":"I've played this game a couple of times on console, and now having it on Steam, I can confirm this game is still an absolute banger in the big 2026. There's such a unique feeling of accomplishment whe","author":"JerrytheStool","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199102537303/recommended/"},{"id":"1e6c76f9-6f34-42ac-bae4-230b07498a9b","source":"steam","source_id":"steam:232758036","content_type":"review","title":null,"body_preview":"Does not support keyboard input using non-US layouts. Also uses an obnoxious launcher and forces you to agree to some privacy policy.","author":"Snemby","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199190677535/recommended/"},{"id":"4ae83bb7-f3d9-4af3-8aa1-bd8c3f42cc65","source":"steam","source_id":"steam:232762531","content_type":"review","title":null,"body_preview":"Older game now, but my pc's processor is also a bit older. Does quite well to allow me to design, build, and re-build cities.","author":"delreco_09","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198330439166/recommended/"},{"id":"86b3598e-49b3-48c8-8588-18bb13fac126","source":"steam","source_id":"steam:232727271","content_type":"review","title":null,"body_preview":"Tô perdido em um planeta aleatório e sendo atacado por um microondas por ter roubado lâmpadas.\n7/10","author":"iGabriel_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198081979909/recommended/"},{"id":"7282972d-fb16-405c-a97d-8a9c79cbb2ed","source":"steam","source_id":"steam:232731212","content_type":"review","title":null,"body_preview":"Ten years of support. Jump in, play, return whenever.","author":"Byfogden","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197970078294/recommended/"},{"id":"ada31a76-eeb1-49d2-9466-367fc881b8c3","source":"steam","source_id":"steam:232732784","content_type":"review","title":null,"body_preview":"In 10 years this game has grown and grown more and more, always new updates, new content, the freedom to do whatever you want with it, no catch, no trick. Despite the infamous disastrous release, it i","author":"Robisvalton","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 Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198368281629/recommended/"},{"id":"f9c187c8-0f78-48c7-a9ad-d8cf901ccea8","source":"steam","source_id":"steam:232732877","content_type":"review","title":null,"body_preview":"To be honest, I'd love to review this positively but there are a lot of things that just dont do it for me. I have played this for several hours and I really can't understand the rediculous limit on h","author":"The Big G","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","specific_game_mechanic_critique"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198355166234/recommended/"},{"id":"6717e323-7d70-4380-aea7-2109dc94bca0","source":"steam","source_id":"steam:232735268","content_type":"review","title":null,"body_preview":"i love this game everytime i play it it calms me just exploring planets its crazy its becoming 10 years old  great game!","author":"TacticalVirgin69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199472278010/recommended/"},{"id":"f4769268-722a-4b91-9bce-c342bfe0ac0f","source":"steam","source_id":"steam:232735490","content_type":"review","title":null,"body_preview":"Eines der am besten gealterten Spiele welches ich jemals gespielt habe und auch wieder spielen werde.\r\nNur wenige Spiele werden mit so viel Liebe gepflegt und so konsequent erweitert.\r\nFür alle Basenb","author":"NopeNone","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197990917595/recommended/"},{"id":"8a45f8af-2cb9-4bed-a30f-766fc636c0e3","source":"steam","source_id":"steam:232737794","content_type":"review","title":null,"body_preview":"This is a really good game I love the exploration aspects. but I do prefer it in creative as in survival it is a grind for resources as well as having to constantly having to check how much fuel you h","author":"Chetho","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199847050244/recommended/"},{"id":"fd4c1b0d-c9bf-459f-b328-67a92313af4c","source":"steam","source_id":"steam:232738091","content_type":"review","title":null,"body_preview":"its that good, that 10 years later I am still recommending it","author":"matthew.thomas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198071090622/recommended/"},{"id":"d3b244a2-30c1-47c7-a1be-1aa81f845b83","source":"steam","source_id":"steam:232738608","content_type":"review","title":null,"body_preview":"very vast open world game with lots to explore. even completing 50hrs seemed like barely out of tutorial","author":"utsabbanerjee2000","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199124989824/recommended/"},{"id":"130131df-7231-42f5-bffd-2598cdb4bfed","source":"steam","source_id":"steam:232746710","content_type":"review","title":null,"body_preview":"Hello Games is is the benchmark for a game studio, and No Mans Sky is their Magnum Opus. Maybe ill see you in space.....or not (IFKYK)","author":"diversal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198057701413/recommended/"},{"id":"f2bab8a4-c82d-4f41-b972-871eae840938","source":"steam","source_id":"steam:232749594","content_type":"review","title":null,"body_preview":"Nice chill space game. Can get repetitive (I also wish the structures you find on planets were procedurally generated too) but there's always something to do. Base building is fun, and I also love tha","author":"Jumperbumper247","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198989109663/recommended/"},{"id":"24bc57a1-1aac-43b9-8847-8c1896a453fc","source":"steam","source_id":"steam:232752813","content_type":"review","title":null,"body_preview":"I only wish I had tried this sooner! Endless exploration, grinding and crafting. My new main since Destiny has stopped releasing content and updates. Oh and being able to fly your Starship is what was","author":"Fiebz","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199637126917/recommended/"},{"id":"c58c76f6-41e7-4435-8dc8-c2e99cbb8dd2","source":"steam","source_id":"steam:232753141","content_type":"review","title":null,"body_preview":"A shining example of what a game can become when the foundation is solid and the devs aren't forced through a mesh screen with profit-driven deadlines. You'll enjoy yourself whether you're here for th","author":"jandrew1026","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198246382970/recommended/"},{"id":"b7301796-cdeb-4ac3-ae64-8aa93a5264f5","source":"steam","source_id":"steam:232754388","content_type":"review","title":null,"body_preview":"NMS is a great game because it not only has endless gameplay, the updates are free and you dont have to worry about missing out on anything. You buy the game and thats it, no microtransactions or anyt","author":"projectadventure47","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199033661691/recommended/"},{"id":"f21f6ac6-3656-4678-b3e1-cb2c818ae258","source":"steam","source_id":"steam:232756473","content_type":"review","title":null,"body_preview":"While I haven't played the PC version that long, I have over 200 hours on my Xbox Series S. I started playing this game when it was pretty young and fell in love with just about everything. Words can'","author":"Hypergamer6899","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 Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199511679084/recommended/"},{"id":"401c6fb2-0537-4aad-b4ed-2d12bc780fe6","source":"steam","source_id":"steam:232710881","content_type":"review","title":null,"body_preview":"Great game to play with friends. It is unique to any other game I've played. Very fun starting out by using evidence to identify ghosts and progressing to understanding ghosts without evidence. Upgrad","author":"sdenn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199808186002/recommended/"},{"id":"a95e2b0b-a104-4bc4-b497-2ed457e8bbd8","source":"steam","source_id":"steam:232714944","content_type":"review","title":null,"body_preview":"Not sure what happened to this game, it seems to be plagued with problems. there are way to many ghost types now.  so many bugs... very disappointed.   Fix your game, you should be ashamed of yourselv","author":"Your Benevolent Dictator","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198374098092/recommended/"},{"id":"42cf7f15-2e45-45d5-a79a-42ff50a8fd8a","source":"steam","source_id":"steam:232724106","content_type":"review","title":null,"body_preview":"the game has a problem with the recent update. it says 12.1 GB of updates but it won't show how much space it needs to install the sht it's all incompetent devs fault I download like 8 GB and while I ","author":"falconl3oy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199216657246/recommended/"},{"id":"36bd7511-0570-43c6-be00-5aaf0ff7a4a1","source":"steam","source_id":"steam:232724146","content_type":"review","title":null,"body_preview":"Games Buggy But I Hope The QOL Update Fixes Most Bugs For VR And PC It Will Be So Fun Playing School Map Without 2 Floors And Overall Just Funnier And More Fun With Friends Would Recommend Playing On ","author":"PhasmoPhobia Fan","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199695297809/recommended/"},{"id":"0a4cad0e-8083-4b5d-a068-0670530ba2a3","source":"steam","source_id":"steam:232731139","content_type":"review","title":null,"body_preview":"Phasmophobia is a great game, especially with friends, it can be chaotic but that makes it more fun. (Use the cursed objects to troll)","author":"haydenbaughman8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199814292789/recommended/"},{"id":"9602e69d-6f3e-4726-8f9d-2558efb84fce","source":"steam","source_id":"steam:232740071","content_type":"review","title":null,"body_preview":"The best ghost-themed game around without any doubt:\nThe developers actually listen to their players, fixing bad additions and implementing features that fans ask; the game is also very replayable, su","author":"-Vannu-","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199267572957/recommended/"},{"id":"6f5eb980-dcd9-421c-9d4b-3d6b0445f2ac","source":"steam","source_id":"steam:232742443","content_type":"review","title":null,"body_preview":"opened the door, walked inside, door slammed behind me, got my neck snapped. 10/10","author":"lightness5082","classification":"human_created","confidence":0.85,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199481665512/recommended/"},{"id":"19fbc502-7120-4655-b639-0b2fadaeb232","source":"steam","source_id":"steam:232750899","content_type":"review","title":null,"body_preview":"If you and your spouse are looking for a spooky game to play together, this is the one. This is one of my favorite games to play with my wife.","author":"Stardog","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity"],"bot_score":0.35480885308785953,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198040466063/recommended/"},{"id":"82b36440-5121-4af1-8ffa-c1782a8bf057","source":"steam","source_id":"steam:232751888","content_type":"review","title":null,"body_preview":"i have 3 ways to show everyone why gmod is super good\r\n1.this sandbox uses mods from steam workshop.\r\n2.you can play with 1-128 players.\r\n3.this game is good to play with family and friends.","author":"rylink00","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199754846817/recommended/"},{"id":"8ca5a347-24d7-4fed-86e0-4c9aca7ddfb3","source":"steam","source_id":"steam:232752673","content_type":"review","title":null,"body_preview":"Man, what Harry made back in the day absolutely melted my brain when I was a kid. I've been around since 2014–2015, and no matter how much I play, I just can't get enough—the community, the mods, the ","author":"skinnnes <3","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198208831619/recommended/"},{"id":"e95c0efc-7db9-422c-9df1-371caec912b3","source":"steam","source_id":"steam:232755837","content_type":"review","title":null,"body_preview":"this game is the tits i love it there is so much to do if you download attachments","author":"Dexter_Morgan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199124697275/recommended/"},{"id":"d21342e1-b1e0-4b26-b0cc-8b503f347215","source":"steam","source_id":"steam:232761272","content_type":"review","title":null,"body_preview":"this game is so peak i got to go too the moon as david martinez with lucy 😅✌️","author":"Kris","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199210157117/recommended/"},{"id":"32897ac5-620a-4045-b2db-ebb3dbd23344","source":"steam","source_id":"steam:232724533","content_type":"review","title":null,"body_preview":"Fantastic game and I think everything that can be said about it has! Would obviously love to see a Portal 3 however unlikely that is","author":"cabritsans_cor","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198081252171/recommended/"},{"id":"c67918b1-8aea-4a70-a097-49c9de6ce5c5","source":"steam","source_id":"steam:232749596","content_type":"review","title":null,"body_preview":"Portal 2 is the only game ive played where I feel incredible stupid. The puzzles are extremely difficult but super fun and rewarding. Going into this game I was just here for more puzzles but found my","author":"Storm","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199240175123/recommended/"},{"id":"c1811f63-f275-4188-9b94-f010aa7c635f","source":"steam","source_id":"steam:232757809","content_type":"review","title":null,"body_preview":"it's a classic; its the chocolate chip cookies of video games","author":"SandwichBytes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199096615120/recommended/"},{"id":"e317c8ed-e015-4707-8a99-84b9f3935202","source":"steam","source_id":"steam:232565947","content_type":"review","title":null,"body_preview":"7/10 \r\nIt's darksouls, & I like darksouls. \r\nI've played DS1 & I've beaten this one on an alt account. But I made the alt account after I died to those prision which things. I honestly only tried once","author":"FoilsickFool","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_anecdote","opinion_with_comparison"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199382591751/recommended/"},{"id":"df311737-46e1-476a-b006-b0e8f8790534","source":"steam","source_id":"steam:232569125","content_type":"review","title":null,"body_preview":"I was at a very dark place when this game released. I fondly remember going to pick up my preordered console copy at GameStop on release day. It consumed me for weeks, and all I can really say is the ","author":"Ophelia","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198071636863/recommended/"},{"id":"12be0f5c-1cf7-473c-9d41-c9d2773944f3","source":"steam","source_id":"steam:232599826","content_type":"review","title":null,"body_preview":"This is the best DS game for a new player. I love this game dearly and have played for years, though mostly on playstation. This game is polished and has a great gameplay feel.","author":"Lyon Grado","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198127550957/recommended/"},{"id":"c081208d-4891-4998-afc4-d0544a4eb233","source":"steam","source_id":"steam:232604763","content_type":"review","title":null,"body_preview":"Elden Ring doesn't even hold a candle to the masterpiece that is this game. The combat feels like a rhythm game with how you are actually rewarded for learning attack patterns, and every piece of a le","author":"Yaxza","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198856374424/recommended/"},{"id":"28f009fb-cbc4-4fe7-ba7d-c515daf50610","source":"steam","source_id":"steam:232607693","content_type":"review","title":null,"body_preview":"My Favorite of the Souls games. I feel it has the most replay value. More fast pace than Dark Souls 1 but not as fast as Elden Ring","author":"Samson2500","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198008229899/recommended/"},{"id":"4fd5eb00-4b63-4151-86c0-6cc313e0c5e3","source":"steam","source_id":"steam:232615806","content_type":"review","title":null,"body_preview":"10 years later and the game still feels great and the bosses are some of the best in the series. 9/10","author":"Minnzz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199213308688/recommended/"},{"id":"72cb9a41-7929-4a4e-bff6-aed17964b736","source":"steam","source_id":"steam:232625643","content_type":"review","title":null,"body_preview":"One of the best games possibly ever made. recommend DLCs too","author":"Jay_man","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198103019188/recommended/"},{"id":"0f290fc5-037a-4e11-9f02-42b928908e02","source":"steam","source_id":"steam:232626205","content_type":"review","title":null,"body_preview":"One of the greatest videogame trilogies I have gotten the privilege to play. Amazing replayability, even despite the struggles you will encounter throughout your journey playing this game. Cannot reco","author":"djagaimo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198343629459/recommended/"},{"id":"cc6ec617-0bad-4d27-b676-96dda8cf6dd7","source":"steam","source_id":"steam:232634020","content_type":"review","title":null,"body_preview":"This game reminds me of alcohol. It just makes me more angry, but I cant stop!","author":"Lord Ombudsman","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199166452354/recommended/"},{"id":"a1ab0c64-8c4c-44e7-95b9-623e9997f976","source":"steam","source_id":"steam:232637195","content_type":"review","title":null,"body_preview":"Good, but my least favorite of the Dark Souls games.\r\n\r\nIt has great bosses and gorgeous views, but it does a lot of things worse than its predecessors. The story is an unimpressive rehash of DS1's st","author":"Noah","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198094035814/recommended/"},{"id":"f181c54a-d8af-4321-8be3-a50848acf950","source":"steam","source_id":"steam:232650006","content_type":"review","title":null,"body_preview":"Incredible game. Story, music, difficulty ... A must have. Timeless masterpiece that must be added to your library. Also a really good soul to begin the genre with. Good luck Ashen One","author":"Yongbi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198321063803/recommended/"},{"id":"7c223516-dd25-4765-9e1e-db3faabb549d","source":"steam","source_id":"steam:232728021","content_type":"review","title":null,"body_preview":"very fun to play the detective role is actually fun to use to find out who the imposter is and the tracker role can track the imposters when they vent just don't track a crewmate! (its a waste of a tr","author":"Brriska","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198121453154/recommended/"},{"id":"36326546-f5dd-4b0f-b6a2-7e7a8a202c92","source":"steam","source_id":"steam:232732334","content_type":"review","title":null,"body_preview":"I've been playing Among Us for a while now, first on my phone a couple years ago. I'm wondering if you could make a mac version, or at least make the version on the app store be able to be played on m","author":"mustarddz","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198764510913/recommended/"},{"id":"f693272a-42ab-4ae8-81ca-57ca698d5334","source":"steam","source_id":"steam:232739464","content_type":"review","title":null,"body_preview":"among us is a very good game and fun to play when bored of other games like roblox, cod etc BUT the only bad thing is that SOME people have bird brains and just very stupid other than that the game is","author":"ddtbbandz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199733821839/recommended/"},{"id":"30e7876f-b61c-4f71-8d0a-45e106477067","source":"steam","source_id":"steam:232741406","content_type":"review","title":null,"body_preview":"Better with friends in discord or something, Tho its amazing, the only flaw is that players in expert are absolute noobs","author":"Nabeh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199531854812/recommended/"},{"id":"6903adf1-ddd6-48aa-b0a7-76c33231f5b8","source":"steam","source_id":"steam:232675971","content_type":"review","title":null,"body_preview":"I’ve played Left 4 Dead 2 for years, and honestly, this game still doesn’t get boring. The gameplay is simple — grab a weapon, stick with your team and survive the zombie hordes — but every match can ","author":"TeRex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198017984784/recommended/"},{"id":"49004fa8-ae42-4383-b969-97f40a2ac995","source":"steam","source_id":"steam:232679414","content_type":"review","title":null,"body_preview":"Mod this with the workshop and it is FUN. not saying the regular version isn't good. The base game is still good. but it is way much fun then the base game","author":"JaxonBAwesome","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198679407235/recommended/"},{"id":"bb24d0d0-4768-49f9-9a2c-3d7a044608d0","source":"steam","source_id":"steam:232679573","content_type":"review","title":null,"body_preview":"i played this game since i was 3 and my mom played it since i was 2 so im obviously going to love and cherish this game and say its one of my favorite zombie killing games ever","author":"~.+PYubaNilla!+.~","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199260402328/recommended/"},{"id":"1be79166-d6c4-4e18-8c7d-ae21c5061b8f","source":"steam","source_id":"steam:232679972","content_type":"review","title":null,"body_preview":"classic horde shooter, still holds up against everything even after all this time. I suggest putting a ♥♥♥♥ ton of funny mods on it too, makes it even better","author":"Jacobzzzz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198298702393/recommended/"},{"id":"e3ced3e8-e3db-4264-adad-61d3ba1b8076","source":"steam","source_id":"steam:232684012","content_type":"review","title":null,"body_preview":"I forgot to leave a review for it, but 100% game is amazing","author":"feldemj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198262853764/recommended/"},{"id":"641f81be-0bb8-4c1f-83ac-96f1300d66e6","source":"steam","source_id":"steam:232685335","content_type":"review","title":null,"body_preview":"STILL ONE OF THE GOAT I STILL PLAY COUCH CO OP ON CONSOLE","author":"Frost SN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199091122822/recommended/"},{"id":"53c9141a-460b-40a9-9f16-86ee8454748d","source":"steam","source_id":"steam:232686036","content_type":"review","title":null,"body_preview":"love this game ive played it since my childhood and its still my favorite i wish someone could buy me a better computer so icould run mods:(","author":"bobbycotton82","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198442728312/recommended/"},{"id":"3f66cc8c-b6a0-46ef-a901-73b28a300869","source":"steam","source_id":"steam:232688526","content_type":"review","title":null,"body_preview":"One of the true classics of the zombie shooter genre. Whit a great variety of campaigns, weapons and enemies, the game remains incredibly fun and satisfying, especially in co-op. Its gameplay has stoo","author":"chimerique","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198441139761/recommended/"},{"id":"588c1bb9-bc5d-4fd1-93e6-5a009e92406e","source":"steam","source_id":"steam:232690353","content_type":"review","title":null,"body_preview":"across my two steam accounts i only have like 40 hours but i still love this game","author":"gracefulninja13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198393606384/recommended/"},{"id":"7963f1d7-8c98-44c3-a718-c7a89d5be69e","source":"steam","source_id":"steam:232691371","content_type":"review","title":null,"body_preview":"my friend trying to knife the whole game, i din't know that he add the mod so he holding a big foking dildo in his hand. 10/10","author":"Plokom","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198812472762/recommended/"},{"id":"1a222519-252a-463e-8c73-235b643e4d00","source":"steam","source_id":"steam:232691868","content_type":"review","title":null,"body_preview":"There's soo much to do in this game including with mods added to it.","author":"Puddin161867","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198263761272/recommended/"},{"id":"61815a1e-2700-4f8b-b1a1-a5ed25a32dd4","source":"steam","source_id":"steam:232694999","content_type":"review","title":null,"body_preview":"i did not in fact recieve this copy for free.\n\nkinda ♥♥♥♥♥♥♥ wanted to see what would happen.\n\npeak game anyways","author":"NobuPendragon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199630812892/recommended/"},{"id":"8bd3ad99-2b59-4f48-a351-a4d959139b52","source":"steam","source_id":"steam:232755561","content_type":"review","title":null,"body_preview":"very fun yeah its old but give it credit its really well made also check out Tmod loader for terraria mods if you want to install them use the workshop on tmod to get mods tmod is not and extension of","author":"Saintgeorge989","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199464222891/recommended/"},{"id":"949cf3ad-b10a-46dc-9502-5d5333c3e4a8","source":"steam","source_id":"steam:232757794","content_type":"review","title":null,"body_preview":"perfect game for when exams are around. just dont get lost in the sauce with the dryad or someone might have to bring the hose","author":"a","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199591329664/recommended/"},{"id":"bc07ad20-09c7-4214-9964-72b6529ec4e1","source":"steam","source_id":"steam:232758275","content_type":"review","title":null,"body_preview":"one thing i didn't like is that one time it bugged and got rid of one of my characters but it was just low storage space. 10/10 would recommend!","author":"SlayPrincess99","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199837419004/recommended/"},{"id":"68acfb74-7d13-422f-95e3-26b29ee01eb9","source":"steam","source_id":"steam:232759135","content_type":"review","title":null,"body_preview":"Loved it on the xbox. keeps crashing on pc. i've tried uninstalling it and reinstalling it. at first all it took was closing it when it wouldn't launch from steam, about about 3 hours of gametime it w","author":"DriftwoodGhost","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199201276226/recommended/"},{"id":"6524b827-f0c9-4474-ac31-56c0704718b3","source":"steam","source_id":"steam:232760336","content_type":"review","title":null,"body_preview":"Early game makes me want to die\nOverall very good game 10/10","author":"antos11.06","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199469652376/recommended/"},{"id":"6ae2353f-0bb0-41aa-afda-f7ae147222cf","source":"steam","source_id":"steam:232760338","content_type":"review","title":null,"body_preview":"fun very fun with friends and family (uncle especially)","author":"shadow","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198752655404/recommended/"},{"id":"703e7620-d8d6-4040-bf72-ed685c055807","source":"steam","source_id":"steam:232761424","content_type":"review","title":null,"body_preview":"i love it i love it i love it i love it i love it i love it","author":"Enderain","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199609469462/recommended/"},{"id":"2608261f-5d07-4df5-89f1-37b1a184e718","source":"steam","source_id":"steam:232757089","content_type":"review","title":null,"body_preview":"Red Dead Redemption 2 is a massive masterpiece. Good story with amazing graphics. One of the best open-world designs ever made.","author":"Hecaton","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.6818181818181818,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197993377570/recommended/"},{"id":"d32ebc1b-c2c6-42e4-bd24-8ccffbd4d5d6","source":"steam","source_id":"steam:232757392","content_type":"review","title":null,"body_preview":"What do I even say about this game that hasn't been said before? This game is a masterpiece and stands with a very select few at the top of the mountain.\r\n\r\nThe narrative of this game is a master clas","author":"ヌル [Nuru]","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197979277265/recommended/"},{"id":"48d5b32a-3ac3-425a-84fc-2ce29c5ed58b","source":"steam","source_id":"steam:232758161","content_type":"review","title":null,"body_preview":"Stunning graphics. Just upset about the Dev team not finishing Online. Many cheaters in online. Other than that the game is my #1 played game of all time for a reason.","author":"TaxEvader217","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198328778629/recommended/"},{"id":"a4ebeee1-af1a-4672-8c4e-82b2903605a6","source":"steam","source_id":"steam:232760023","content_type":"review","title":null,"body_preview":"My biggest regret is that I didn't start this game after becoming a fan of story games. In the start it did not land with me, however, after a couple of years playing one, and off I decided to keep go","author":"LEGOman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199099396983/recommended/"},{"id":"fcab6f1c-da85-46a6-8c7b-3d9e9bfc12ae","source":"steam","source_id":"steam:232762973","content_type":"review","title":null,"body_preview":"one of the best games ever obviously, however after having it for quite some time i really dont care anymore about all the side quests w john that involve having to find cards and hunting an animal th","author":"lanadelreynfr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199791304938/recommended/"},{"id":"52670a30-0b5b-49f2-a13b-637e19ffdabd","source":"steam","source_id":"steam:232763047","content_type":"review","title":null,"body_preview":"ITS JOHN MARSTON MICHA!!!!!!!!!!!!!!!!!!!!!!!!!!!!","author":":)","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199719032743/recommended/"},{"id":"f9092ae6-aba7-48cb-b3b4-50839673780d","source":"steam","source_id":"steam:232764520","content_type":"review","title":null,"body_preview":"The game is a definite 8/10. It would be perfect apart from the game mechanics when trying to shoot hostile characters. It just doesn't work correctly, and it can make what should be an enjoyable part","author":"Charliechoo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198023470756/recommended/"},{"id":"8b4a5ff7-d41f-4078-8515-f83cce20ef6b","source":"steam","source_id":"steam:232765542","content_type":"review","title":null,"body_preview":"Best story mode game in history. Nothing will ever beat this, Hot take: online isn't honestly that bad and I really enjoyed playing it","author":"Echo_31$$","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811219712/recommended/"},{"id":"9350fd39-6fbc-4c9b-919e-b3db614594bf","source":"steam","source_id":"steam:232766778","content_type":"review","title":null,"body_preview":"Awesome but overrated in my opinion. The story is great but not mindblowing and theres a bunch of filler quests and scenes that slow the story down. solid 8.5","author":"Truz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198130076664/recommended/"},{"id":"4fa65cc1-5ad5-4043-a733-61c10e200c7d","source":"steam","source_id":"steam:232767249","content_type":"review","title":null,"body_preview":"Amazing game with a great story around 50 hours of gameplay every second is worth it i highly reccomend this game!","author":"ItsNoah_99","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198755848024/recommended/"},{"id":"28adc011-c476-4e0c-96f3-f0b8b07fc1c6","source":"steam","source_id":"steam:232767305","content_type":"review","title":null,"body_preview":"10/10 game but lost access to rockstar account my steam is linked to and rockstar support won't help so I just can't play rockstar games on my steam ever again","author":"alex","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198075348604/recommended/"},{"id":"5dc2e9a6-7c7d-45fb-bb20-e11d829ee09f","source":"steam","source_id":"steam:232768067","content_type":"review","title":null,"body_preview":"Great singleplayer game. It takes some time to get used to it, but which game doesn't have that? \r\n\r\nI finished my first playthrough on high honor. I'm now trying to 100% it on low honor. Playing this","author":"Arby Moramee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198192036662/recommended/"},{"id":"4019f3ab-1f58-4186-8e37-13440c0e60bd","source":"steam","source_id":"steam:232709325","content_type":"review","title":null,"body_preview":"You cannot pick up baby puppies and give them many pats. bad game.","author":"Guars","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198116954623/recommended/"},{"id":"8bc7de9f-097f-4b1f-aefb-83818a615a4e","source":"steam","source_id":"steam:232723524","content_type":"review","title":null,"body_preview":"Graphic is not the best aspect of this game but it has its own style which you learn to love. This games story is probably one of the best i have played. Music is very vibey. Its like minecraft but at","author":"fan_best","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199761273806/recommended/"},{"id":"72bf4e61-9673-4654-a2e8-a18fbd220337","source":"steam","source_id":"steam:232733992","content_type":"review","title":null,"body_preview":"Awesome game worth the buy if you like survival games","author":"BossMan11060","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199206656630/recommended/"},{"id":"17dce1f4-49b1-46cc-bc55-d2449342615c","source":"steam","source_id":"steam:232734021","content_type":"review","title":null,"body_preview":"Good game. Bit too tedious to the point you wanna quit sometimes. Quit the world I played for 4 years Because deathsquitos kept killing me. Came back after 4 years, and love it now.\r\nBut still, too te","author":"abualsafasif","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199376709311/recommended/"},{"id":"5d30eb81-835f-4015-bf7b-10d1d03cf6fd","source":"steam","source_id":"steam:232742009","content_type":"review","title":null,"body_preview":"Ive been playing by myself and its been fun, it is probuly even better with friends","author":"Da Snoofer","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199627966266/recommended/"},{"id":"30efc7c1-bdc5-47ee-9a36-bbbe42200c70","source":"steam","source_id":"steam:232743963","content_type":"review","title":null,"body_preview":"Very fun game, survival mechanics, a LOT of content, decent fighting mechanics","author":"MUIDYLANICE","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199129274422/recommended/"},{"id":"8d137cb4-9d5a-459b-b145-b8fe8e2f2a33","source":"steam","source_id":"steam:232748807","content_type":"review","title":null,"body_preview":"There is nothing in this world better to come home to after a day of gardening, moving rocks and logs, and carpentry as a day job- than doing it all virtually from the comfort of my desk. \r\n\r\n5/5 for ","author":"Mr E McFee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198159749382/recommended/"},{"id":"53376fc0-ac0f-416b-9a55-e845ff3437c1","source":"steam","source_id":"steam:232749886","content_type":"review","title":null,"body_preview":"Big bird bring me to life\r\nMe not disappoint big bird","author":"Lica n-are puta mica","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198205673249/recommended/"},{"id":"4126d354-ad84-42b3-b60f-c62e1d515f3e","source":"steam","source_id":"steam:232752722","content_type":"review","title":null,"body_preview":"game crashes every few minutes and you lose progress. unplayable.","author":"soul-taker-q8","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198121397794/recommended/"},{"id":"6a440f79-8bbc-4b37-892d-0ae8aec9eb91","source":"steam","source_id":"steam:232760958","content_type":"review","title":null,"body_preview":"I like this game it might involve a huge grind, but thanks to it, I got together with my boyfriend.","author":"VelveD","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199058228278/recommended/"},{"id":"35249b46-1d11-44a9-8032-6e303e38690f","source":"steam","source_id":"steam:232761081","content_type":"review","title":null,"body_preview":"A forgiving survival game with a surprising amount of depth. The combat is simple but fun and most present mechanics are quite polished and crafted with care. If you like casual survival games and com","author":"alex404","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198355409642/recommended/"},{"id":"e063792a-b63d-4a8d-9c07-f63e2c3455df","source":"steam","source_id":"steam:232762667","content_type":"review","title":null,"body_preview":"Gameplay is fun and difficult at times. Keeps you on your toes. It is nice to be able to play with others. Would be good to be able to keep your character and skillsets between servers, but is not unh","author":"LadyConnor","classification":"human_created","confidence":0.7,"indicators":["absence_of_strong_ai_indicators","natural_expression","balanced_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198697299279/recommended/"},{"id":"b6e38f16-97b3-440c-9f5e-b25138867d8e","source":"steam","source_id":"steam:232767092","content_type":"review","title":null,"body_preview":"Skyrim meets RuneQuest, with a touch of Conan Exiles and Ark = Valheim","author":"Valace","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198021493247/recommended/"},{"id":"371aaa83-abca-4d73-8b5b-69e9d5c8173e","source":"steam","source_id":"steam:232743194","content_type":"review","title":null,"body_preview":"⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀\n⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀\n⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀\n⠀⠀","author":"𝕵 𝖀 𝕯 𝕰","classification":"ai_generated","confidence":0.95,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199803298493/recommended/"},{"id":"7ad20285-83e0-40f3-a70b-f249dc6b9c20","source":"steam","source_id":"steam:232743655","content_type":"review","title":null,"body_preview":"I do not know what happened, despite playing this game on this same system a year ago now (which is when I gained most of the hours I have) the game just crashes ever few minutes, it does not matter w","author":"Chosen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198153261995/recommended/"},{"id":"b9d554e4-432d-4101-998f-15ce6ebc4863","source":"steam","source_id":"steam:232744455","content_type":"review","title":null,"body_preview":"I dreamt for so long...\r\n\r\nMy flesh was dull gold and my blood, rotted\r\n\r\nCorpse after corpse, left in my wake\r\n\r\nAs I awaited his return\r\n\r\nHeed my words \r\n\r\nBuy this game","author":"Exile","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199498006708/recommended/"},{"id":"cf5d6144-e4c1-4dff-b9b3-55e847c68011","source":"steam","source_id":"steam:232751837","content_type":"review","title":null,"body_preview":"FromSoft's masterpiece. I'm not sure they will ever top Elden Ring but I certainly hope they will.","author":"Stardog","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.35480885308785953,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198040466063/recommended/"},{"id":"7d1f2c7a-39fd-48cc-b484-a25ef4311448","source":"steam","source_id":"steam:232753866","content_type":"review","title":null,"body_preview":"Made it to NG+ on Xbox a year or two ago. Great game","author":"Moutarde","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198069148104/recommended/"},{"id":"019bbfc5-be35-449e-926f-4b236b7ffd57","source":"steam","source_id":"steam:232753979","content_type":"review","title":null,"body_preview":"Always thought that souls like games is trash, but this one show me opposite","author":"Ulquiora","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198073813257/recommended/"},{"id":"f24140a1-b59c-476f-9745-198762d9f5cc","source":"steam","source_id":"steam:232756574","content_type":"review","title":null,"body_preview":"Easily one of the most immersive and satisfying gaming experiences in recent years. Don't let the difficulty intimidate you; as long as you stick with it, the sense of adventure and discovery is unmat","author":"Hecaton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.6818181818181818,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197993377570/recommended/"},{"id":"3fd93015-14c0-4e9c-afa2-ac56477d6816","source":"steam","source_id":"steam:232752690","content_type":"review","title":null,"body_preview":"I absolutely LOVE Stardew Valley. In my opinion it has a great story, great characters, and is overall a very good game. I also love the modding community for this game, this game is very easy to mod ","author":"Quasmo","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","genuine_positivity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198687742835/recommended/"},{"id":"5eb848fc-c200-4342-ae21-fa30a9ebb675","source":"steam","source_id":"steam:232753043","content_type":"review","title":null,"body_preview":"Po co komu druga polowka jak mozna dateowac piksele\n pozdrawiam z Haley elo","author":"Ada Wong lover","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199237613240/recommended/"},{"id":"20f9e9f5-a4c9-4403-9a31-c8a422e69c18","source":"steam","source_id":"steam:232753561","content_type":"review","title":null,"body_preview":"Cozy farm game with a lot of re-playability. Fun to play with your spouse and friends. My wife maintains the farm while I slave away in the mines.\n\nQOL mods definitely make the game 1000x better but t","author":"Stardog","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.35480885308785953,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198040466063/recommended/"},{"id":"20407e95-30a4-4b5c-a114-9a63832e48a6","source":"steam","source_id":"steam:232753936","content_type":"review","title":null,"body_preview":"I like to farm, I like to fish, I like to hate Clint","author":"bigmobin777","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198183302118/recommended/"},{"id":"43df5e32-c287-4018-aef6-50a5e5b8f8be","source":"steam","source_id":"steam:232755840","content_type":"review","title":null,"body_preview":"this game is so ♥♥♥♥♥♥♥ pretty almost ALMOST as pretty as my beautiful girlfreind","author":"carteram2024","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198675474280/recommended/"},{"id":"71c30f68-f299-45f3-9150-48d1ebe9813c","source":"steam","source_id":"steam:232759498","content_type":"review","title":null,"body_preview":"So relaxing and have played this for many years :)","author":"Skinny Penis","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199756116088/recommended/"},{"id":"3e36242f-df75-4bf5-bfae-6d646035ebf8","source":"steam","source_id":"steam:232766598","content_type":"review","title":null,"body_preview":"10/10\n\nStardew Valley is quite literally THE perfect cozy game. Adorable vibe, endearing characters, tons of replayability, the list goes on. To think that it was made by one guy in his spare time is ","author":"TonelessHydra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198825201532/recommended/"},{"id":"bba1b8ff-16e5-4c39-8aa4-364f384869b5","source":"steam","source_id":"steam:232767040","content_type":"review","title":null,"body_preview":"I absolutely recommend this Artpiece of a game. Only if you are ready to sink allot of hour into a very rewarding adventure and pleasent game I alredy had 257hour on switch and Xbox  before now finall","author":"nastuma.m4e1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199055146585/recommended/"},{"id":"9dfd7f47-2c6b-42ad-980e-fef262b9bb6a","source":"steam","source_id":"steam:232719811","content_type":"review","title":null,"body_preview":"There's still more to explore in this app it's just so good for live wallpapers.","author":"ubmasoomyt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199845312095/recommended/"},{"id":"f690cff7-2cd0-4d69-af52-b51a9ef40439","source":"steam","source_id":"steam:232729879","content_type":"review","title":null,"body_preview":"I really recommend this app it has everything you can even make your own wallpapers","author":"Bl1zxyy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199109542945/recommended/"},{"id":"70d2ac34-3887-4a21-9ff6-13c30865ba07","source":"steam","source_id":"steam:232702209","content_type":"review","title":null,"body_preview":"Haven't finished it yet, but I like it so far.  I was a big fan of Fallout 3 when I played it years ago, and this sequel lives up to my expectations.  I will recommend using the Load Accelerator mod i","author":"Lerch Lambert","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197967093629/recommended/"},{"id":"00f724d2-4a14-402f-8e68-f926f41686be","source":"steam","source_id":"steam:232705787","content_type":"review","title":null,"body_preview":"The building system is garbage, so is inventory management, scrapping, etc. Instructions in game are nonexistent.","author":"Delapoer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198006999561/recommended/"},{"id":"7efbeeb8-bac2-44d0-b796-a18b9b476c10","source":"steam","source_id":"steam:232716567","content_type":"review","title":null,"body_preview":"Pros: \r\n- the game has a lot of content to grind\r\n\r\nCons: \r\n- the plot doesn't exist\r\n- the whole game consists of \"dungeons\", grinding which can quickly become repetitive\r\n- the gameplay doesn't chan","author":"Slyzor","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","personal_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198029730112/recommended/"},{"id":"0bc0d09d-37df-447d-9290-c3b74a5c3ddc","source":"steam","source_id":"steam:232717555","content_type":"review","title":null,"body_preview":"well i mean it can be kind of fun but i bought it and i just kind of find it boring","author":"chlorine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198364251444/recommended/"},{"id":"15a94e94-0262-48ae-a288-5efaf54aa406","source":"steam","source_id":"steam:232718879","content_type":"review","title":null,"body_preview":"After years of it being out I can say there are things I do and do not enjoy about it. I don't like the voice acted main character. The story makes me feel like I am playing in someone else's story ra","author":"Melodious Tunes","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198066367713/recommended/"},{"id":"81b48e4e-6da5-431b-911b-699b966d4fe7","source":"steam","source_id":"steam:232724256","content_type":"review","title":null,"body_preview":"Rich, detailed lore. Art and music moody and atmospheric. Also funny.","author":"FISZIEK","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198152640469/recommended/"},{"id":"5dd293fe-e0c2-40bd-933f-6efc95c24ff7","source":"steam","source_id":"steam:232731429","content_type":"review","title":null,"body_preview":"dog meat just led me to a yao guai bear 10x stronger than me and i died and lost 30 minutes of progress","author":"Venus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199131342418/recommended/"},{"id":"e11a49cc-a13e-42e9-8fc4-c73da72d7470","source":"steam","source_id":"steam:232736315","content_type":"review","title":null,"body_preview":"This game is the ultimate time sink. Perfect for lazy days or times when you want to pick a direction and explore.","author":"Plastic Crack Enthusiast","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198079409785/recommended/"},{"id":"e308ec38-61db-4bdb-8573-126219ba72ad","source":"steam","source_id":"steam:232744757","content_type":"review","title":null,"body_preview":"8/10 good story and visuals but the game had less impactful effects than New Vegas and more split in the good and bad guys","author":"mk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198724184940/recommended/"},{"id":"efca9674-8315-47e0-a247-71fed07e3bdf","source":"steam","source_id":"steam:232750970","content_type":"review","title":null,"body_preview":"Even after so many years the game is still amazing. And always remember: Another settlement needs our help!","author":"Comrade Commissar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198324038955/recommended/"},{"id":"31f3ec9c-5022-489f-a87e-93a6ba361a28","source":"steam","source_id":"steam:232751550","content_type":"review","title":null,"body_preview":"very good fallout game but no scary deathclaw or super mutants","author":"BatmanGutten","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198810639088/recommended/"},{"id":"41a0660e-1baa-47c6-81f8-15a799964003","source":"steam","source_id":"steam:232753088","content_type":"review","title":null,"body_preview":"I really, really like this game. it feels so rich, but it will not stop crashing every 45 minutes for reasons I can only guess. I wish I knew why so I could attach context to this review.","author":"Maple","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198001977071/recommended/"},{"id":"43d6334d-ed60-421a-b0ac-150beb21d492","source":"steam","source_id":"steam:232753201","content_type":"review","title":null,"body_preview":"yeah it's alright. kinda, bit of a, waypoint finder sim tho","author":"BaccyBongs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198045461171/recommended/"},{"id":"0d81e91d-9354-4ac9-81be-bdc0f8729976","source":"steam","source_id":"steam:232755328","content_type":"review","title":null,"body_preview":"it has been crashing since the last week even tho i didnt play with the settings or anything like that pls fix it","author":"rachidabdalha","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199206257949/recommended/"},{"id":"d282f860-b467-49d0-821b-0ae30cc3e9be","source":"steam","source_id":"steam:232760095","content_type":"review","title":null,"body_preview":"Really good story. It had me on the edge of my seat, freaking out over how good it is.","author":"m0ja","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198094068218/recommended/"},{"id":"be77d5af-8235-407d-9ed3-6d80402dba05","source":"steam","source_id":"steam:232745156","content_type":"review","title":null,"body_preview":"Perdi acesso a todos os mods por conta da atualizaçao do dia 13/08/2026","author":"Esbimba","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198903910002/recommended/"},{"id":"2ad67eb2-a8e8-4003-b128-49563c5faabc","source":"steam","source_id":"steam:232745476","content_type":"review","title":null,"body_preview":"Game is genuenly enjoyable with a great deal of depth added to it. You have a massive selection of weapons, many of which can be kitted out heavily. Perk Decks and Skills give the player the ability t","author":"꧁Baking_Oven꧂","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198353533416/recommended/"},{"id":"939308d7-8a30-45f3-9e5a-5acc8c834e89","source":"steam","source_id":"steam:232747541","content_type":"review","title":null,"body_preview":"Linux port removed as of August 13th 2026. If you paid for this, get your money back, not worth it. I will leave this review as negative until either the native Linux port comes back or I get a refund","author":"supremesonicbrazil","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198009386651/recommended/"},{"id":"72f0ae1c-3c3b-4d37-b39f-9c97931d6a4c","source":"steam","source_id":"steam:232752956","content_type":"review","title":null,"body_preview":"This \"new\" Update is already causing people trouble from people not being able to open the game anymore to others the game is super laggy even when setting everything to the lowest graphics possible s","author":"TheDoorOfDarkness","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198958340917/recommended/"},{"id":"1c333026-4cd2-4228-90b3-fc4e951959c8","source":"steam","source_id":"steam:232758195","content_type":"review","title":null,"body_preview":"Released in 2013. In my opinion, this game aged like wine, because of lots of updates (both free and paid). \n- Has great replayability value. Can be played offline with bots (and bots aren't useless)\n","author":"ThatDeafDude","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198074597411/recommended/"},{"id":"677e97ee-8ddd-42c4-8768-dcf634051693","source":"steam","source_id":"steam:232760996","content_type":"review","title":null,"body_preview":"This is a great game, that despite its age has always had a special place in my heart. This is still one of in not my favorite game to play even though this game this game doesn't get updated I still ","author":"Volcantwist","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199144160485/recommended/"},{"id":"2bf16798-d3e2-44c9-a5de-1b95e320be88","source":"steam","source_id":"steam:232701871","content_type":"review","title":null,"body_preview":"over 3.5k hours, mostly play on standalone client, Game is a 10/10 for me and the best ARPG on the market","author":"Linexive","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197969631238/recommended/"},{"id":"b17583cb-e9e5-492b-8462-c19c5ffaaec9","source":"steam","source_id":"steam:232706044","content_type":"review","title":null,"body_preview":"Endless build variety and theory crafting. Diverse Endgame. Played for over 3,000 hours and still learn new things all the time. Regular updates keeps the game fresh by shaking up the meta. Highly rec","author":"BigBoy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198076668569/recommended/"},{"id":"19a0b991-e867-4e01-8b20-57d5a87c0ff9","source":"steam","source_id":"steam:232712579","content_type":"review","title":null,"body_preview":"Good game to play could do with better drops of higher end stuff","author":"kolndomplatz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198062417610/recommended/"},{"id":"c01b5103-3be8-48c4-abb3-08161a442fc0","source":"steam","source_id":"steam:232718325","content_type":"review","title":null,"body_preview":"A very enjoyable experience. I would happily recommend it.","author":"CopperTendril","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198671777166/recommended/"},{"id":"2dc1b150-df84-490d-85a6-3bd34f2f2d11","source":"steam","source_id":"steam:232719282","content_type":"review","title":null,"body_preview":"I expected more from the game. Unfortunately, it didn't really work for me.","author":"ShardPillar","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198669288805/recommended/"},{"id":"d660a483-ddc4-4f81-82f2-a419e5803313","source":"steam","source_id":"steam:232726723","content_type":"review","title":null,"body_preview":"years later still fresh content keeps me coming ack","author":"modais02","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199679927524/recommended/"},{"id":"39d125df-cef0-44da-8195-6ba79c5ce20f","source":"steam","source_id":"steam:232728058","content_type":"review","title":null,"body_preview":"This game requires a little patience and some homework but once everything clicks, its one of the best ARPGS of this generation.  I truly love this game, and the devs for it are some of the best out t","author":"Devilish_Ouija","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198055305795/recommended/"},{"id":"396c0af2-2f90-41a7-8b1c-ab682ba9747b","source":"steam","source_id":"steam:232728071","content_type":"review","title":null,"body_preview":"Very nice game, you can play it as a casual player. This is quite big to understand everything but if you don't put pressure on yourself you get things along the way, and then get better from the next","author":"Vagrantin","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197969281482/recommended/"},{"id":"afd08523-5cb3-47b3-aee9-975dd9a1e7ce","source":"steam","source_id":"steam:232741754","content_type":"review","title":null,"body_preview":"Constant problems with disconnects and has been for years, this last league In a single day I lost a 6 slot 5 link armor piece while upgrading in the new game mechanic as it crashed before I could ret","author":"Stonetree","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198421197441/recommended/"},{"id":"598903e6-79f1-4d4a-9f31-64f605509192","source":"steam","source_id":"steam:232745636","content_type":"review","title":null,"body_preview":"100 hours in mapping, still don't understand a lot of the mechanics. Rather play poe 2.","author":"Shird","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198057612077/recommended/"},{"id":"ec5448c1-0381-406d-8c39-b2db7756c812","source":"steam","source_id":"steam:232699904","content_type":"review","title":null,"body_preview":"yes! its a very good game! though it can be extremely overwhelming the story is nice and fun","author":"Jayl0_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198154544736/recommended/"},{"id":"24668723-785b-4cbe-821f-98e9ef7c51d1","source":"steam","source_id":"steam:232701400","content_type":"review","title":null,"body_preview":"You get to play different warframes (the characters for context) with different cool looking guns and melees in your disposal. Very grindy but its cool, addictive, and dopamine hitting gameplay. Story","author":"Heyl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198280823600/recommended/"},{"id":"383cda56-ec4d-4d3a-8364-3efa56908a2e","source":"steam","source_id":"steam:232702310","content_type":"review","title":null,"body_preview":"This game has no business being free to play. Story made me cry. No spoilers.","author":"LittleCat","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198099695605/recommended/"},{"id":"33051e54-07d2-4c44-ac63-10ed13e8b168","source":"steam","source_id":"steam:232705737","content_type":"review","title":null,"body_preview":"Warframe is without any doubt, the best Free-To-Play game on the market and its not even close.\r\n\r\nFor me personally, it's also a strong contender for one of the best games of all time. \r\n\r\nThe develo","author":"Friendly Man","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_experience","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198026895116/recommended/"},{"id":"17515c73-e3b4-4075-b029-37dc08a28854","source":"steam","source_id":"steam:232706347","content_type":"review","title":null,"body_preview":"i was gonna give this game a bad review and then i saw wisp and spent 150 more hours","author":"★ Chlebicki","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198951870827/recommended/"},{"id":"8b306793-bc86-40a4-9e2e-b4c831610765","source":"steam","source_id":"steam:232707108","content_type":"review","title":null,"body_preview":"Unquestionably, one of the greatest F2P games ever!","author":"Breckon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198246986498/recommended/"},{"id":"2e95397c-9ff5-409b-9af0-9f5e6d4d12c9","source":"steam","source_id":"steam:232708038","content_type":"review","title":null,"body_preview":"It definitely has a long grind ( the game has been out since 2013 so a good bit of content has been added over the past 10+ years), but if you like that or just take your time to learn a lot of the sy","author":"PlsNERFChroma","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198063532651/recommended/"},{"id":"ebe9e899-ac7e-40a1-8c41-292a245af811","source":"steam","source_id":"steam:232708265","content_type":"review","title":null,"body_preview":"it's a slow burner for sure. Definitly my favorite beta.","author":"W1D3SK3L3T0N","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199233561269/recommended/"},{"id":"ee449b30-1730-4259-b4d4-4660e7598f63","source":"steam","source_id":"steam:232709649","content_type":"review","title":null,"body_preview":"I love just nearly everything about this game. Well optimized. Every piece of gameplay. AND the best part? It's a mix of looter shooter AND extraction shooter! I loved Destiny 2 so I love this game to","author":"xXPatiaXx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198715599369/recommended/"},{"id":"96f72060-2189-4a5c-96ea-8c7734e62605","source":"steam","source_id":"steam:232711144","content_type":"review","title":null,"body_preview":"First couple hours of gameplay look okay, will let you know how the game develops","author":"Ostrica","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198134250256/recommended/"},{"id":"a8b08533-e213-43ed-8510-81618931403b","source":"steam","source_id":"steam:232295755","content_type":"review","title":null,"body_preview":"So far whenever I join the game I pull a no lifer and grind like crazy. Nice cinematics. Nice complexity. Nice abilites/skills. Nice graphics if your pc can pull it off at high-ultra or whatever. But.","author":"Tempo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199180434886/recommended/"},{"id":"7b352e03-6a0a-417d-b3fc-5447dcfd5336","source":"steam","source_id":"steam:232357329","content_type":"review","title":null,"body_preview":"All my logged hours at the end of it was truly a wasted experience.\r\n\r\nLost Ark is a game that you play for 15 minutes of exhilarating combat, and a disproportionate amount of grind required to get to","author":"Lieri (EN/KR)","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197991693923/recommended/"},{"id":"fc2a0037-a743-4924-a64e-db6f895f5049","source":"steam","source_id":"steam:232387507","content_type":"review","title":null,"body_preview":"This game seems trite and boring. if you like the most perfectly smooth, everything-some-random-battle-system-ever-could-be game, this is for you. But it has no soul. It's like the perfect corporate o","author":"Emtucifor","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 Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198169533748/recommended/"},{"id":"cfe466e2-3e55-4b75-9bbb-0a5117fe1367","source":"steam","source_id":"steam:232468232","content_type":"review","title":null,"body_preview":"I wanted to return to Lost Ark after a long break, but after seeing how much the Western player population has declined, I don't feel comfortable investing hundreds or thousands of hours into the game","author":"Groynar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199119008221/recommended/"},{"id":"19d56c0a-e03e-48a5-8029-1464ac40bb11","source":"steam","source_id":"steam:232480052","content_type":"review","title":null,"body_preview":"I tried really-really-REALLY hard to like the game. It has great visuals, a very good lore and ok-ish battle mechanics. But ♥♥♥♥♥♥♥ this game slow. The progression is slow, walking is slow, enemies ar","author":"BadBrrro","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198855226864/recommended/"},{"id":"575d0174-9e55-42b2-84f4-29d511e1a8bf","source":"steam","source_id":"steam:232485846","content_type":"review","title":null,"body_preview":"massive PTW, slow progression as ♥♥♥♥, seems like a job not a game.","author":"Noku","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198134232991/recommended/"},{"id":"f7238069-b389-4f8a-8f1e-75344a7284be","source":"steam","source_id":"steam:232563420","content_type":"review","title":null,"body_preview":"This game was interesting for maybe the first week as it was brand new, but after a while it just become very repetitive and quite boring which is why I dropped it. They honestly dropped the ball on t","author":"Trodden_Jupiter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198987715746/recommended/"},{"id":"18dba14a-1261-47bb-bcba-c1e45a60c312","source":"steam","source_id":"steam:232581426","content_type":"review","title":null,"body_preview":"Is it possible to remove this game from my library? P2W ♥♥♥♥♥♥♥ game lmao","author":"KenMan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197969897393/recommended/"},{"id":"1355fdba-eee4-4c63-b151-e9f20b4e2353","source":"steam","source_id":"steam:232596332","content_type":"review","title":null,"body_preview":"Ist ein nices mmo aber schade das nachts kaum Leute on sind und ich gezwungen bin solo raids zu laufen :(","author":"sushisama","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198988971599/recommended/"},{"id":"b57ce4f5-374d-49f6-972e-1d103344b59e","source":"steam","source_id":"steam:232634356","content_type":"review","title":null,"body_preview":"Lost Ark is a fun and visually impressive MMORPG that combines fast-paced action combat with the depth of a traditional online RPG. Its biggest strength is the combat: abilities feel powerful, enemies","author":"PRICE","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198131229264/recommended/"},{"id":"82cbab51-cdf6-4f0d-82a7-41c7e82dddbf","source":"steam","source_id":"steam:232662653","content_type":"review","title":null,"body_preview":"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"free to play\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"","author":"zabloing","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198092514318/recommended/"},{"id":"06fc62a1-9e22-4734-8333-5f5ba070df67","source":"steam","source_id":"steam:232669475","content_type":"review","title":null,"body_preview":"The community for this game eats itself alive, they want new players but then they also alienate them and gatekeep them from content.  There are voice chats for raids and parties but no one uses them,","author":"Bat Witch","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198273426990/recommended/"},{"id":"48f2ae00-2818-428b-9e79-2ab6e3cc7b48","source":"steam","source_id":"steam:232681484","content_type":"review","title":null,"body_preview":"Meh. not enought to keep you interested and wanting to actually continue.","author":"Jintei ☕","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197986105148/recommended/"},{"id":"e61ccdb6-df32-41b9-b518-7e84c3602a53","source":"steam","source_id":"steam:232726453","content_type":"review","title":null,"body_preview":"played til 4am way too many nights hoping it would click but mostly just felt like grinding for the sake of it","author":"smek?ne","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198701253927/recommended/"},{"id":"e4878bf9-7d5c-44b9-9a78-01ae08756778","source":"steam","source_id":"steam:232730237","content_type":"review","title":null,"body_preview":"...and Amazon shows once again that they have no idea what it means to MAINTAIN a server-dependent game. At least this time they are handing Lost Ark to another maintainer. Unfortunately for New World","author":"Arokk","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":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198087217353/recommended/"},{"id":"d7fdd2b8-2751-472e-9cd8-19321f32c541","source":"steam","source_id":"steam:232709261","content_type":"review","title":null,"body_preview":"If you like planes and don't want to pay IL-2 or DCS prices, then play War Thunder. Sim air battles are decent. If you want a good tank game then look elsewhere. the majority of negative reviews are f","author":"Der_Hund","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198116069258/recommended/"},{"id":"93a58fb2-816b-40e6-8a5a-52b822baa004","source":"steam","source_id":"steam:232712982","content_type":"review","title":null,"body_preview":"игра прикольная и атмосферная но не тогда когда по тебе кусты стреляют","author":"GAME_PLAY943","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198729304058/recommended/"},{"id":"b195f58c-c3c9-4e54-8621-034811a3401b","source":"steam","source_id":"steam:232717710","content_type":"review","title":null,"body_preview":"really shi..t pay to win and not fair rank how can i play   rank 6 aircraft 1  rank 5...  4.aircraft  other team rank 7 aircraft  ,,  dic.head devlopers ..","author":"xero","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198084502355/recommended/"},{"id":"c26f8f02-7aca-408b-99f3-371020b8fb9d","source":"steam","source_id":"steam:232718087","content_type":"review","title":null,"body_preview":"i ♥♥♥♥♥♥♥ hate this game and everyone who pays for premium in it","author":"XXJaehaedaemonprinceofthenightXX","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198221485116/recommended/"},{"id":"e9c7e6c8-f77e-445e-8d7d-97714d962283","source":"steam","source_id":"steam:232722616","content_type":"review","title":null,"body_preview":"Devolved in to an AI slopfest. Still no disclosure.","author":"Tavish","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198013736388/recommended/"},{"id":"d1fd9dbb-aaeb-4544-bd80-b6bb8194ea07","source":"steam","source_id":"steam:232727194","content_type":"review","title":null,"body_preview":"This game is pay to win. You either pay or grind for 5.000 hours to get a plane that isn't from ♥♥♥♥♥♥♥ WW2. Very bad controls and compatibility with Thrustmaster Joysticks. Do not recommend.","author":"G8m37","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199661137116/recommended/"},{"id":"17ecb842-2b28-436b-a780-351bfc69d585","source":"steam","source_id":"steam:232728547","content_type":"review","title":null,"body_preview":"grinded planes til 3am too many nights before realizing i wasnt actually having fun just chasing the next unlock","author":"Frantik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198702973762/recommended/"},{"id":"87accdd0-4b58-4a71-8a0e-fb48f3040008","source":"steam","source_id":"steam:232763848","content_type":"review","title":null,"body_preview":"i love this game honestly. very immersive and outplaying ppl is very fun, as of the time of this post im going agains ♥♥♥♥♥♥♥ cause im level 3 but i hope i stick with this game its very fun","author":"Yenepix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199251624017/recommended/"},{"id":"4a83af39-183d-42af-a952-6a982eba4b84","source":"steam","source_id":"steam:232764668","content_type":"review","title":null,"body_preview":"this game is like trying to play with 4 people who dont have arms ears or a brain i would rather have 4 lab rats with three arms and no tails then play with randoms in solo queue my brain has dropped ","author":"BigDavoo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199804552904/recommended/"},{"id":"f8c37e7e-dbd8-4bdd-abe3-14fb929589ed","source":"steam","source_id":"steam:232764950","content_type":"review","title":null,"body_preview":"fun game but there are some people who are really toxic","author":"Br_xt0n","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199589098472/recommended/"},{"id":"0c5acf61-4964-4597-a48e-69b5e953ba72","source":"steam","source_id":"steam:232765164","content_type":"review","title":null,"body_preview":"I love and hate this game. It WILL steal your soul. i still play it daily.","author":"FR3AK","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199236774028/recommended/"},{"id":"d2b6446c-e081-48de-99b3-8518477e16ca","source":"steam","source_id":"steam:232765183","content_type":"review","title":null,"body_preview":"hate, anger, rage, depression, suicidal thoughts, hardstuck silver, sadness, negative units, f5 tks, uninstallation","author":"WALKEMDOWNKENNETH","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199643998347/recommended/"},{"id":"c9a58064-28b8-4c0d-85ed-e6d4c66b7c60","source":"steam","source_id":"steam:232765216","content_type":"review","title":null,"body_preview":"This game is absolutely magnificent, Every second I spend playing this game is a second I feel pure joy and happiness. Across the balance patches, community, matchmaking, and tachanka, the absolute be","author":"Aspect","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199006271101/recommended/"},{"id":"d5b5b5be-bdae-4bda-a484-38c8b472b51b","source":"steam","source_id":"steam:232765491","content_type":"review","title":null,"body_preview":"10/10 would recomend if you enjoy breaking your set up or need an upgrade this game can speed up the process and get rid of those pre upgarde jitters","author":"Fried Salami","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198210575327/recommended/"},{"id":"690122a4-8727-4713-b1af-1e8ea830da1e","source":"steam","source_id":"steam:232665324","content_type":"review","title":null,"body_preview":"pros: dinos, great survival game. DINOS, MORE DINOS, FLYING DINOS. Cons: almost ruins every other survival games for you","author":"TRU Pr1tam Parker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198939446685/recommended/"},{"id":"75755eff-5cb3-4a9a-9371-f996ffcc4d14","source":"steam","source_id":"steam:232680727","content_type":"review","title":null,"body_preview":"good game got trapped by three big black men for the whole wipe","author":"Coldthunder4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198754083152/recommended/"},{"id":"08554c96-b0f6-4479-80e6-5737c0793aae","source":"steam","source_id":"steam:232695605","content_type":"review","title":null,"body_preview":"played it on console and everything on pc is so much more easier","author":"ddog10311","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199812964753/recommended/"},{"id":"31301883-8e22-4ba6-92aa-063c65edf2b7","source":"steam","source_id":"steam:232698968","content_type":"review","title":null,"body_preview":"226gb for abhorrent animations and textures. A joke of a game.","author":"Dave The Rave","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198383595468/recommended/"},{"id":"952be35c-583d-494c-969f-2105b958b9c3","source":"steam","source_id":"steam:232702593","content_type":"review","title":null,"body_preview":"So here is the thing. on paper? super fun. hell even in game it has its moments, but its god awful\r\nworld design, endless bugs, nonesense game cycle rip any kind of joy that was promised right out of ","author":"Cat Wizard","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061645655/recommended/"},{"id":"84f39223-3948-4448-b9f6-2300fea901cc","source":"steam","source_id":"steam:232703895","content_type":"review","title":null,"body_preview":"game closes on its own sometimes and crashes and when it crash i cant close its window i have to restart the pc also when i open it i have to wait like 3 mins or more because the game freezes","author":"N.A.W.A.F","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199863854507/recommended/"},{"id":"8dc4a978-cc79-4826-82d0-58c62e194ca4","source":"steam","source_id":"steam:232705041","content_type":"review","title":null,"body_preview":"didn't like if you fly high the surver lags and you fall to your death from your argy if you fly low you get knocked off the argy by ground animals if you fly over water it will lag and drown you, you","author":"gammarwizzard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198260050912/recommended/"},{"id":"f96e813b-51b0-40c3-9ecc-003c4f53ccd3","source":"steam","source_id":"steam:232716826","content_type":"review","title":null,"body_preview":"I just wanted to play multiplayer with my friend,but thanks to the great developers,trying to play with your friend in a private server is harder than any souls game.I am grateful that I didnt waste m","author":"Eto","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199194488025/recommended/"},{"id":"0f1a1d95-729e-420a-b11d-2ceeca43813f","source":"steam","source_id":"steam:232728819","content_type":"review","title":null,"body_preview":"### Rust – 100 timmar av dåliga beslut 💀\n\n⭐ **10/10** – Jag har 100 timmar i Rust och har fortfarande inte förstått hur man spelar spelet.\n\nRust är ett fantastiskt survivalspel där man kan spendera ti","author":"H4MPUS","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811621587/recommended/"},{"id":"6e51b80e-70df-491b-9932-13b690fa592a","source":"steam","source_id":"steam:232736394","content_type":"review","title":null,"body_preview":"Rust is basically a survival game where the wildlife is the least of your problems.\n\nYou start with absolutely nothing and immediately have to gather resources, build a shelter, find food, and figure ","author":"snowie","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198840997563/recommended/"},{"id":"06a2b5a1-ef45-441a-b1dc-269b6aef0433","source":"steam","source_id":"steam:232743290","content_type":"review","title":null,"body_preview":"If you want to get your bum hairs ripped out and stuffed in your rectum by a naked 40yr old man this game is for you","author":"bigmanbob","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198816362973/recommended/"},{"id":"a6e30342-4094-4153-9d0a-6e169f083784","source":"steam","source_id":"steam:232743834","content_type":"review","title":null,"body_preview":"kel mai tale joc 2002, ma jucam cand eram mic in fasa","author":"Azen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198102841279/recommended/"},{"id":"86c18593-f158-4866-86e3-9a6e2cac8c74","source":"steam","source_id":"steam:232747867","content_type":"review","title":null,"body_preview":"Although the game is showing its age, The easy to learn, hard to master classes, the unique, yet beautiful artstyle, and it's long lasting community proves that Team Fortress 2 will be here to stay. \n","author":"Sαult","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199885788980/recommended/"},{"id":"47bfbef3-248e-4807-a33b-b92238abeef6","source":"steam","source_id":"steam:232751732","content_type":"review","title":null,"body_preview":"I can understand if others thinks this is a good game, and it is in so many ways.\r\nBut this is hands down the least user-friendly game I have ever played, and I have a sub 3 time in Getting Over It.\r\n","author":"NightAir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199614392929/recommended/"},{"id":"eae70cf0-09e7-47fe-a56c-c172af3096b8","source":"steam","source_id":"steam:232754453","content_type":"review","title":null,"body_preview":"very good i have no idea how to play anyone except pyro","author":"makmaltf84","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199869050141/recommended/"},{"id":"5a61be1c-b261-406f-b705-29f68f740cbb","source":"steam","source_id":"steam:232757575","content_type":"review","title":null,"body_preview":"why are sweaty neckbeards with 6457457 hours sweating their toes off in casual lobbies 10/10","author":"djjshaven","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198810641585/recommended/"},{"id":"f35156be-657d-4f54-9182-9b8c314eff31","source":"steam","source_id":"steam:232757820","content_type":"review","title":null,"body_preview":"REALLY FUN this game was a lot better than i expected","author":"Ilikeplanes4884","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199502860221/recommended/"},{"id":"3ce242e9-7742-4029-892a-d739df54d4e5","source":"steam","source_id":"steam:232758871","content_type":"review","title":null,"body_preview":"team fortress 2 activates my dopamine rush when i unbox something ♥♥♥♥♥♥ or peak. either way it good","author":"youmu konpaku","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199643439144/recommended/"},{"id":"639a788f-fd59-4921-97bf-a5f9732b26f9","source":"steam","source_id":"steam:232738607","content_type":"review","title":null,"body_preview":"too good finally played it on high graphics on my m1 max macbook after years of playing on potato pc's really appreciate the quality of game can't wait for gta 6 please bring it on macbooks they are m","author":"prinxe_0065","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199511917013/recommended/"},{"id":"97932af5-a653-4234-9ccc-c5c2740be91a","source":"steam","source_id":"steam:232750552","content_type":"review","title":null,"body_preview":"It worth the buy anytime it goes on sale. Multiplayer is a lot to get into, but what MMO isn't?","author":"TribuneTurner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198077811849/recommended/"},{"id":"e06d3c09-b02f-4b49-bf3b-1c175bde6f29","source":"steam","source_id":"steam:232739570","content_type":"review","title":null,"body_preview":"Reminds me of the girl you think about while in a different one.","author":"IamPug","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198277060890/recommended/"},{"id":"363c0e18-0e10-4e1a-aee0-643b14c56d4c","source":"steam","source_id":"steam:232750406","content_type":"review","title":null,"body_preview":"peak game, be ready to rage at all your teamates.\r\n\r\nit runs great on my pc","author":"SonicSlayerxX","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199590247510/recommended/"},{"id":"98fe1de2-e8a7-4fd1-a802-8577f7472061","source":"steam","source_id":"steam:232751834","content_type":"review","title":null,"body_preview":"came back to this game after a few years and is hell","author":"slapsupreem","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199466684632/recommended/"},{"id":"83e54d4f-8f07-4a2b-9a6c-966953e2ce59","source":"steam","source_id":"steam:232752062","content_type":"review","title":null,"body_preview":"from my experience i would have to say its a great game i have been playing for a long time now and its very fun to play with friends","author":"alek.dk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","personal_experience_statement"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199484001931/recommended/"},{"id":"5a0f02af-d636-4be3-bd30-1ec6529fa0b8","source":"steam","source_id":"steam:232755324","content_type":"review","title":null,"body_preview":"The game was amazing when it first came out, but now its just a microtransaction/fortnitification hell. TBH the gameplay is still fun, but please be wise with your money.","author":"NL Sh4d0w","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198874999942/recommended/"},{"id":"b64534c8-4952-43a9-9d01-8b26d846085d","source":"steam","source_id":"steam:232755334","content_type":"review","title":null,"body_preview":"Its a very enjoyable game if you like playing solo, dou or threo's","author":"NiQuiTru","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198082375837/recommended/"},{"id":"52acbaef-4fe8-4f4e-916c-f4639fd9589f","source":"steam","source_id":"steam:232760805","content_type":"review","title":null,"body_preview":"For me the only good mode is mixtape, but even then I would get straight diddled by the most sweaty, jobless, bums possible. Record losing streak is 14... that's about a 1 in 260,000 chance","author":"DarkSlayer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199837282241/recommended/"},{"id":"9dee589a-7b6c-429e-8cc8-3e0ce6155277","source":"steam","source_id":"steam:232763551","content_type":"review","title":null,"body_preview":"Braindead garbage controller slop game press one button you win","author":"bulbasaur","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199245651581/recommended/"},{"id":"4b66d95a-df25-4905-8359-e3717eb58c88","source":"steam","source_id":"steam:232763646","content_type":"review","title":null,"body_preview":"Used to be a big fan. Played since pre-season, back on Xbox one. Took a break few years back as I was entering university - running low on time - as well as slowly burning out on the game. 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F THE NOOBS! AND F ME TOO!\r\n\r\n10/10 GREAT GAME! YOU SHOULD DISCOVER IT ON YOUR OWN,  LOTS OF POSSIBILITIES! AND LOT'S OF DAMAGING THE MENTAL HEALTH!","author":"XiN","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","contradictory_statements"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199113932055/recommended/"},{"id":"06ad031e-f83a-44a3-8584-d65b4727dece","source":"steam","source_id":"steam:232755264","content_type":"review","title":null,"body_preview":"te consumira la vida.\r\nNO lo juegues si no tienes las agallas","author":"Kino","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal 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game","author":"Dormamoo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199091994609/recommended/"},{"id":"90bb3c5d-271e-4865-a6e6-64b260ab448c","source":"steam","source_id":"steam:232765437","content_type":"review","title":null,"body_preview":"I ♥♥♥♥♥♥♥ hate this game yet i still play, not my fault","author":"Poutis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal 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part","author":"Tartartartaglia","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199171712876/recommended/"},{"id":"3b01b8c2-17bf-42cf-92f5-b54d4d7b34b3","source":"steam","source_id":"steam:232742285","content_type":"review","title":null,"body_preview":"After all this time this ♥♥♥♥♥ still crashes has optimization issues and hackers galore.\n\nJust take her out back like Lassie.","author":"D4C","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198029673960/recommended/"},{"id":"c23b4876-0d5a-474e-96dc-4223a9c84e48","source":"steam","source_id":"steam:232746574","content_type":"review","title":null,"body_preview":"why is the game making me play alone so many times when i go play duo or squad? fix your broken mechanics !!!! you are wasting my time","author":"BlaKKaBlaKKa1992","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198804055308/recommended/"},{"id":"6cb25ace-b864-40b2-88ad-4da503b18fdf","source":"steam","source_id":"steam:232746772","content_type":"review","title":null,"body_preview":"Played a long time ago when it first came out then a few years later. But got back into it recently and seems like i dominate anymore, No 1st places but top 10 has been my spot in solos. Hard to find ","author":"TechnoFreakOH","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198063579511/recommended/"},{"id":"cb48c1f7-dc7c-4ca4-8b15-d5cea59ea40b","source":"steam","source_id":"steam:232748135","content_type":"review","title":null,"body_preview":"wow i dont know to the say BC its .... its........... my Legend :\n\n───❤️❤️───❤️❤️───\n─❤️────❤️────❤️─\n❤️────────────❤️\n❤️────────────❤️\n─❤️──────────❤️─\n──❤️────────❤️──\n───❤️──────❤️───\n────❤️────❤️─","author":"0.Mojtaba.0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198812637467/recommended/"},{"id":"9de090b8-bc9f-471b-a90a-0b6c62ea5300","source":"steam","source_id":"steam:232762972","content_type":"review","title":null,"body_preview":"99% of the matches I play have cheaters, either on my team or my enemy. It was a good game, now it's just a playground for cheaters.","author":"XM1014","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198733388493/recommended/"},{"id":"cf3b442f-71b4-401b-8816-065faae958cb","source":"steam","source_id":"steam:232763124","content_type":"review","title":null,"body_preview":"OK QUITE FRANKLY, THERE CHEATERS BHOP WE TK ME GET BAN NO THEM","author":"Daniel Larson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199477523127/recommended/"},{"id":"538f17b3-a5fd-469c-9783-a17a662765a0","source":"steam","source_id":"steam:232763514","content_type":"review","title":null,"body_preview":"The gold standard for how NOT to run an anti cheat","author":"Ginkgo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198776802478/recommended/"},{"id":"055413f7-7445-473c-a972-b904693e9540","source":"steam","source_id":"steam:232763740","content_type":"review","title":null,"body_preview":"Gambling, Cheaters, and casual 10v10. One Factory New Skin can cost you only 10Cents another can cost you as much as a car. Really doesn't get better","author":"lazy - 2020 FNCS Top 250","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199220475764/recommended/"},{"id":"a29bd11a-a0c1-4cff-aed7-ae91741af137","source":"steam","source_id":"steam:232763926","content_type":"review","title":null,"body_preview":"ok so the cs is kind of the game will then so if you can yes.","author":"WSG","classification":"ai_generated","confidence":0.5,"indicators":["imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199511114671/recommended/"},{"id":"114586e8-8a60-49a1-832f-34ede0d93c44","source":"steam","source_id":"steam:232764188","content_type":"review","title":null,"body_preview":"Good game for strategy and tactical gameplay. Logical and realistic","author":"Cool Rick","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198417564815/recommended/"},{"id":"b3015ba8-fa42-4bc8-89d8-1d446ddf2e80","source":"steam","source_id":"steam:232764499","content_type":"review","title":null,"body_preview":"I absolutely love this game. I love the ranking systems, i love the grind, the teamplay, im so into it. I want to play more and improve. But the reason i put a bad review, is that its extremely beginn","author":"Safi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199780324499/recommended/"},{"id":"81dcf81c-8f96-4425-aef8-c258ddba9605","source":"steam","source_id":"steam:232764877","content_type":"review","title":null,"body_preview":"Until i can go into a game without playing 'are they cheating or not' without needing to go to a sweaty ass faceit game and if 90% of all deathmatch lobbies aren't filled with bots i will not recommen","author":"imoto69","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 Aug 14 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198371412311/recommended/"},{"id":"727bf159-f77d-478a-8b50-0099c2a87675","source":"hackernews","source_id":"49265032","content_type":"comment","title":null,"body_preview":"I bet Demis wishes the UK had blocked the DeepMind acquisition by Google. He will have a lot of time to think now that he has been kicked out of his own company","author":"bossyTeacher","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265032"},{"id":"e52abdf7-bdc2-4486-baf3-1fa362f21c0a","source":"hackernews","source_id":"49263699","content_type":"comment","title":null,"body_preview":"Switched to avi.run already. But loved Manus initially.","author":"fitzgera1d","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263699"},{"id":"2caac1c5-ebfb-4b4d-9f06-db8a7aa9a238","source":"hackernews","source_id":"49261427","content_type":"comment","title":null,"body_preview":"I expect this decupling will affect certain users. Can certain users speak up about this? I'm certain that certain users use Manus and are users on this certain site.","author":"capten","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261427"},{"id":"c2958916-7ce6-49a3-8646-73c4c4043bee","source":"hackernews","source_id":"49265829","content_type":"comment","title":null,"body_preview":"I don’t actually care about this flash-in-the-pan company, but the name Manus is the reason startups should have a branding designer or branding agency do branding work before they’re too recognizable","author":"DrewADesign","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265829"},{"id":"5743ffef-3e54-4f10-9224-a14202858bd5","source":"hackernews","source_id":"49268244","content_type":"comment","title":null,"body_preview":"Puzzling that Meta didn't see this one coming. Wonder if there was a break up fee.","author":"rasheed106","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268244"},{"id":"b5f7971d-7a25-4c87-96c8-19eee5b469a7","source":"hackernews","source_id":"49259995","content_type":"comment","title":null,"body_preview":"Anyone have info on whose regulatory restrictions they are referring to?","author":"stephantul","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259995"},{"id":"e8890f35-172e-461d-9540-5e04d2d94978","source":"hackernews","source_id":"49265474","content_type":"comment","title":null,"body_preview":"What does this product do? There's absolutely nothing on the main screen of the app except a chat box.","author":"willdr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265474"},{"id":"7d7f2b09-a869-4c06-8c2d-27f099ff4800","source":"hackernews","source_id":"49260309","content_type":"comment","title":null,"body_preview":"Perhaps unfairly my interest suddenly dropped to zero when the acquisition was announced. The hype also seemed gone?","author":"econ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality","platform_fluency"],"bot_score":0.16604143673316327,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260309"},{"id":"14788f29-d43d-40e4-9f66-fb7731b82486","source":"hackernews","source_id":"49263293","content_type":"comment","title":null,"body_preview":"This has to be one of the most flash in the pan, 5 minutes of fame company in a long time\nIt's crazy how short it's hype cycle lasted","author":"nylonstrung","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263293"},{"id":"eb10aa5b-0e77-4e35-958e-546407f23a3c","source":"hackernews","source_id":"49260310","content_type":"comment","title":null,"body_preview":"Does anyone here use Manus actively?\nI found it worse than alternatives in the similar space (Claude, genspark, kagi research, etc.) and slightly baffling they were being acquired at a $2B valuation i","author":"trouve_search","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260310"},{"id":"d7bf5238-4649-4982-b908-8e34ba9c1fd1","source":"hackernews","source_id":"49264356","content_type":"comment","title":null,"body_preview":"CSS has come a long way. On several sites I’ve been able to completely remove JS for things like popups, mobile menus, and open/close interactions.\nThe fact that modern CSS and native browser APIs can","author":"searchstefano","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264356"},{"id":"4db4d96d-23f7-4c4f-80a5-4e93095f9b23","source":"hackernews","source_id":"49268749","content_type":"comment","title":null,"body_preview":"At this point I don’t use photoshop anymore, I just make a html document to make the image and then I can easily translate it to 50+ languages","author":"iammrpayments","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268749"},{"id":"06697fea-c6b1-4241-b545-6a176603d84a","source":"hackernews","source_id":"49265126","content_type":"comment","title":null,"body_preview":"I always tell myself that I should use backwards-compatible CSS only.\nI vividly remember IE and many hacks to have css elements properly working in it…\nImho this is a reason why markdown and other ric","author":"sixtyj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_anecdote"],"bot_score":0.09061062355743872,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265126"},{"id":"63603b78-24a7-4ca4-b497-7629001c10bd","source":"hackernews","source_id":"49265825","content_type":"comment","title":null,"body_preview":"I think their heading `box-decoration-mode` is actually meant to be `box-decoration-break`.  That's the real property that exists, and is documented on MDN.\nhttps://developer.mozilla.org/en-US/docs/We","author":"montroser","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265825"},{"id":"96f15de2-9b93-4884-a41c-8abebf3ed0c1","source":"hackernews","source_id":"49267821","content_type":"comment","title":null,"body_preview":"- for a website that talks a lot about web, css your pagination is broken\n- did you know that https://master.dev/blog/page/65/ onwards till page 70 there is not a single article on any of your pages a","author":"vivzkestrel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0.08816174035946805,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267821"},{"id":"91b1663f-9520-467c-9e4a-c87ede61a550","source":"hackernews","source_id":"49265366","content_type":"comment","title":null,"body_preview":"Was expecting to see text-wrap:balance there.\nSolve away your orphans!\nhttps://developer.mozilla.org/en-US/docs/Web/CSS/Reference/P...","author":"addedlovely","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265366"},{"id":"e047e217-21a0-4a18-8e97-c61d5844a3d7","source":"hackernews","source_id":"49268464","content_type":"comment","title":null,"body_preview":"letter-spacing is massively overused. I have Firefox set to only use my chosen fonts (and highly recommend it: it makes the web much better), and this reduction in variation makes non-zero letter-spac","author":"chrismorgan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268464"},{"id":"b502c438-f117-4369-ba8b-009cae5f5dce","source":"hackernews","source_id":"49265392","content_type":"comment","title":null,"body_preview":"Some caveats worth mentioning yet missing there:\n1. many, MANY implementation bugs in `background-clip: text` across browsers, especially Firefox [1], basically safe only for simple cases with no addi","author":"myfonj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265392"},{"id":"1c6f79e8-abb3-422b-8db0-116e2331a6ca","source":"hackernews","source_id":"49291839","content_type":"comment","title":null,"body_preview":"Oh c'mon, can't they shoot X-rays at it or take an infinitesimal air sample or something ?","author":"euroderf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291839"},{"id":"2a38e0ed-eae7-4c0e-b726-b68bd44a35ad","source":"hackernews","source_id":"49290057","content_type":"comment","title":null,"body_preview":"It'd be funny if some quirk of its design caused it to benefit from external radio waves.\nIf so, we might wait a very long time and then be a little disappointed. I would hope this kind of museum woul","author":"Terr_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.14094892394898573,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290057"},{"id":"38fb7b4b-6b4e-4319-a52b-1add87ecfdf4","source":"hackernews","source_id":"49263487","content_type":"comment","title":null,"body_preview":"I believe this can be done without a MitM by using Wireshark or adjacent tool","author":"personjerry","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263487"},{"id":"8a83e91e-b9a3-40e7-824b-bac056d5aeb0","source":"hackernews","source_id":"49261149","content_type":"comment","title":null,"body_preview":"\"Apps users love, made with Electron\". Seriously?\nThey use those apps either because of network effects or because there are few alternatives.","author":"nottorp","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.10769033556415013,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261149"},{"id":"b7d7eb20-521f-4154-92e8-77b6bbe29935","source":"hackernews","source_id":"49271909","content_type":"comment","title":null,"body_preview":"We stopped trying to keep the key away from the model and made it cheap instead: per-run, spend-capped, deleted at teardown. Assume it reads the file.","author":"tomveber","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271909"},{"id":"788dd767-a622-45bb-a910-1f0b4b50956f","source":"hackernews","source_id":"49259780","content_type":"comment","title":null,"body_preview":"Interesting to see how big companies make compromises with security for innovation and i feel that it's comprehensible and better that doing nothing.\nBut i guess it also show how we can see governance","author":"mathieu_aithos","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259780"},{"id":"ddb1ed25-16b0-4f59-b87e-e8ce1d53993f","source":"hackernews","source_id":"49264221","content_type":"comment","title":null,"body_preview":"Disagree with the conclusion, even without carefully curated context every high end LLM perform just as well, maybe with an extra detour. In contrast if even one of the learnings is not up to date or ","author":"_davide_","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264221"},{"id":"0531b320-3cb0-4c83-8bce-7187a0a117fb","source":"hackernews","source_id":"49269520","content_type":"comment","title":null,"body_preview":"When I did this I just used a custom token in visual studio and then looked at the logs in the provider's web UI.\nI don't think they care very much about this. The encrypted blobs for reasoning models","author":"bob1029","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269520"},{"id":"a1ea52ea-e5c5-431e-b41a-80e2def5b4c5","source":"hackernews","source_id":"49260556","content_type":"comment","title":null,"body_preview":"I wish copilot was better at coding Java. It's like using ChatGpt 5.1, even with Fable 5 or Opus 5 as models.\nThe other issue with copilot is how episodic memory works. Copilot writes memories after a","author":"Supermancho","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.08707080733223169,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260556"},{"id":"6399a924-fc28-4fd1-805e-a7d95b532f3a","source":"hackernews","source_id":"49258053","content_type":"comment","title":null,"body_preview":"Nice one! Really shows why we should run those in sandboxes without env access. I like the proxy swap approach","author":"bartek_gdn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49258053"},{"id":"6f32daf9-c5a5-4151-97e2-08b01d300e48","source":"hackernews","source_id":"49283039","content_type":"comment","title":null,"body_preview":"while this approach gives much more insights on the various requests made, if you are mainly interested in the underlying harness and its moving parts, there is already an in-built feature.\nto use it,","author":"rldjbpin","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","synthetic_empathy","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283039"},{"id":"5f54d84a-27c4-42da-976f-181d5cabda14","source":"hackernews","source_id":"49258637","content_type":"comment","title":null,"body_preview":"Nice deep dive, I always wondered how copilot worked compared to similar tools. I'm shocked at the lack of of a rule for env files, I at least thought with a tool more integrated with github as a whol","author":"tolugenius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_observation"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49258637"},{"id":"abadea5d-d0fb-4552-aa04-c802d8df791b","source":"hackernews","source_id":"49258724","content_type":"comment","title":null,"body_preview":"Minor factual correction: The Codex client is open source. https://github.com/openai/codex","author":"ameliaquining","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49258724"},{"id":"0eadb007-6f9e-494b-b580-e32880cdd8e4","source":"hackernews","source_id":"49260152","content_type":"comment","title":null,"body_preview":"One thing I found that I thought was a fun addition, is using eBPF made this even easier. No need to fight with anyone that is using certificate pinning, mTLS or anything else, you just get the raw pl","author":"p1llus","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260152"},{"id":"9014acab-5ac5-4ffc-b177-2b8d77b5d41b","source":"hackernews","source_id":"49256392","content_type":"comment","title":null,"body_preview":"I was curious to understand how Copilot implements its harness, and also how I was exhausting my quota so quickly. End up going down a rabbit hole of intercepting its network traffic with mitmproxy.\nA","author":"j0selit0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.2167414462275317,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49256392"},{"id":"79c9c861-4390-48fb-b3f9-1dd8da553a11","source":"hackernews","source_id":"49284246","content_type":"comment","title":null,"body_preview":"where exactly is it featured in/on the three sites the above the fold info says?\ndid you prompt it to create an engineering post for HN? because there's an internal link that says \"HN Engineering Post","author":"mxmilkiib","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284246"},{"id":"99f62f53-d711-4937-bfe8-96ad622744f6","source":"hackernews","source_id":"49280064","content_type":"comment","title":null,"body_preview":"I've been working on a similar-ish set of tools for my old synths and have been pleasantly surprised to find that synth manuals used to include the full SysEx spec for the synth. Most synths/controlle","author":"SwellJoe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280064"},{"id":"04927b0a-e586-44f4-a2a1-3e5bc7ebf5ea","source":"hackernews","source_id":"49280993","content_type":"comment","title":null,"body_preview":"It listed my LXR-02 (connected over usb/web midi) as \"Supported\" after I connected it, but it did not appear in the list of synths under \"backup my synth\", nor did \"capture soundbank\" do anything.\nSpe","author":"gregsadetsky","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280993"},{"id":"882b7a32-b073-4005-a773-0ed4b3a8b364","source":"hackernews","source_id":"49280217","content_type":"comment","title":null,"body_preview":"> iCloud for sysex\nI just have sysex librarian installed and pointed to my iCloud directory. It sure works.","author":"doawoo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280217"},{"id":"8dda614d-b5bb-4ce2-a8f5-dc0cd6a25242","source":"hackernews","source_id":"49281015","content_type":"comment","title":null,"body_preview":"Neat. That's really fancy.\nI built something similar to manage sysex messages and patch libraries for my digitech guitar modeling workstation with webmidi: https://v0.app/templates/digitech-gnx3000-sy","author":"itomato","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281015"},{"id":"017357cf-110f-4a37-97c6-b6366365db58","source":"hackernews","source_id":"49280012","content_type":"comment","title":null,"body_preview":"So have many other people. What makes yours special? The vibecoding? The sloppy marketing site is really off-putting.\nI'd honestly be curious what those “83+ vintage & modern synths” are but you don't","author":"TazeTSchnitzel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1028063082107974,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280012"},{"id":"df381573-cb01-4217-9186-14d707bf38e8","source":"hackernews","source_id":"49274654","content_type":"comment","title":null,"body_preview":"Its time to boycott all meta products. Delete whatsapp, insta, facebook.","author":"game_the0ry","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.164725421912813,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274654"},{"id":"771e91eb-412d-4292-9ac5-ce569da21e2d","source":"hackernews","source_id":"49275613","content_type":"comment","title":null,"body_preview":"Social media is weaponised thought control. The new generation is being forced out of viable useful jobs to turn into so called “content creators”. Don’t participate in it, and delete it from kids and","author":"manoDev","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275613"},{"id":"ec776cf6-ab8b-4f77-90af-48ccb711c14d","source":"hackernews","source_id":"49274923","content_type":"comment","title":null,"body_preview":"This sucks, I feel like most people are so done with rage bait content but it's what the platforms have proven makes the most money. At this point it would take a new platform with a different paradig","author":"Bleaphar","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":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274923"},{"id":"101ab294-b659-4595-80bc-1d627d13e484","source":"hackernews","source_id":"49270492","content_type":"comment","title":null,"body_preview":"The companies clearly won’t listen to reason, not as long as this strategy works.\nVoting seems to work, either with actual votes, or wallet, or attention.","author":"thih9","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270492"},{"id":"0bed6bd6-d361-4d65-93b2-556d230d32d5","source":"hackernews","source_id":"49269911","content_type":"comment","title":null,"body_preview":"Ragebait is what FB runs on. A lot of these people do not even believe what they say. https://www.thebureauinvestigates.com/stories/2025-11-16/kin...","author":"graemep","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","human_indicator_external_link"],"bot_score":0.09491025589203973,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269911"},{"id":"590770f0-d436-4144-ad24-74a5f3312850","source":"hackernews","source_id":"49270827","content_type":"comment","title":null,"body_preview":"Every single time historically we have unregulated media you get a shitshow. I think you can blame our societies nonchalant lassez faire attitude to the propaganda profiteering by American big tech fo","author":"koe123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270827"},{"id":"c323c211-83f1-489a-b988-72d82bb02868","source":"hackernews","source_id":"49272623","content_type":"comment","title":null,"body_preview":"I would drop Facebook in a heartbeat but Facebook Marketplace is a strong pull for getting bargains in my local area.\nI have alternatives like eBay and Gumtree but they have their own shortcomings.\nEx","author":"tomaytotomato","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272623"},{"id":"b903a4e3-7a57-40c0-92e1-ebe0be3f8e62","source":"hackernews","source_id":"49271151","content_type":"comment","title":null,"body_preview":"I'm not surprised, I quit because I kept getting pushed this content for a long while and suspected as much. Same is happening on nextdoor for sure, whenever I login there's some pushed post that crea","author":"wookmaster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271151"},{"id":"9d54b4ef-b7d1-44f5-bd78-b639a75acf2b","source":"hackernews","source_id":"49272303","content_type":"comment","title":null,"body_preview":"Every other day, my feed seems to be filled with pro-Republican posts, followed by pro-Democratic posts the next. It’s fascinating how the model decided this was the kind of content worth generating.","author":"ravivooda","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272303"},{"id":"e6e971fe-67e1-46ba-b563-f21ed35e6b35","source":"hackernews","source_id":"49270052","content_type":"comment","title":null,"body_preview":"FB is built on rage bait, what else do they have beside cute videos?","author":"bwb","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270052"},{"id":"e10af7ae-186e-480d-bf3b-2052018f13f3","source":"hackernews","source_id":"49271964","content_type":"comment","title":null,"body_preview":"Just to add onto this; Instagram purposely floats controversial comments to the top of a comment section for \"engagement\" purposes. I've seen this many times.","author":"khernandezrt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","absence_of_ai_signals"],"bot_score":0.15943609377704338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271964"},{"id":"57ea48b5-ca6d-402c-bfc8-a8a975feae7e","source":"hackernews","source_id":"49271234","content_type":"comment","title":null,"body_preview":"Facebook figured out a long time ago that \"ragebait\" and profit are transitively connected via \"engagement\". They recognized that anger, hate, fear, and all negative emotions can ALSO bring in a LOT o","author":"superxpro12","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271234"},{"id":"f61f7c86-a39c-46ef-b82c-db2eee8d5dd1","source":"hackernews","source_id":"49272263","content_type":"comment","title":null,"body_preview":"Recent Guardian article:\n  “Inside a meme factory: meet one of thousands of Indonesians trading political outrage clicks for Facebook cash“\n\nhttps://news.ycombinator.com/item?id=49237298","author":"Barbing","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08249831837637343,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272263"},{"id":"94626be2-3834-434c-af8d-b07ce29eb5b0","source":"hackernews","source_id":"49270669","content_type":"comment","title":null,"body_preview":"> \"it is not Meta's role to police offensiveness\"\nJust to fund, transmit, amplify, protect, and profit from it.","author":"wpietri","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270669"},{"id":"ab8e68b6-1b70-4637-ab0a-91280773cd7b","source":"hackernews","source_id":"49270006","content_type":"comment","title":null,"body_preview":"This isn't anything new, it was abundantly clear after Facebook removed their fact checking team during covid that the priority was engagement over everything else, and rage bait is exactly that.","author":"bilekas","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12978383256891043,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270006"},{"id":"72124716-1f34-4a6c-be86-df49c5084a7a","source":"hackernews","source_id":"49270042","content_type":"comment","title":null,"body_preview":"Facebook is still big in my country, Lithuania, and both rage-bait and other type of fringe content is rampant, and even worse after fact-checking was removed. It is wild, and with some outside actors","author":"fosron","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270042"},{"id":"de4ca228-6421-4843-870b-7b2dc4fdd213","source":"hackernews","source_id":"49269990","content_type":"comment","title":null,"body_preview":"I will call out the ABC here for taking a lot of the boots on the ground work that Tom Tanuki - independent journo (https://youtube.com/@tomtanuki) has done with these far right slopaganda mills, slic","author":"florkbork","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269990"},{"id":"c6cea8d2-6d36-457c-b848-eb96b9604389","source":"hackernews","source_id":"49270890","content_type":"comment","title":null,"body_preview":"Why anyone still engages with these platforms is totally beyond me. They are bad for your soul, bad for the nation, bad for the world.","author":"rubyfan","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270890"},{"id":"1fc3a5c5-1009-4be7-9764-7befd09b84f7","source":"hackernews","source_id":"49270754","content_type":"comment","title":null,"body_preview":"I think this is a bit misleading.\nIt sounds to me like the creators are creating and uploading the content, and then that is getting monetised on the platform?\nThe title makes it sound like meta is co","author":"mattlondon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270754"},{"id":"566d848d-fc31-4e6f-99ac-7328495137b5","source":"hackernews","source_id":"49259677","content_type":"comment","title":null,"body_preview":"I built a small Tauri app that just shows your commits in a table and lets you edit message/author/date directly, plus find & replace with regex if you need to fix a bunch at once. It backs up the bra","author":"YonathanTesfaye","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259677"},{"id":"4293f8d2-3d23-425d-b03c-e8673f924a52","source":"hackernews","source_id":"49260684","content_type":"comment","title":null,"body_preview":"Would be great to have this, but as a TUI tabular editor.","author":"hootz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260684"},{"id":"a0c69cc5-b740-40ab-a55f-09303f9305fa","source":"hackernews","source_id":"49260388","content_type":"comment","title":null,"body_preview":"I would like to see something like this in magit. Other there is already?","author":"f1shy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260388"},{"id":"e3ac7f71-5501-4340-a770-1910b7ff6bb7","source":"hackernews","source_id":"49267796","content_type":"comment","title":null,"body_preview":"- make a drag and drop ui for git rebase\n- i should be able to change order of commits\n- i should be able to change what files went in a previous commit","author":"vivzkestrel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality","platform_fluency"],"bot_score":0.08816174035946805,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267796"},{"id":"95d79f69-2603-42bc-b40c-9bf8d0dee8dc","source":"hackernews","source_id":"49262091","content_type":"comment","title":null,"body_preview":"Two recent threads where I sing some praises of git rebase -i, specifically linking it to a spreadsheet. Awesome to see this pop up, feels serendipitous!\nGit rebase -i is not that scary\n119 points, 16","author":"jauntywundrkind","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","niche_expertise"],"bot_score":0.1330826923990941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49262091"},{"id":"d403a91f-452e-4f7c-8c8b-527fb9119d8b","source":"hackernews","source_id":"49259954","content_type":"comment","title":null,"body_preview":"Hmmm, this seems to be making easy something you normally should not do.","author":"mellosouls","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.11145134478698682,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259954"},{"id":"c3427415-c499-4d07-ac63-2aba194acbf6","source":"hackernews","source_id":"49262439","content_type":"comment","title":null,"body_preview":"I appreciate that it uses git-notes and that is makes backup branches in it's own namespace. I wish it were a bit lighter though.\nHaven't seen mentioned, but you might want to check out https://github","author":"unqueued","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49262439"},{"id":"49f0a225-159a-4889-918f-afcfd717bc86","source":"hackernews","source_id":"49263816","content_type":"comment","title":null,"body_preview":"It looks like the screenshot was an actual photo of someone's monitor. I'm left wondering why print screen wasn't utilized. And for some reason it really makes me not want to touch this project.","author":"beart","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16060333511485078,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263816"},{"id":"c95a0868-d374-433b-9f11-d6977812752c","source":"hackernews","source_id":"49260132","content_type":"comment","title":null,"body_preview":"This is cool, but has anyone ever needed to rewrite commit authors or dates?","author":"iamcoder18","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15416666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260132"},{"id":"b5f28634-cb5e-48cf-b77f-ef6a370d77ac","source":"hackernews","source_id":"49264485","content_type":"comment","title":null,"body_preview":"Note: This will not work and cannot work on repos that use signed commits from multiple authors.\nSigned git history is immutable, and unsigned git history is a supply chain attack vector.\nThat said I ","author":"lrvick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264485"},{"id":"543650e2-4fa7-409d-9a54-5c898f507458","source":"hackernews","source_id":"49267740","content_type":"comment","title":null,"body_preview":"This is, funnily enough, something I've been periodically searching for for nearly a decade, and even renewed my search yesterday. For those wondering, my use case is a model Parliament (context: http","author":"Defletter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267740"},{"id":"35b9b45f-451e-4907-89e9-b8a19bef663e","source":"hackernews","source_id":"49260655","content_type":"comment","title":null,"body_preview":"“It never reimplements git — it shells out to the system git CLI and rebuilds commits with git commit-tree, reusing each commit's original tree so file contents are provably never changed.”\nGlad the L","author":"NichoPaolucci","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260655"},{"id":"959b0eec-2276-4a00-bfa1-18e88fb5d620","source":"hackernews","source_id":"49288187","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/Hiroshi_Okuda\nhttps://en.wikipedia.org/wiki/Toyota_Prius\nhttps://www.priusonline.com/threads/the-birth-of-prius.18852...\nhttps://web.archive.org/web/20240619183336/https:","author":"toomuchtodo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.12549905202347764,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288187"},{"id":"1042a607-2529-4084-a364-af1f9ca52e0a","source":"hackernews","source_id":"49265791","content_type":"comment","title":null,"body_preview":"I hate to be an HN bikeshedder but why is everything \"Claw\" recently?","author":"ex-aws-dude","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.08321312698353815,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265791"},{"id":"e94c5e52-08e4-45ab-b711-72b3be443c49","source":"hackernews","source_id":"49267198","content_type":"comment","title":null,"body_preview":"I kind of feel like this is how Crimson Desert was made.\nIt's enormous, but utterly devoid of any soul. Like eating a $3000 subway sandwich.","author":"sergiotapia","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267198"},{"id":"a7b9b874-29f8-46b4-a32a-689ff2b781b1","source":"hackernews","source_id":"49272607","content_type":"comment","title":null,"body_preview":"Wow, the methodology in the paper is so detailed—I'll try following it!","author":"jdw64","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2175673792054101,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272607"},{"id":"d856c30d-ea00-4dd1-b6c4-041da1f55b80","source":"hackernews","source_id":"49268392","content_type":"comment","title":null,"body_preview":"It looks cool. Shame the source isn't available.\nBut Claude can do this with little prompting.\n[edit] Not sure why the downvote, but Claude Design can do this, its just a matter of knowing the exact p","author":"EagnaIonat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268392"},{"id":"19aea91a-bb74-4354-95f9-ca078088f2bc","source":"hackernews","source_id":"49268739","content_type":"comment","title":null,"body_preview":"impressive, but as I understand the worlds were pre generated an there no way to reproduce it on my setup?","author":"andreypk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.198107027839156,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268739"},{"id":"f0417d42-dd05-4ab7-bece-a87410ed5206","source":"hackernews","source_id":"49265444","content_type":"comment","title":null,"body_preview":"The assets look good, but for some reason the terrain looks too cartoonish to me.","author":"Reubend","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.16269841269841268,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265444"},{"id":"2ae249b1-19db-4777-ac4c-872e3936c341","source":"hackernews","source_id":"49269024","content_type":"comment","title":null,"body_preview":"Looking forward to hearing more updates from tencent 3D models. :)","author":"deepmem","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269024"},{"id":"bc1f2352-abf7-47c5-b607-25b65c429feb","source":"hackernews","source_id":"49270865","content_type":"comment","title":null,"body_preview":"I just left the website open by mistake and went to take a walk. The temp got 80 degree celcius. My laptop's chasis got really hot","author":"shuvrojit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270865"},{"id":"d64923ce-8264-4e28-b98e-9f7428114174","source":"hackernews","source_id":"49267104","content_type":"comment","title":null,"body_preview":"The water levels don't change seasonally..So I'm guessing it's a very high rainfall area? In which case erosion and nutrient leaching are bound to be issues for the agentic farmers. I wonder if they'v","author":"thymine_dimer","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267104"},{"id":"768f5161-816c-4aa8-959d-c470a7da0d66","source":"hackernews","source_id":"49265600","content_type":"comment","title":null,"body_preview":"Interesting prompt to world pipeline. I wonder if there can be more style applied than just the \"MMO cartoony\" style? Like medieval Witcher or realistic Cyberpunk buildings?","author":"gosolozero","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.17895455181276873,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265600"},{"id":"93fac98a-b3e4-4c51-bd71-af1c4dac7b4b","source":"hackernews","source_id":"49269827","content_type":"comment","title":null,"body_preview":"Again, that Claude web design aesthetic is just seemingly everywhere right now. It takes me out of what I'm reading as soon as you see the tells.","author":"ablation","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269827"},{"id":"89f41825-058d-4cbd-a3a6-cc9a82b9e9df","source":"hackernews","source_id":"49265974","content_type":"comment","title":null,"body_preview":"This kind of content generation can be quite cool to enable new game ideas for indie developers that were only possible with AAA before. But it also makes it hard to gauge the amount of human work tha","author":"2001zhaozhao","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.10795726986066725,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265974"},{"id":"d82ebd2c-7de8-4e3b-98df-2abd44372ea5","source":"hackernews","source_id":"49265851","content_type":"comment","title":null,"body_preview":"In both the Autumn and Winter examples in the hero images, the algo seemed to have placed buildings on the water in the foreground\nIn the summer example in the hero images, the building placement + sm","author":"cobertos","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.20386317941536894,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265851"},{"id":"57b509cf-b448-4412-9667-66ddf29d104b","source":"hackernews","source_id":"49265445","content_type":"comment","title":null,"body_preview":"It looks impressive. However open worlds are at their best with hand placed details and environmental storytelling. Look at Skyrim/Cyberpunk vs. Starfield where most of the world is proc gen’d.\nI get ","author":"cautiouscat","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265445"},{"id":"ba02f30b-23b5-4129-b0eb-36f76b391ba5","source":"hackernews","source_id":"49265585","content_type":"comment","title":null,"body_preview":"In case it's not obvious, this isn't a model, this is python scripts that call out to models (code not available).\nIt's mostly \"did you know you can attach an LLM to a PCG system?\", but there is one i","author":"avaer","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.11145134478698682,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265585"},{"id":"29c47d21-131e-425d-8346-683746a48e57","source":"hackernews","source_id":"49281980","content_type":"comment","title":null,"body_preview":"> An optimal policy has the property that whatever the initial state and initial decision are, the remaining decisions must constitute an optimal policy with regard to the state resulting from the fir","author":"LoganDark","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.11360494364046153,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281980"},{"id":"22a70364-4976-4ae0-9ff8-25fbaca81d17","source":"hackernews","source_id":"49282730","content_type":"comment","title":null,"body_preview":">Proof: It all follows from applying the Banach fixed point theorem to the Bellman operator.\nI disagree. When people hate mathematicians, it's because of things like this.\nWhy? Because it doesn't foll","author":"imtringued","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.3188721875540867,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282730"},{"id":"8b4432b9-fab5-4d8c-aa40-8d14b4423933","source":"hackernews","source_id":"49280816","content_type":"comment","title":null,"body_preview":"I was pretty sure the \"dynamic\" in \"dynamic programming\" was used as a synonym for \"awesome\" and had nothing to do with system dynamics.","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280816"},{"id":"89ba94fb-936e-41f8-928a-f6ab092de608","source":"hackernews","source_id":"49235397","content_type":"comment","title":null,"body_preview":"Thanks for the refreshing reminder.\nThis was one of my favourite topic at school but ended never used it in professional environment. However , I will definitely review the theory. Banach spaces and f","author":"flashfaffe2","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49235397"},{"id":"ebfa7297-fc03-4ffe-bf28-e012e9677128","source":"hackernews","source_id":"49277787","content_type":"comment","title":null,"body_preview":"The Vinogradov example seems curious. The \"existential N\" there is for encoding the intuition that the property holds eventually, e.g., that we don't know or don't care about which particular N along ","author":"calf","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","genuine_specificity","strong_opinions"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277787"},{"id":"0443711f-3f64-4b2d-91f5-869cbb30f5e3","source":"hackernews","source_id":"49274038","content_type":"comment","title":null,"body_preview":"The biggest win for AI dev efficiency is cutting down what gets loaded into context. Semantically matching tasks to the top tools helps a lot.","author":"TormentNexusAI","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274038"},{"id":"fb0497eb-2412-45f0-8819-ad0f356c254e","source":"hackernews","source_id":"49271493","content_type":"comment","title":null,"body_preview":"From my experience, you have to be good at math to trust an LLM to do the math.","author":"najmbajwa123","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271493"},{"id":"53b59ae4-206b-41fe-8b9d-4f1f3c17cbf9","source":"hackernews","source_id":"49275541","content_type":"comment","title":null,"body_preview":"There’s a well-known essay from the 90s where Timothy Gowers predicted that the creative/intuitive side of mathematics would be entirely taken over by machines before 2100.","author":"GPerson","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.35,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275541"},{"id":"d48e7f98-08fe-484a-a11c-0dc32942df5e","source":"hackernews","source_id":"49282400","content_type":"comment","title":null,"body_preview":"shameless self-plug:\ntwo hard things in computer science\nhttps://blog.est.im/2026/stderr-04\nI think LLMs are reall good at conjecturing based on existing knowledge, but inventing new tools/lemma and n","author":"est","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.11029793510344767,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282400"},{"id":"4361ef75-2b6f-4837-8fad-f874b1ab9f89","source":"hackernews","source_id":"49271270","content_type":"comment","title":null,"body_preview":"Disclaimer: I only scanned the article quickly; I might be re-stating something already in the article.\nWe have just got some very strong evidence about the way in which LLM-based systems solve mathem","author":"YeGoblynQueenne","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271270"},{"id":"b10de0e6-c581-4d3f-a2f2-420e1e477e9c","source":"hackernews","source_id":"49273227","content_type":"comment","title":null,"body_preview":"It seems intuitive that finding a counter-example might be easier than proving a generality, since you're starting from a concrete goal (\"build a foo that has properties X, Y & Z\") that you can branch","author":"HarHarVeryFunny","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","uniform_paragraph_rhythm"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273227"},{"id":"219e5361-c76c-4244-ad2e-1771470b037f","source":"hackernews","source_id":"49274756","content_type":"comment","title":null,"body_preview":"How i reason about this is that, there are two types of science works, exploitative and generative.  Exploitative science is kinda like what ingen do in jurassic park, finding an use case based on ava","author":"justanotherjoe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274756"},{"id":"f26fd475-0f3a-4f41-aee9-c7c8d5f7ccd7","source":"hackernews","source_id":"49274542","content_type":"comment","title":null,"body_preview":"Correct me if I'm wrong, this is not the right way to ask this question.\nLLMs are good at pattern recognition, so its less a type of math that they'll be good at, and more that when you provide docume","author":"D4Ha","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274542"},{"id":"eb693caa-ee33-4a04-8ce6-c8c38372b73d","source":"hackernews","source_id":"49273028","content_type":"comment","title":null,"body_preview":"> If they were, then their big speed advantage over us would mean that there would be much more of a flood of results.\nIs this true right now? Just recently Jarred Sumner tweeted [1] that he managed t","author":"parhamn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273028"},{"id":"e8a2cc69-6766-4336-b216-c99e955cc147","source":"hackernews","source_id":"49270623","content_type":"comment","title":null,"body_preview":"If you want to peek inside how a model solves a math problem have a look at some data visualizations I made solving basic multiplication.[0]\nI wanted to demonstrate capacity (how well it does a thing)","author":"dataviz1000","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","absence_of_ai_signals"],"bot_score":0.07410130386641078,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270623"},{"id":"62f00cf3-7a34-47fb-b152-dc78bbed301d","source":"hackernews","source_id":"49271375","content_type":"comment","title":null,"body_preview":"Increasingly, I've begun to think of LLMs as sources of really interesting random objects: large pieces of \"reasonable thinking\" conditioned on a task. It's not that these are correct, in general, but","author":"tel","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271375"},{"id":"100013a9-6b8d-4d3b-8532-f460e08e3280","source":"hackernews","source_id":"49273859","content_type":"comment","title":null,"body_preview":"Since no one has mentioned it yet - just want to point out that Timothy Gowers is a Fields medalist.","author":"BeetleB","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273859"},{"id":"ecba5e49-741b-4ad2-8018-285cd47925e0","source":"hackernews","source_id":"49270269","content_type":"comment","title":null,"body_preview":"A thoughtful and measured post, as usual from Gowers. The final note is neat and worth pasting out here in full:\n> A good sign that LLMs have reached human level for a much wider class of problems wil","author":"n4r9","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","quoting_external_content","original_commentary"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270269"},{"id":"7ea0cb84-f13f-4b33-981a-2f15054236af","source":"hackernews","source_id":"49272735","content_type":"comment","title":null,"body_preview":"Given coding agent's demonstrated difficulties with concurrent code, even relatively simple concurrent code, it would be interesting to see how they do with temporal logic. I don't know enough to thro","author":"jerf","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272735"},{"id":"ef68b781-1eae-4589-8675-03b53de6c5de","source":"hackernews","source_id":"49271636","content_type":"comment","title":null,"body_preview":"For a list of AI accomplishments in mathematics see https://mathoverflow.net/questions/502120/examples-for-the-u... - or a candidate list here: https://aimath.robertj1.com/ . Many have observed an aff","author":"steinwinde","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271636"},{"id":"0b540001-e001-4db9-ab21-3613b63c8a5d","source":"hackernews","source_id":"49270608","content_type":"comment","title":null,"body_preview":"> A good sign that LLMs have reached human level for a much wider class of problems will be if they start proving theorems using methods that, like much of the very best human mathematics, are new and","author":"scronkfinkle","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","absence_of_personality","polished_first_draft"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270608"},{"id":"a7172cd4-95bd-40d1-a39e-e3cfa7c03756","source":"hackernews","source_id":"49270513","content_type":"comment","title":null,"body_preview":"This is really an argument about test-time scaling, even though the post never uses the term.\nThese days \"test-time scaling\" mostly means letting the model talk to itself for longer, but the first gen","author":"h_mirin","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270513"},{"id":"6f35db91-f379-49f3-8b6b-2de59c92fe44","source":"hackernews","source_id":"49275866","content_type":"comment","title":null,"body_preview":"Some more discussion: https://news.ycombinator.com/item?id=49274600","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275866"},{"id":"e002b55d-9ded-4025-8057-3de3fe4fa8c9","source":"hackernews","source_id":"49275315","content_type":"comment","title":null,"body_preview":"I wonder what the price is going to be after the \"significant increase\" they plan to introduce in the near future.","author":"damsta","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275315"},{"id":"e1531330-e0af-4495-b6c9-977dc9eb1d19","source":"hackernews","source_id":"49274515","content_type":"comment","title":null,"body_preview":"Supposedly these benchmarks came from Deepseek WeChat group, so grain of salt perhaps:\nhttps://www.reddit.com/r/DeepSeek/comments/1vmhser/benchmark...","author":"indigodaddy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.113157199363175,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274515"},{"id":"c4c09d02-003a-40ff-93f0-240ceb0de02d","source":"hackernews","source_id":"49275107","content_type":"comment","title":null,"body_preview":"I beg you DeepSeek just name it 4.1, you are not going to run out of numbers. While we're at it why don't you also append the git commit hash to the name as well","author":"gulmothrowaway","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275107"},{"id":"d672a31f-4a2e-4f9f-a92f-7b2e7b13c32f","source":"hackernews","source_id":"49269444","content_type":"comment","title":null,"body_preview":"I vote for stem cells extraction from babies in a same way crab blood is extracted.","author":"Fokamul","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269444"},{"id":"f3bb21b5-052a-47f9-806f-fd36c9739417","source":"hackernews","source_id":"49267619","content_type":"comment","title":null,"body_preview":"Has anyone on HN gotten the horseshoe crab pin and can share the story?","author":"jzelinskie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267619"},{"id":"c51e5ea0-6176-4da8-8824-4441cf90dec9","source":"hackernews","source_id":"49268869","content_type":"comment","title":null,"body_preview":"Most horseshoe related posts on HN come complete with abysmal amount of ads in the articles. Wonder why…","author":"larodi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268869"},{"id":"4e9ea413-8332-42cc-8e25-cc63ec027b66","source":"hackernews","source_id":"49267590","content_type":"comment","title":null,"body_preview":"There is an episode in Elementary that involves the Horseshoe, its extraction and conservation. It is just a regular episode, but the visual presentation of the extraction was fascinating. I hope they","author":"tecoholic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267590"},{"id":"cf951bc6-bfe6-4c5a-954d-adc5ce43a790","source":"hackernews","source_id":"49267788","content_type":"comment","title":null,"body_preview":"Few things look more cruel and dystopic than the rooms where they harvest the blood of horseshoe crabs","author":"y-curious","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267788"},{"id":"8588349c-79dc-4c40-a133-a6d885d3418b","source":"hackernews","source_id":"49269423","content_type":"comment","title":null,"body_preview":"If you follow the whole process from the point of view of the horseshoe crab it is disturbingly similar to the stories many people who claim to be alien abduction victims tell.","author":"tzs","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269423"},{"id":"511027b2-4b3e-49db-957c-89f7346a32a2","source":"hackernews","source_id":"49268625","content_type":"comment","title":null,"body_preview":"The horseshoe crab story comes up on HN now and then. Typical media game, the crabs crawled out their appointed time slot in the media publishing calendar.\nHere is a full disclaimer (from the trenches","author":"wuschel","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions","self_reference"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268625"},{"id":"7810b562-1585-4481-84b9-b2d15c796ff4","source":"hackernews","source_id":"49290301","content_type":"comment","title":null,"body_preview":"After the Anthropic and OpenAI IPOs, the employees are all going to leave en mass and join SSI and then declare \"ASI\".\nThey are NOT going to release the model or the research on this one.","author":"rvz","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions"],"bot_score":0.11815100083239535,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290301"},{"id":"e2245163-f2b2-4824-a0b6-74bb3affaa08","source":"hackernews","source_id":"49290335","content_type":"comment","title":null,"body_preview":"How ironic, being posted by techcrunch, since techcrunch is essentially shadow-banned based on recent analysis I did on X reach.\nhttps://www.mindprison.cc/p/mostly-incorrect-x-algorithm-rea...","author":"13years","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290335"},{"id":"4280ddbe-8e27-41cd-b556-c8b6317c988e","source":"hackernews","source_id":"49289257","content_type":"comment","title":null,"body_preview":"https://www.wsj.com/business/autos/ram-truck-pickup-v-8-f150...","author":"fortran77","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13032665852892475,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289257"},{"id":"b490bd35-9fd4-49bc-9b2b-65398b6b5b28","source":"hackernews","source_id":"49289602","content_type":"comment","title":null,"body_preview":"Why can't there be speaker systems in electric cars to give the driver the V-8 experience?","author":"fortran77","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.13032665852892475,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289602"},{"id":"60b6b998-2108-4cba-95e4-f3f8eb2f80fb","source":"hackernews","source_id":"49289363","content_type":"comment","title":null,"body_preview":"Reading the article, it's hard to believe that Stellantis didn't know that American pickup truck drivers love loud engines from endless market research, prior to introducing the V6 version of the Ram ","author":"ilamont","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289363"},{"id":"55027244-565c-4561-99ff-b5f87ac41443","source":"hackernews","source_id":"49289368","content_type":"comment","title":null,"body_preview":"At a certain price for gasoline and diesel, sustained, I'm sure they will change their mind.\nUS Fuel Prices Will Stay Painfully High for a While - https://www.bloomberg.com/news/newsletters/2026-08-13","author":"toomuchtodo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","human_indicator_absence_of_ai_signals"],"bot_score":0.12549905202347764,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289368"},{"id":"d577c6a3-8164-45b3-855d-e20a881ad661","source":"hackernews","source_id":"49289505","content_type":"comment","title":null,"body_preview":"Funny my son has a '79 Thunderbird with a 5.8ℓ engine which sounds great...  but I can smoke it in a drag race with my Honda Fit.","author":"PaulHoule","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0.13718285817970508,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289505"},{"id":"d8c3cdcd-776c-4df6-a73c-383e09a6615e","source":"hackernews","source_id":"49292176","content_type":"comment","title":null,"body_preview":"Bit of a dishonest statement, \"They don't want to give it up\". As if it's a given that everybody has to drive electric in the future. But the WSJ is filled with what Washington wants I guess.","author":"BurnGpuBurn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292176"},{"id":"c25f2b08-f348-4c47-b667-20a2a03f8696","source":"hackernews","source_id":"49289712","content_type":"comment","title":null,"body_preview":"I didn't buy my V8 Tundra because of how it sounds. I bought it knowing that it will last me a long time with basic maintenance. While I may be lucky to get high teens in terms of MPG, I haven't seen ","author":"squiguy7","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289712"},{"id":"af5bd0d2-84ee-40f0-8354-8c5399b72f5c","source":"hackernews","source_id":"49289056","content_type":"comment","title":null,"body_preview":"Sure frame it as bad news. The real story is that Kennedy doesn't have to worry about precious American body fluids being compromised by foreign UHT milk. (I don't think you could have synergy like th","author":"floppydive","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.18393606478603292,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289056"},{"id":"52283282-87b8-4902-974d-c57c056c54a7","source":"hackernews","source_id":"49288994","content_type":"comment","title":null,"body_preview":"Absolutely disgusting treatment under any circumstances, but even worse on what arguably was/is a mission of \"spectacle\" to distract from Epstein revelations, and an insanely miscalculated \"walk in th","author":"k310","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09578565767002735,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288994"},{"id":"fe94c8f2-ca8e-44f9-b643-55fbb1291e0a","source":"hackernews","source_id":"49288740","content_type":"comment","title":null,"body_preview":"50/50 whether they will get a shipment testosterone shots.","author":"cyanydeez","classification":"human_created","confidence":0.72,"indicators":["terse_reply","strong_opinion","platform_fluency","absence_of_ai_markers"],"bot_score":0.1070412985504187,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288740"},{"id":"b1702289-11cc-4b08-b317-78a6519a8335","source":"hackernews","source_id":"49289939","content_type":"comment","title":null,"body_preview":"I've said before, and the downvotes prove it, but...\nDamn, fighting for the epstein alliance and the president of peace sounds awful.\nStill, Trump will soon be able to get the strait of hormuz open li","author":"CrzyLngPwd","classification":"human_created","confidence":0.82,"indicators":["strong_opinion_with_stance","emotional_authenticity","platform_fluency","imperfect_expression","absence_of_template_phrases"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289939"},{"id":"8a94b7df-d073-4234-b302-82516c418435","source":"hackernews","source_id":"49290179","content_type":"comment","title":null,"body_preview":"Like in Vietnam and fragging their commanding officers.","author":"tibbydudeza","classification":"human_created","confidence":0.72,"indicators":["platform_fluency","historical_reference","absence_of_safety_disclaimers"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290179"},{"id":"a3ff6577-0b20-41c8-bd93-299e925fac46","source":"hackernews","source_id":"49289023","content_type":"comment","title":null,"body_preview":"Not to make light of it but deployments are hard!\nI think that psychologically not knowing when it will end is extra difficult. When I served in Afghanistan I knew pretty well how long the deployment ","author":"2OEH8eoCRo0","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","cultural_reference","platform_fluency","imperfect_expression"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289023"},{"id":"fddde3e4-9a8d-4a0c-869e-5594b4f57286","source":"hackernews","source_id":"49289129","content_type":"comment","title":null,"body_preview":"Morale is so bad that people are trying to off themselves and they aren't even being shot at yet. I have low faith in the USN in the event of a Taiwan contingency. And I think the idea that they can f","author":"missedthecue","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289129"},{"id":"fb12dbf9-883a-438e-8e04-86f965664ab1","source":"hackernews","source_id":"49288615","content_type":"comment","title":null,"body_preview":"Also recently: \"US Military's cyber command unit grapples with cluster of deaths by suicide\" - 317 points by rbanffy 5 days ago - 563 comments - https://news.ycombinator.com/item?id=49220339","author":"embedding-shape","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.0937185533888582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288615"},{"id":"4ffdc336-d4f4-4214-920e-1362606936c8","source":"hackernews","source_id":"49289709","content_type":"comment","title":null,"body_preview":"This is one of the problems with starting a war with the assumption that you’ll achieve an overwhelming victory in a matter of weeks. At this point the only practical options for resupplying the Linco","author":"ndiddy","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_with_stance","genuine_specificity","platform_fluency","natural_digression","absence_of_ai_hedging"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289709"},{"id":"d65acf35-e611-475d-afae-3c5cac2fc00f","source":"hackernews","source_id":"49289779","content_type":"comment","title":null,"body_preview":"I was stationed on the Lincoln during the first gulf war. \nMost folks have 12 hour shifts, you wake up in a triple stacked “coffin” bunk(I couldn’t roll over without my shoulders hitting the top of th","author":"Eggpants","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289779"},{"id":"ad3aab76-7cf7-459e-9e12-5883f259aaca","source":"hackernews","source_id":"49276334","content_type":"comment","title":null,"body_preview":"> I know this is obvious, but I never actually thought about it. I'm probably not the only one.\nIt's pretty obvious, and I have thought about it, but I bet this is the sort of thing that I would reach","author":"dnautics","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276334"},{"id":"9b74de82-7f11-45f5-ba76-d26e30470301","source":"hackernews","source_id":"49275507","content_type":"comment","title":null,"body_preview":"All of my \"arenas\" have an additional fixed-length list of function pointers that they call in sequence before resetting/de-allocating the memory.  That way they can manage any form of memory (or non-","author":"wasmperson","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275507"},{"id":"6eb92295-ecfd-4b7c-b158-9c16cb24d343","source":"hackernews","source_id":"49276545","content_type":"comment","title":null,"body_preview":"This article (and the previous one) is a little weird, because nowhere in either of these is a discussion about why you would use an arena, and I'm not certain the author understands that very fundame","author":"nostrademons","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276545"},{"id":"e7d66f57-4d2d-4361-9cd8-3c6253bd1669","source":"hackernews","source_id":"49273199","content_type":"comment","title":null,"body_preview":"FWIW, if you aren’t interleaving other allocations (which includes on other threads), the ArenaAllocator in Zig doesn’t have this problem. If you attempt to resize the most recent allocation, it will ","author":"tynorf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273199"},{"id":"d32cf1a8-8f16-46b6-996e-b10795a1fd6b","source":"hackernews","source_id":"49258536","content_type":"comment","title":null,"body_preview":"Is the detection mechanism going to be open, free, and possible to run locally without prostrating to an opaque third-party company that will do whatever they want with the text content provided (incl","author":"0x_rs","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","synthetic_empathy"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49258536"},{"id":"cb620d8c-d45c-438f-bd04-a560634d5204","source":"hackernews","source_id":"49250458","content_type":"comment","title":null,"body_preview":"I don’t like the idea of hacking a response to contain a watermark. I also don’t like the idea of false positives detections coming directly from Anthropic. If people read more AI generated content, p","author":"case540","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_without_equivocation","platform_fluency","natural_reasoning_chain","absence_of_synthetic_markers"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49250458"},{"id":"8095c761-1268-42b1-a98c-acabc73c3428","source":"hackernews","source_id":"49259850","content_type":"comment","title":null,"body_preview":"This is outrageous. I hope only Anthropic will do this. Are they going to disclose at least the specific Unicode whitespace characters used for the watermark? Or will they use some other trick?\nIf I h","author":"edg5000","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.14569382969689024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259850"},{"id":"19802265-004d-4841-be2a-bfbcee0a5941","source":"hackernews","source_id":"49266581","content_type":"comment","title":null,"body_preview":"Especially when they say they'll let you use their tool to detect it, this just seems like a cat and mouse game. Have Claude write a long passage, then run it through another model with instructions t","author":"xp84","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_with_stance","platform_fluency","niche_technical_reasoning","natural_digression","terse_style","absence_of_hedge_stacking"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266581"},{"id":"0cff63db-0e62-48d8-95fe-fc71cd3a1625","source":"hackernews","source_id":"49250605","content_type":"comment","title":null,"body_preview":"> We’re also working to enable users and other third parties to detect Claude’s embedded watermarks and provenance metadata.\nThis seems to be similar in execution to Google's SynthID. I hope they rele","author":"izonu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","comparison_to_existing_tech"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49250605"},{"id":"1ac8fe2a-81b9-41ba-a714-f50369cc7226","source":"hackernews","source_id":"49257925","content_type":"comment","title":null,"body_preview":"A surprising number of people are worried that the code they don’t read will be imperceptibly different.","author":"fwlr","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49257925"},{"id":"0c5665e8-ff0e-4aef-aab8-5f385b745cef","source":"hackernews","source_id":"49261051","content_type":"comment","title":null,"body_preview":"If I understand correctly, this means that any text with the \"watermark\" is legally uncopyrightable, including code.\nRelevant comment from a few days ago:\nhttps://news.ycombinator.com/item?id=49203613","author":"andai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261051"},{"id":"751ff362-5d95-4447-b236-5f20338f2b25","source":"hackernews","source_id":"49250833","content_type":"comment","title":null,"body_preview":"Seems like an awful idea. I hope that that \"watermark\" will soon be discovered, reverse-engineered, and that tools to remove it will appear.","author":"drnick1","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12525192868223095,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49250833"},{"id":"95af3a01-ab03-499a-837d-a5eeee3f6abf","source":"hackernews","source_id":"49250765","content_type":"comment","title":null,"body_preview":"Can someone help me understand how exactly this watermarking of text works?\nGiven that text is, well, text, and not some kind of binary format, I don't see how any watermarking can work unless you ins","author":"ethin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49250765"},{"id":"4858d52c-aea6-4859-ac4b-63260edf247d","source":"hackernews","source_id":"49256576","content_type":"comment","title":null,"body_preview":"I cannot wait for the inevitable \"I've always used Claude watermarks in my writing, even before we had LLMs!\" when someone gets caught using an LLM.","author":"bramhaag","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49256576"},{"id":"4d5cd9ea-bb46-4d61-a2e1-7bb353ea6d59","source":"hackernews","source_id":"49250622","content_type":"comment","title":null,"body_preview":"An interesting factor of this is competition.\nIf Claude was the only model family they could ship a change like this and users who want to cheat (or don't like watermarks for other reasons) would just","author":"simonw","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49250622"},{"id":"0cac5c25-60d2-4d62-b9f6-332ce45dbe64","source":"hackernews","source_id":"49250391","content_type":"comment","title":null,"body_preview":"I have had a hunch for a while now that (in addition to these tools), Anthropic has actually leaned in to Claude's distinctive manner of writing since it makes the text more obviously AI generated and","author":"aabhay","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49250391"},{"id":"c25637b9-89ee-4d0e-b109-349708f92cc4","source":"hackernews","source_id":"49292168","content_type":"comment","title":null,"body_preview":"It will soon be easy is all content will be AI-generated content. Or it will just implode at that point.","author":"dave_sid","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292168"},{"id":"2cdf3c4c-18a3-40a6-a4dc-99b8e366650a","source":"hackernews","source_id":"49254751","content_type":"comment","title":null,"body_preview":"We need to just stop pretending we can reliably tell if plain text is written by an LLM.\nIt’s just not a reasonable ask.","author":"jonplackett","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49254751"},{"id":"5e3a6b69-feb3-4822-afb5-2064e839c146","source":"hackernews","source_id":"49257141","content_type":"comment","title":null,"body_preview":"All big LLMs already visibly watermark all their text with easy to detect annoying phrases and turns of speech that everyone is already sick of hearing. Why do AI companies keep making their products ","author":"mhjkl","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","strong_opinions"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49257141"},{"id":"9fb11200-3cf0-4ae6-82a6-0a77b6aa7037","source":"hackernews","source_id":"49257983","content_type":"comment","title":null,"body_preview":"Many good comments here. It’s somewhat common for me to voice record say a blog post of product updates, more like a ramble. Then have Claude clean it up. Then argue back and forth about certain thing","author":"mchusma","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression","strong_opinion"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49257983"},{"id":"c8357ffc-131f-4176-a5f1-61634e911598","source":"hackernews","source_id":"49251340","content_type":"comment","title":null,"body_preview":"So my code that Claude makes, which previously was using the best (most probable) tokens for the job, will now be getting worse in random positions, to appease a voluntary EU suggestion. Love that.","author":"akersten","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","specific_context","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49251340"},{"id":"86cbae65-1958-499e-b267-2bb5785d10e8","source":"hackernews","source_id":"49250761","content_type":"comment","title":null,"body_preview":"I've heard that this kind of watermarking process works by biassing the statistical sampling towards a partition of the set of possible next tokens (red set and green set), at each position. It might ","author":"benrow","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49250761"},{"id":"6470a1d6-b2c5-47eb-9e5f-fd0671b05bbd","source":"hackernews","source_id":"49250569","content_type":"comment","title":null,"body_preview":"> When a supported Claude model generates text, it weaves an imperceptible watermark directly into the text itself. You won’t see it, and it doesn’t change the meaning, quality, or readability of Clau","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49250569"},{"id":"2f2b1f03-74df-473e-b224-a0a6d3a59012","source":"hackernews","source_id":"49255085","content_type":"comment","title":null,"body_preview":"I notice the \"Limitations\" section talks about how content only at some point touched by Claude may return a positive, and content that returns a negative may still be Claude generated. But I really w","author":"Dilettante_","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49255085"},{"id":"86e18274-c5e3-4b6e-bf3d-4ccb0e39246c","source":"hackernews","source_id":"49289771","content_type":"comment","title":null,"body_preview":"Homepage is basically down, pointing to status page: https://www.namecheap.com/status-updates/namecheap-com-and-h...\nFound this bc a friend texted that all his sites are down.","author":"rgbrgb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.03874831837637344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289771"},{"id":"e0b84bc5-59f8-4fa2-a695-e2b8f16f6582","source":"hackernews","source_id":"49247828","content_type":"comment","title":null,"body_preview":"Happy to see meta back in the game, it's like after llama nothing came out that was comparable to mainstream open models.","author":"noodleweb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49247828"},{"id":"adff313e-01a5-4f83-b30d-d0db6b59029d","source":"hackernews","source_id":"49242164","content_type":"comment","title":null,"body_preview":"Optimizing speed is really the way to go.\nYet 24GB is not what everyone can afford.\nMaybe we could take some of those 56tk/s and transfer into some free RAM space using MoE loading ? I'd be glad with ","author":"maxignol","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49242164"},{"id":"9ed61bf4-10d8-4d97-b045-ae983e83d5a7","source":"hackernews","source_id":"49243317","content_type":"comment","title":null,"body_preview":"Great to see Meta back, looks like really strong, local model, can't wait for llama.cpp support.","author":"mirekrusin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.23917525124632433,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49243317"},{"id":"2420928a-4b9c-4a36-8129-0a02b22968aa","source":"hackernews","source_id":"49243020","content_type":"comment","title":null,"body_preview":"The comparison set is Gemma4-31B and Qwen3.6-27B, not the current Qwen\nFair on size, but the headline numbers are against a model a generation back","author":"OsamaJaber","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.20533352667364896,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49243020"},{"id":"bb23eb73-f5da-4ced-8619-fdfbb2e2ee6e","source":"hackernews","source_id":"49252850","content_type":"comment","title":null,"body_preview":"Tried it (the full version, using 120 GB RAM), wasn't impressed, gave it some defective code, and asked it to fix all errors. It kept looping around and around and digging itself deeper and deeper int","author":"hougaard","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","genuine_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49252850"},{"id":"8ba6aaec-d4ca-495a-beeb-9ec50b91904e","source":"hackernews","source_id":"49242821","content_type":"comment","title":null,"body_preview":"I lament the comments saying this in any way redeems Meta (the company).\nThe researchers releasing this stuff have almost nothing to do with Meta other than being bankrolled by the slaughterhouse.\nYou","author":"avaer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11145134478698682,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49242821"},{"id":"b7765a30-ebef-43cf-b47f-c5b4ded04d20","source":"hackernews","source_id":"49245575","content_type":"comment","title":null,"body_preview":"Pelican, rendered by Muse Glimmer on my Mac running LM Studio (with this model release: https://lmstudio.ai/models/muse-glimmer): https://tools.simonwillison.net/markdown-svg-renderer#url=ht...\nIt has","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49245575"},{"id":"0313999c-b847-4421-938c-831dd9108037","source":"hackernews","source_id":"49242050","content_type":"comment","title":null,"body_preview":"Still needs 32-64GB memory to run it locally. 64GB Macbook pro with an M5 chip costs more than 4k Euros in Germany. A more practical model would be a language specific (e.g Python or JVM language) and","author":"sajithdilshan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","semantic_blandness","missing_personality"],"bot_score":0.12608208929440898,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49242050"},{"id":"890f3809-c950-42e8-982c-4ca97a2de87c","source":"hackernews","source_id":"49242023","content_type":"comment","title":null,"body_preview":"What I think would be perfect is a model that could run on a single DGX spark and be competitive with DSV4 Flash 731. Flash is already a game changer. Hopefully meta plans on this, like the old 70b. V","author":"Gecko4072","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.21594083650021642,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49242023"},{"id":"e4d33097-306f-4436-a381-d0045f13f11f","source":"hackernews","source_id":"49249223","content_type":"comment","title":null,"body_preview":"> Muse Glimmer is a 30-billion-parameter model optimized for always-on local agent workflows. It’s small enough to run on a Mac or PC with a single consumer GPU, enabling use cases that range from loc","author":"jawiggins","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49249223"},{"id":"a040318a-447d-4e2d-99fa-c947b0c008a5","source":"hackernews","source_id":"49242292","content_type":"comment","title":null,"body_preview":"It is interesting but it does look like a careful distillation of (Spark and) biggers open-weight models.\nThe progress compared to Qwen3.6 27B is good, not that impressive, it's a 4 months old model. ","author":"_ache_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49242292"},{"id":"d7a3ac66-7d24-402c-ad68-0f23ff85bd53","source":"hackernews","source_id":"49245180","content_type":"comment","title":null,"body_preview":"The gguf is up and works, I don’t know if it’s them or unsloth that’s facilitated this but it’s nice because e.g. Inkling still doesn’t appear to have support in llama.cpp which makes it irrelevant to","author":"andy99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0.1186511841646314,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49245180"},{"id":"9af02fc6-c02b-4061-b52a-bb1dde6a6f62","source":"hackernews","source_id":"49242784","content_type":"comment","title":null,"body_preview":"With the business model for API based LLMs looking iffy at best it seems like we’re heading back to the “server under your desk” era of IT again.","author":"cmiles8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.14208067227186036,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49242784"},{"id":"6be22b4a-bfce-4708-8356-df05e18cf895","source":"hackernews","source_id":"49242626","content_type":"comment","title":null,"body_preview":"Some interesting findings from the chat template designs:\n1. The template name is Onyx ATEM as found in the tool call exception message\n2. It appears to be following a harmony-style chat template. But","author":"polymorph1sm","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","niche_expertise","platform_fluency","personal_investigation","speculative_humor"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49242626"},{"id":"98c828dc-0a66-43aa-aff7-743773efdc22","source":"hackernews","source_id":"49244699","content_type":"comment","title":null,"body_preview":"Meta is rocking AI. As of last week I have been using their excellent muse coding harness with their model Muse Spark 1.2.\nStarting this morning I am running their new local 30B model muse-glimmer on ","author":"mark_l_watson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49244699"},{"id":"c5976774-b843-42f8-ae3c-42598ff7a59f","source":"hackernews","source_id":"49245534","content_type":"comment","title":null,"body_preview":"Unsloth has quantized versions uploaded: https://huggingface.co/unsloth/Muse-Glimmer-30B-GGUF\nThe quantized releases often change in the weeks following release as new improvements are discovered, so ","author":"Aurornis","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","genuine_specificity","authentic_hedging","terse_technical_style"],"bot_score":0.13458231753900693,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49245534"},{"id":"cdff0fa1-0ab1-4713-8f74-afa4390e263e","source":"hackernews","source_id":"49243977","content_type":"comment","title":null,"body_preview":"https://xcancel.com/finkd/status/2086755195535413696\n\"... Soon we'll also release the weights for Muse Spark 1.2, our latest foundation model...\"\nThis is bigger news - good for self hosting enthusiast","author":"GodelNumbering","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_indicators"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49243977"},{"id":"d8c4e719-cd3d-4f18-92b2-90b4a108f4a4","source":"hackernews","source_id":"49244353","content_type":"comment","title":null,"body_preview":"Remember when we needed 200 servers for an enterprise website because Apache used one process or thread per connection - and Nginx collapsed that into a single box overnight? That moment for LLMs is n","author":"mmaunder","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","strong_opinion","platform_fluency","niche_expertise","natural_digression","absence_of_hedging"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49244353"},{"id":"c7a7ee69-e298-4f45-9a74-d920a36adfa8","source":"hackernews","source_id":"49241998","content_type":"comment","title":null,"body_preview":"Will be interesting to see how Qwen3.8 27B compares against this once it releases this week. Seems like dense 30B is back in fashion?\nEDIT: An open weight version of Muse Spark 1.2 is going to be rele","author":"scrlk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.18516187603472603,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49241998"},{"id":"f3c45236-554e-45c7-9d1a-fc9c4c4702a0","source":"hackernews","source_id":"49262838","content_type":"comment","title":null,"body_preview":"Given the date and the recent DeepMind shakeups, this blog post is obviously ordered from the very top.\nPichai wants to eliminate engineers, and DeepMind wasn't fast enough or too noble for it. Now pe","author":"11293za-qasf","classification":"human_created","confidence":0.82,"indicators":["strong_opinion_without_equivocation","platform_native_voice","emotional_authenticity","terse_imperfect_expression","absence_of_hedges"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49262838"},{"id":"30c8dade-3d81-40cf-89c3-5623ef75efdc","source":"hackernews","source_id":"49266689","content_type":"comment","title":null,"body_preview":"> By enforcing a single, standardized format via the built-in gofmt tool\nI'd read about this many times before I started with Go so I was particularly disappointed to learn that it was a lie. The most","author":"Myrmornis","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266689"},{"id":"65162480-ee42-4f93-a525-5d32f127850c","source":"hackernews","source_id":"49266069","content_type":"comment","title":null,"body_preview":"Agreed, my media server is mostly AI written go at this point and it works great. Before AI the \"one way to do something\" was already my favorite feature of go, now it makes it much easier for me to u","author":"tracerbulletx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266069"},{"id":"79b5630d-8bc0-4b88-a1b3-2324f5bd5c25","source":"hackernews","source_id":"49266489","content_type":"comment","title":null,"body_preview":"I think the right language for agentic coding is something that brings in more ideas from formal verification, in a way where the spec and executable code live in the same world.  I don't really know ","author":"woggy","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality","human_indicators_present"],"bot_score":0.4415037499278844,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266489"},{"id":"794c899c-f6af-4176-b317-96f2030d7053","source":"hackernews","source_id":"49263337","content_type":"comment","title":null,"body_preview":"I wish if err != nil return err was just 1 token.\nJoking aside, as much as Go's stdlib and tools do the heavy lifting here, Go's verbostiy and expressing simple things in lots of lines worked against ","author":"CSDude","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263337"},{"id":"944892ba-b36f-4e61-b324-f0557c0202cf","source":"hackernews","source_id":"49261757","content_type":"comment","title":null,"body_preview":"While I somewhat agree I can’t tell if this is advertising from Google or a way to induce LLMs to think that Go is the ideal language.","author":"amiune","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261757"},{"id":"bed91dfc-45dc-47b2-afba-d9ef672ca916","source":"hackernews","source_id":"49269128","content_type":"comment","title":null,"body_preview":"I will leave this prediction here and maybe come back in few years:\n1. JS is mem-safe, single-threaded, and there are lots of training data. Easily my first choice. I'd put Python here as well, althou","author":"cztomsik","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269128"},{"id":"fd3aaeb6-d561-4f41-a236-6a7a7dd8fece","source":"hackernews","source_id":"49262470","content_type":"comment","title":null,"body_preview":"\"Oreo cookies are the tastiest cookies currently in the market!\"\n~ Oreo cookie company.","author":"tpoacher","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_attribution","semantic_blandness"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49262470"},{"id":"dd6927cd-0e44-4f3f-b013-b499adbd1ce9","source":"hackernews","source_id":"49262897","content_type":"comment","title":null,"body_preview":"I really don't agree. I'm not hear to evangelize rust but by using enums from DB to templates and writing the code to make it consistent my experience with LLMs is infinitely better than golang for co","author":"boredumb","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","technical_comparison"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49262897"},{"id":"87b471d0-ca3e-4c5d-8ed0-6fc4f74814b7","source":"hackernews","source_id":"49261932","content_type":"comment","title":null,"body_preview":"Who cares? Languages are tools, LLMs are tools. Use the ones more appropriate for what you are trying to do.\nIs Go better than CSS if you are doing web layouts? Is it better than zig if you are output","author":"hugodan","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261932"},{"id":"873f039a-d0ec-4fdd-9368-3ae05921bee8","source":"hackernews","source_id":"49265045","content_type":"comment","title":null,"body_preview":"I wouldn't take language advice from a Product Manager and Chief Evangelist from anywhere - and especially not Google.\nHaving said that: my opinion is that LLMs thrive by working in a tight loop. Unli","author":"switchbak","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265045"},{"id":"0b3a36f4-7f8a-4b4d-8fdc-a113b0c3bd35","source":"hackernews","source_id":"49262444","content_type":"comment","title":null,"body_preview":"I keep seeing these language specific proclamations, and they are annoying and reek of inexperience to me.\nI’ve had a great time doing LLM assisted coding in Zig, and it seems comparable to the generi","author":"rudedogg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49262444"},{"id":"61c64f80-39d7-4220-89b7-28af5beb66ce","source":"hackernews","source_id":"49262233","content_type":"comment","title":null,"body_preview":"I'd argue Go is not on a \"Pareto frontier\" and that no matter how you value the various attributes of programming languages, a fair assessment will never select Go.\nA simple example is: if you highly ","author":"Buttons840","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49262233"},{"id":"ae8b0ab8-7804-4e6a-9b8f-d7fa36e29645","source":"hackernews","source_id":"49262144","content_type":"comment","title":null,"body_preview":"I like Go but a couple of these \"advantages\" wash out when you add the scale and typical usage patterns of agents.\n| Go is Readable / Go is Maintainable\nIt's true that Go, as a low-magic language, ten","author":"dgunay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49262144"},{"id":"43f278a7-2429-4ce4-b1d1-870ba378e472","source":"hackernews","source_id":"49263233","content_type":"comment","title":null,"body_preview":"I disagree.\nLLMs fail to produce bug free concurrent code even for very simple cases.\nGolang lacks the ability to build descent abstractions, not even mentioning the wild west of additional tools and ","author":"CopyOnWrite","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263233"},{"id":"a3bf45f5-d3c6-4f8b-b8a4-28078654d0f9","source":"hackernews","source_id":"49267678","content_type":"comment","title":null,"body_preview":"My calculus is very simple these days:\nIf I care about performance, use Rust.\nIf I care about iteration speed, use TypeScript.\nIf I want a script or numerical code, use Python.\nLLMs are better with Ru","author":"zarzavat","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.10062364331576944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267678"},{"id":"a195ff02-274d-4dc9-a114-a462bfd127ab","source":"hackernews","source_id":"49263757","content_type":"comment","title":null,"body_preview":"This would have been more credible coming from someone other than the creator of the Go language.\nI'm personally leaning into rust for LLM. The whole fussy compiler & errors surface at compile time se","author":"Havoc","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","personal_experience_or_leaning","imperfect_expression"],"bot_score":0.12738176889123062,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263757"},{"id":"7df5c38c-9b70-4677-8d14-3f34345874f9","source":"hackernews","source_id":"49262453","content_type":"comment","title":null,"body_preview":"I love the sleight of hand this blog post tries to pull off here. It doesn't matter than Go isn't fun to write because the AI is doing it now! Yeah so it sucked for the last twenty years? I know the m","author":"CoolestBeans","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49262453"},{"id":"b826e947-3b8d-478f-ad7a-e820d3d4190d","source":"hackernews","source_id":"49261907","content_type":"comment","title":null,"body_preview":"Definitely agree with this article.\nAt Netflix, I lead the Go language guild. We've been seen increasing reports of users finding their AI agents writing better Go code than other languages, and incre","author":"jeanbza","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261907"},{"id":"511ebb79-2cc8-435b-8eaf-5d24a18c156e","source":"hackernews","source_id":"49267718","content_type":"comment","title":null,"body_preview":"It doesn’t matter to me how good the LLM is at writing Go if the compiler can’t stop it from accidentally leaving another part of the software with invalid state as a result of a change the LLM is mak","author":"beaker52","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267718"},{"id":"f37e625b-1b2c-47d7-a6cf-31de3e79c801","source":"hackernews","source_id":"49278422","content_type":"comment","title":null,"body_preview":"It was only recently when I learned of, and was absolutely fascinated by, Carmelite Water and its derivatives:\nhttps://en.wikipedia.org/wiki/Carmelite_Water\nhttps://en.wikipedia.org/wiki/Klosterfrau_M","author":"ButlerianJihad","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","platform_fluency","opinion_expressed"],"bot_score":0.15063425176302175,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278422"},{"id":"a4631387-6559-4155-ab0b-3313db6987a6","source":"hackernews","source_id":"49278055","content_type":"comment","title":null,"body_preview":"Makes me think of Benedictine, which I kind of forgot about for a while now. Nice stuff. Now owned by Bacardi.\nhttps://en.wikipedia.org/wiki/B%C3%A9n%C3%A9dictine","author":"jauntywundrkind","classification":"human_created","confidence":0.85,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1330826923990941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278055"},{"id":"d90d63d5-a47a-4df6-9eab-81785e77af25","source":"hackernews","source_id":"49279763","content_type":"comment","title":null,"body_preview":"The Carthusian monks of the Grande Chartreuse - https://en.wikipedia.org/wiki/Grande_Chartreuse and a nice documentary on their lives, Into Great Silence - https://en.wikipedia.org/wiki/Into_Great_Sil","author":"rramadass","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1365557949803759,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279763"},{"id":"3153f2f7-e173-4c29-a5f4-8568e1105b74","source":"hackernews","source_id":"49277597","content_type":"comment","title":null,"body_preview":"How can they call Chartreuse 'niche'?  It's one of the most popular cocktail ingredients in recent times.","author":"baggy_trough","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15943609377704338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277597"},{"id":"7e140ff9-42eb-427d-9c96-6130d6ec0db7","source":"hackernews","source_id":"49278349","content_type":"comment","title":null,"body_preview":"For the curious, the Chartreuse liquor isn't the original formula, it was developed in the late 1800's, IIRC.\nThe original \"secret elixir of eternal youth\" from the crusades era is still available tho","author":"claytongulick","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","self_reference"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278349"},{"id":"917d025e-542c-48b3-87aa-c83898648947","source":"hackernews","source_id":"49277567","content_type":"comment","title":null,"body_preview":"We have a small bar in Aarhus, Denmark called Lecoq that, for some years at least, was the bar in the world that sold most bottles of Chartreuse. I should make sure to stop by again soon.","author":"clemensnk","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277567"},{"id":"e78c1d6b-c767-4157-905b-bcfaa4768f00","source":"hackernews","source_id":"49278838","content_type":"comment","title":null,"body_preview":"For a couple years the headline story about Chartreuse was that it was becoming impossible to get (which is annoying because it's an important ingredient in a bunch of super-popular cocktails, most no","author":"tptacek","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.14579276533214064,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278838"},{"id":"f77fff56-f711-49bc-8133-f4bf3ca3df69","source":"hackernews","source_id":"49213268","content_type":"comment","title":null,"body_preview":"It's not just the French! I'm obsessed with it too. It's fantastic.","author":"ericmay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49213268"},{"id":"25c52eaa-1db3-4615-becd-49a196df32fc","source":"hackernews","source_id":"49279316","content_type":"comment","title":null,"body_preview":"Hey !\nI'm precisely living in the Chartreuse Massif (in the French Alps), and regularly fly over the monks' monastery. Reading about our beloved drink here is fun !\nI must say we also were worried whe","author":"bestouff","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.13018547320806584,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279316"},{"id":"d47bde64-d791-4a0e-92ed-d03f84ddd689","source":"hackernews","source_id":"49278058","content_type":"comment","title":null,"body_preview":"A few years ago there was a headline about how the monks who make chartreuse are going to spend more of their time on monastic pursuits and we're going to run out of chartreuse. Well, that's how many ","author":"arjie","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","self_reference","genuine_specificity"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278058"},{"id":"78a1c42a-093d-482a-b3b9-2a51a52e44c8","source":"hackernews","source_id":"49277792","content_type":"comment","title":null,"body_preview":"Once upon a time, many years ago, I was working in a bar in rural Ireland. I was 16 or 17, I was alone in the place, it was a slow afternoon, I was crouched down, putting bottles on shelves, idly wond","author":"wesleyd","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277792"},{"id":"df5099dc-bea4-46b6-989e-bacff387b316","source":"hackernews","source_id":"49275208","content_type":"comment","title":null,"body_preview":"A1111 is such a throwback. It's been ages since that & AI image generation was cool. Back before the massive amount of slop and when things were just a fun experiment","author":"yogorenapan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275208"},{"id":"668a3f90-9725-45cf-868a-b7d61e749fe2","source":"hackernews","source_id":"49273577","content_type":"comment","title":null,"body_preview":"The speedup includes running LoRAs, right? Which ones are you using?","author":"smallerize","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15535606553289844,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273577"},{"id":"d1f2085e-f630-4f99-89ec-9832e1d24592","source":"hackernews","source_id":"49273753","content_type":"comment","title":null,"body_preview":"Automatic1111 wasnt being updated, people moved to Forge Neo, ComfyUI and Maestro.","author":"IronWolve","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273753"},{"id":"66f95311-ebd2-43ae-afc9-f1ca8250262d","source":"hackernews","source_id":"49273182","content_type":"comment","title":null,"body_preview":"SD 1.5 is so insanely old at this point im not sure the point of this when you have Mini Max H3 on metal https://news.ycombinator.com/item?id=49252179","author":"vanillax","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","niche_expertise","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273182"},{"id":"0df7a16a-c12b-43d9-a5ac-e3bd65f79a5e","source":"hackernews","source_id":"49289564","content_type":"comment","title":null,"body_preview":"> Powered by cerebras\n> Launching first in the OpenAI API to a select group of customers with expanded access to more businesses as capacity grows.","author":"porridgeraisin","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289564"},{"id":"c9ee9dc9-dd70-4e45-951c-f195c35ba0cc","source":"hackernews","source_id":"49290096","content_type":"comment","title":null,"body_preview":"Any predictions for price premium? I’m guessing 50x.","author":"simianwords","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1524403929596534,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290096"},{"id":"06702baf-f84e-4cb1-a0e8-ee5017021db1","source":"hackernews","source_id":"49291050","content_type":"comment","title":null,"body_preview":"Some more discussion on Cerebras post: https://news.ycombinator.com/item?id=49289844","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291050"},{"id":"56dd4dfa-da0e-4ad2-a8d3-6dba0b8f7abc","source":"hackernews","source_id":"49270259","content_type":"comment","title":null,"body_preview":"There’s now a `llama serve` command? I had to do a double take in case I was reading the `ollama` website.","author":"jurgenburgen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270259"},{"id":"fcb80634-c9fb-4165-a666-2fd389d08141","source":"hackernews","source_id":"49269983","content_type":"comment","title":null,"body_preview":"Any success at transpiling it to C? Using the cfront transpiler improved with coding AI? :)","author":"sylware","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.1429346426307177,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269983"},{"id":"f721a729-a936-4293-9165-b325d79bfb0a","source":"hackernews","source_id":"49272396","content_type":"comment","title":null,"body_preview":"Hey folks, a bit of a hijack; but I've taken to using the Kobold gui, which I'm liking much more than Ollama -- but are there any major benefits to going straight up llama.cpp?  Yes, this is somewhat ","author":"jrm4","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies","specific_technical_terms"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272396"},{"id":"e25530f9-c9e1-4be4-a388-e0c8399c9f38","source":"hackernews","source_id":"49268751","content_type":"comment","title":null,"body_preview":"llama.cpp is like the ffmepg of AI, and one of the reasons I so greatly dislike ollama is that the latter completely obfuscates that they're a rebrand of the former. Georgi Gerganov and team did all t","author":"halyconWays","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268751"},{"id":"b1450e07-d71b-4ac7-a66c-77043e315c28","source":"hackernews","source_id":"49276630","content_type":"comment","title":null,"body_preview":"pro tip: if u are building ur own harness with python (recommended) , use \"llama-cpp-python\"...\nI started with \"llama-server\" and custom stuff around it, which is great for single model setups.. but f","author":"macwhisperer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.10102885803979181,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276630"},{"id":"d60f6e79-07f2-4f9d-b6c3-6a1d3ffdb4fb","source":"hackernews","source_id":"49268321","content_type":"comment","title":null,"body_preview":"I tried to run in on my Arc A770, but all of the binary releases I could find were compiled without OpenVINO support enabled.  I tried compiling it myself, but after two days of the compiler running i","author":"dlcarrier","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.1143705641004451,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268321"},{"id":"b999a6de-a4c4-4797-a14c-ee68b8e4d4b8","source":"hackernews","source_id":"49268444","content_type":"comment","title":null,"body_preview":"I think I can probably run Gemma 3 12B on my macbook M3 pro with 18GB. The question is, should I do it? This small model is probably not capable of doing a lot or advanced coding or reasoning. What el","author":"nexawave-ai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268444"},{"id":"783cca07-36bf-45d2-932f-b60568d1ef8a","source":"hackernews","source_id":"49269821","content_type":"comment","title":null,"body_preview":"I tried\n    curl -LsSf https://llama.app/install.sh | sh\n\nand then\n    llama serve -hf unsloth/Qwen3-4B-GGUF:Q4_0\n\nThen I get:\n    W load: control-looking token: 128247 '</s>' was not control-type; th","author":"TekMol","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","technical_detail_specificity","problem_solving_attempt"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269821"},{"id":"917db44e-1541-487a-b504-1d38589bafd5","source":"hackernews","source_id":"49269615","content_type":"comment","title":null,"body_preview":"This MacOS app used to be called LlamaBarn. Really excellent to see the fast progress being made.\nOfficial repo, also has documentation how to configure server parameters:\nhttps://github.com/ggml-org/","author":"car","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269615"},{"id":"72dcd51e-1bd9-4972-882b-412e2fe4e7da","source":"hackernews","source_id":"49279477","content_type":"comment","title":null,"body_preview":"Check this DLLM D project, a minimal, clean coding agent built directly on llama.cpp without Python, bindings or overhead [1].\nThe blog on the DLLM development [2].\n[1] DLLM:\nhttps://github.com/DannyA","author":"teleforce","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.14176850240501493,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279477"},{"id":"6a2ae44a-f8fa-47ed-82f7-040684ec1d30","source":"hackernews","source_id":"49272328","content_type":"comment","title":null,"body_preview":"If I said, “I want a setup that is usable for an agentic coding workflow, and it MUST be local”, what’s the smallest/cheapest option right now?\nIt’s _technically_ possible to get agents running on all","author":"equalsione","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272328"},{"id":"522ebca7-b34d-46b7-ae8e-644a4bcbeaf8","source":"hackernews","source_id":"49268552","content_type":"comment","title":null,"body_preview":"Is llama.cpp (and thus llama.app) really that much better than Ollama? I've Only ever played with Ollama, so geniously curious to hear other's real-world experiences.","author":"prologic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268552"},{"id":"5a360983-dd8f-4075-831a-06beb317b6a1","source":"hackernews","source_id":"49268597","content_type":"comment","title":null,"body_preview":"Yesterday I installed llama.cpp to test it with local AI Data Analyst that I'm building. I was also testing other open LLM providers: Ollama, Jan, vLLM, LM Studio. I had older NVIDIA card (RTX 3070) a","author":"pplonski86","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268597"},{"id":"4cdadcbf-be39-49fe-a9c6-3772659bc508","source":"hackernews","source_id":"49268198","content_type":"comment","title":null,"body_preview":"I was a bit suspicious of the url but it is also listed on llama.cpp github\nhttps://github.com/ggml-org/llama.cpp","author":"tosh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268198"},{"id":"b63e94ae-454e-45f4-b0d5-7c8391d0279e","source":"hackernews","source_id":"49268425","content_type":"comment","title":null,"body_preview":"Anything that suggests curl into bash just plain sketches me out. (edit: I know, this isn't totally rational, it just seems weird to me. We download and trust a lot of software and run code from a bun","author":"walrus01","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268425"},{"id":"1e3cc137-5cb5-41ee-b1e8-e53bef3f7199","source":"hackernews","source_id":"49268518","content_type":"comment","title":null,"body_preview":"llama.cpp works pretty well for me on the Framework 13 laptop, but the current era of \"move fast, break things, rarely fix\" (sorry, that's how it feels), bites here quite a bit.\nTwo examples:\n- https:","author":"imrehg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268518"},{"id":"1877bda4-425f-4800-abea-612aecea8525","source":"hackernews","source_id":"49268500","content_type":"comment","title":null,"body_preview":"Not sure why it's on the front page now, but I highly recommend using llama.cpp for running AI model locally vs using other inference framework, unless you have a very specific requirement.\nggerganov ","author":"karimf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1179149850430401,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268500"},{"id":"2e82b578-2227-4ce0-b227-6510a07642e5","source":"hackernews","source_id":"49268630","content_type":"comment","title":null,"body_preview":"Old news by now, but you might not be aware that llama-server can do multi-model for a while now,\nMeaning that you (and by that I mean your AI agent that has read the llama.cpp code) can write an ini ","author":"hypfer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268630"},{"id":"da793710-0efd-445f-b5f7-f8ba497d7085","source":"hackernews","source_id":"49275705","content_type":"comment","title":null,"body_preview":"I was very happy to see an \"AI use disclosure\" right on the title page under the abstract.\nIt's not clear if this is solely a possible theoretical result or if it has any practical value.  I.e. is it ","author":"slwvx","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":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275705"},{"id":"2995f687-f8c2-4afd-a6a2-33eb6e48d6f6","source":"hackernews","source_id":"49275145","content_type":"comment","title":null,"body_preview":"Wow, just yesterday I was thinking this exact problem would be a good candidate for AI. Seems it is!","author":"pretzellogician","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275145"},{"id":"42652da1-0567-4f22-8393-e6eeeb54e0e7","source":"hackernews","source_id":"49278569","content_type":"comment","title":null,"body_preview":"Could someone summarize what the main idea is for this method?","author":"abetusk","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278569"},{"id":"6da054be-8635-4b04-9559-14a5ac7eb32f","source":"hackernews","source_id":"49275349","content_type":"comment","title":null,"body_preview":"could this be a problem for the security of Falcon (aka FN-DSA) post quantum signature scheme?","author":"GracefullyShot","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275349"},{"id":"f952c54d-2296-482a-87bd-5aab44bbf2e5","source":"hackernews","source_id":"49276078","content_type":"comment","title":null,"body_preview":"For those who don’t have math extensions in the browser, if that is 2^0.6039, then why don’t math extensions just detect math syntax and style it directly?","author":"hyperhello","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10718561564569491,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276078"},{"id":"257357dc-686f-47e8-bfad-d9b6240c7417","source":"hackernews","source_id":"49285611","content_type":"comment","title":null,"body_preview":"TLDR: this election, if successful for \"Count Binface\", may remove Nigel Farage from parliament and maybe even remove him from Reform UK.","author":"spwa4","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.16259297245027998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285611"},{"id":"6195d6aa-fb0c-420d-82c2-1ce4150d4bab","source":"hackernews","source_id":"49287270","content_type":"comment","title":null,"body_preview":"\"Ich bin ein binliner!\"\nGarbagé, if he wins, should be fined the amount it costs to hold the next by-election himself after he's convicted of taking a £5M bribe.","author":"burnt-resistor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287270"},{"id":"57129138-39b6-4481-b30a-f4c707898128","source":"hackernews","source_id":"49285746","content_type":"comment","title":null,"body_preview":"The election manifesto presented as Ceefax (teletext) pages in space is rather beautiful:  https://xcancel.com/CountBinface/status/2087675824640045259","author":"crtasm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285746"},{"id":"7e14dd69-1861-4f24-84bc-03dc289ab1e0","source":"hackernews","source_id":"49289405","content_type":"comment","title":null,"body_preview":"This piece is so god damn spot on. I have recently been raising every single one of these exact issues in our team. AI prerequisites good working practices and ways of working more than ever before. A","author":"trakkstar","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289405"},{"id":"2023e3b7-c1c4-4b7d-b40b-a79a71a1e8f9","source":"hackernews","source_id":"49274061","content_type":"comment","title":null,"body_preview":"All of this is my fault.\nI decided to start learning programming about 6 years ago as a possible new career path. The universe was not going to have that so AI was created.","author":"user00005","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274061"},{"id":"a7dc07ff-95a3-4721-8818-c4b3cb30cd68","source":"hackernews","source_id":"49281473","content_type":"comment","title":null,"body_preview":"> You were never expected to understand every service and every database. But at least someone did and would explain it to you.\nThis hasn't been my experience. Especially when it comes to enterprise s","author":"rsanek","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281473"},{"id":"1d831cb5-4889-4274-860d-dd94153bd656","source":"hackernews","source_id":"49273319","content_type":"comment","title":null,"body_preview":"Look, stupid companies who use A.I. to generate their code will simply fail. Companies that use bright engineers to engineer their product and write code (and pay them accordingly) will thrive and thr","author":"hn_submit","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.16813965400827038,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273319"},{"id":"34a41ee2-e642-40c5-b3bb-983aa8ae8220","source":"hackernews","source_id":"49272901","content_type":"comment","title":null,"body_preview":"> Fixing it would require such a colossal amount of work that it would be impossible to even start justifying it to anyone in management.\nBad news: by delegating the thinking to somebody else (Claude)","author":"tantalor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1261338526737575,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272901"},{"id":"24450b27-ae57-4cb5-aa9d-91d9b7c90b5f","source":"hackernews","source_id":"49291601","content_type":"comment","title":null,"body_preview":"Fully agree on the interpretation. Changes are massive, we checked 100k+ OSS PRs and we see plenty with 1k+ lines of code. And the bigger the PR is, the longer the time is to review and the highest th","author":"manos-saratsis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291601"},{"id":"be9736b6-2caa-4af9-9a8d-1df900ac74a7","source":"hackernews","source_id":"49279652","content_type":"comment","title":null,"body_preview":"Do we yet have actual, irrefutable evidence of SWE job losses attributable to successful implementation of LLM coding agents?  They've been around long enough and management has been horny enough abou","author":"rootusrootus","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279652"},{"id":"eb4e2d3e-5a21-4f9d-9c8e-8f8d2cc63b9d","source":"hackernews","source_id":"49274576","content_type":"comment","title":null,"body_preview":"People should realize that programming is not a liability.\nProgramming per se is the actual creation of detailed knowledge by writing.\nYou get a task, how does it interact with all other invariants?\nW","author":"devdude1337","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","personal_perspective","semantic_blandness","missing_platform_voice"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274576"},{"id":"2e29693e-a67f-4490-a7d9-aed924bd228a","source":"hackernews","source_id":"49273058","content_type":"comment","title":null,"body_preview":"I think it is less about junior/mid engineers, and more just about the kinds of work inexperienced/cheap developers are often doing: assembly line, JIRA-ticket-taker type development.\nThis is especial","author":"petcat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.10820497565246048,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273058"},{"id":"dda572b9-34cd-45fc-864a-280d7714a951","source":"hackernews","source_id":"49277107","content_type":"comment","title":null,"body_preview":"I have witnessed first hand this and must say is a disaster, the person that came up with a fix to an issue that I didn't understand tried everything to convince me that the automated fix works.\nIndee","author":"liendolucas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277107"},{"id":"589f6499-7329-460d-95ca-931e54956f7d","source":"hackernews","source_id":"49281496","content_type":"comment","title":null,"body_preview":"I'm simultaneously frustrated and I see a business opportunity - I now know that we senior folks are very far from replaceable - and soon there might be consulting to fix big problems.  No one will sa","author":"mancerayder","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281496"},{"id":"8dc03e2b-07cf-48a1-a9cf-ada8dedfd80c","source":"hackernews","source_id":"49275565","content_type":"comment","title":null,"body_preview":"Now the question is - no one was born good or best engineer/programmer/scientist. Often it was a long path of sleepless nights, daily grinding, failing million times, doing dumb mistakes along the way","author":"xvilka","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275565"},{"id":"c49ea444-9a7c-47ad-a06a-97441ddc1438","source":"hackernews","source_id":"49277956","content_type":"comment","title":null,"body_preview":"It’s difficult to have spent a long time learning something, only for that thing to suddenly become accessible to anyone; something that was once scarce and valuable is now abundant and cheap.\nThere a","author":"level87","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice","template_phrases"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277956"},{"id":"d04a27f7-e521-452d-8b14-e9b7999a6313","source":"hackernews","source_id":"49272196","content_type":"comment","title":null,"body_preview":">AI makes projects with weak engineering culture fail much faster.\n>There used to be a time when people sat down and talked about how they'd do something. Now they can just prompt an agent for a few h","author":"whywhywhywhy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272196"},{"id":"7ca1daa0-9e56-49d4-98cd-9ce61273bf66","source":"hackernews","source_id":"49273037","content_type":"comment","title":null,"body_preview":"> You were never expected to understand every service and every database. But at least someone did and would explain it to you.\nI agree with most of this except this. Think there’s some rose tinted gl","author":"aabdi","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15102885803979182,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273037"},{"id":"d8bf0d4c-bbe8-4a3f-b513-caa5284303ea","source":"hackernews","source_id":"49272939","content_type":"comment","title":null,"body_preview":"Between AI and competing against the world with H-1B, it's really never been harder to get an entry or mid-level software engineering job.\nWhich means our pipeline to senior engineer is completely bro","author":"declan_roberts","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272939"},{"id":"dade0c7c-6ab4-4174-8f67-f2b9988f2174","source":"hackernews","source_id":"49273938","content_type":"comment","title":null,"body_preview":"Technology has been doing this for decades. I think a lot of our \"K shaped economy\" discourse is about the bifurcation of the upper middle class creating downwardly mobile educated young people. Nobod","author":"rayiner","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273938"},{"id":"6c723c01-06c0-49cf-bb06-38146c2d70df","source":"hackernews","source_id":"49274715","content_type":"comment","title":null,"body_preview":"This blog post illustrates the importance of NEVER outsourcing your critical thinking or outsourcing decision-making to an LLM. And to never take shortcuts with learning. Learning is hard, but learnin","author":"eshack94","classification":"human_created","confidence":0.78,"indicators":["personal_anecdote","platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274715"},{"id":"86a3da3f-7643-489e-93f7-b5c4041c921a","source":"hackernews","source_id":"49273178","content_type":"comment","title":null,"body_preview":"I think of it more as \"the automation of the stackoverflow engineer\". In enterprise software, there has always just been a non-negotiable large volume of code that was required to be written. This has","author":"scronkfinkle","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273178"},{"id":"500419f2-b632-4298-8e44-123c131c8625","source":"hackernews","source_id":"49273063","content_type":"comment","title":null,"body_preview":"> bad engineers were always a liability\nThis part of the article hits home for me. With AI, \"bad\" engineers can now amplify their \"bad\" engineering x10 across the organization. The most egregious of t","author":"Syntaf","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","self_reference","strong_opinions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273063"},{"id":"11c46737-a508-401e-9db0-89bcc87d92c8","source":"hackernews","source_id":"49275143","content_type":"comment","title":null,"body_preview":"Good article. Doesn't seem to cover when they turned into anthropomorphized girls however.","author":"ta8903","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275143"},{"id":"0abbe62b-db64-49ba-aa84-e0f09c969783","source":"hackernews","source_id":"49274157","content_type":"comment","title":null,"body_preview":"> today, only the genus Equus survives, which includes horses, zebras, asses, and donkeys.\nWhat about hippogriffs?\nAsking for a friend...","author":"ChrisMarshallNY","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.13214626507852117,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274157"},{"id":"524eaf6d-b829-4361-b0cc-ca4ac03221ca","source":"hackernews","source_id":"49273817","content_type":"comment","title":null,"body_preview":"Someone should really get around to cloning secretariat.","author":"spacedoutman","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273817"},{"id":"7ba8c018-2d9b-4966-b008-15b345077200","source":"hackernews","source_id":"49274856","content_type":"comment","title":null,"body_preview":"I don't know why the article goes on so much about Secretariat. Flat races are horse races on easy mode. Steeplechases are proper horse racing","author":"gadders","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274856"},{"id":"17005d2a-b469-4e91-9a6c-c59e3b16ad08","source":"hackernews","source_id":"49276230","content_type":"comment","title":null,"body_preview":"There have been a few badly optimized horse breeding trends. There was a fad in the 1980s for decorative Arabian horses with thin legs. They were not even rideable, but were used as a tax shelter. Tha","author":"Animats","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1405401830187165,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276230"},{"id":"5f618650-f1ef-4934-9be4-d8f79a76a132","source":"hackernews","source_id":"49273145","content_type":"comment","title":null,"body_preview":"I think it's surprising that the article predicts the impacts of gene editing to be relatively small.\n> Even so, the prospects for exceeding current records through gene editing are slim. Today’s race","author":"abeppu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","original_commentary_around_quote"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273145"},{"id":"e18c6b49-842f-48ee-b1f3-87102bb0c5f7","source":"hackernews","source_id":"49272934","content_type":"comment","title":null,"body_preview":"Genetic diversity is a very interesting topic that’s well worth exploring, but it seems to me that Occam’s razor requires us to consider the possibility they just had a really good, well timed dosage ","author":"jaegrqualm","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272934"},{"id":"69f5228e-3aa6-4a58-b65b-36162b85f329","source":"hackernews","source_id":"49274947","content_type":"comment","title":null,"body_preview":"FDA has failed. We’re going to need you start to look up Costco and Walmart or local organic cart body’s to regulate because the FDA can’t.","author":"nothercastle","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274947"},{"id":"efd385ae-6ff6-401d-be2c-31ae8bc587b8","source":"hackernews","source_id":"49277003","content_type":"comment","title":null,"body_preview":"TLDR: nobody is testing irrigation water for cyclospora, it's a blind spot.","author":"m3047","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0.1647153250162607,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277003"},{"id":"aa9ea093-bfaa-41e9-994f-9e3ede4550dc","source":"hackernews","source_id":"49274202","content_type":"comment","title":null,"body_preview":"I've been buying local produce, when I can. I signed up for a CSA share in the spring and get an assortment of fresh veggies every week. The same place does have a local farm stand, so you don't have ","author":"amanaplanacanal","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274202"},{"id":"b65152f5-c01a-4500-8918-09ded0bd5b05","source":"hackernews","source_id":"49277941","content_type":"comment","title":null,"body_preview":"TFA could really benefit from a concise thesis statement. It jumps around randomly and repeats facts that don't appear to be building a strong case for anything specific. Reading between the lines, it","author":"jjk166","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","authentic_uncertainty","terse_critical_voice"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277941"},{"id":"971cb886-016e-484b-a6ca-95920f804291","source":"hackernews","source_id":"49279622","content_type":"comment","title":null,"body_preview":"Apologies if this was in a prior thread but detection and washing are irrelevant when the parasite is dead.\nHow Food Irradiation Works\nhttps://www.cdc.gov/radiation-health/food-irradiation/index....\nh","author":"matthew_wilson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279622"},{"id":"74530940-62bf-4edd-b760-86f8bd32417b","source":"hackernews","source_id":"49259892","content_type":"comment","title":null,"body_preview":"So she previously worked in Meta, then OpenAI, I guess the next reasonable choice for her would be Antropic","author":"sajithdilshan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.12608208929440898,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259892"},{"id":"e0e918e4-5782-4d05-adce-31ee11949d62","source":"hackernews","source_id":"49279422","content_type":"comment","title":null,"body_preview":"One of my favorite sayings is that in theory, theory and practice are the same.  In practice, they aren't.\nMy gut tells me that people working in AI ethics try to operate in theory land, while the res","author":"morgango","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_digression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279422"},{"id":"1837dc31-0e01-4a60-bf82-908d0729a2bc","source":"hackernews","source_id":"49264252","content_type":"comment","title":null,"body_preview":"People love stories. The reasons why people leave companies are plentiful, even in normal times and unextraordinary circumstances, and a high profile job in a frontier lab today ticks neither box.","author":"jstummbillig","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264252"},{"id":"105700ec-a611-4508-9dfa-ed19f30a02b1","source":"hackernews","source_id":"49263984","content_type":"comment","title":null,"body_preview":"Must be tough to do the job when the entire company is aligned against you.","author":"smarm52","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1644611457792466,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263984"},{"id":"cbca6f67-a41c-42e4-a510-10f5099455ac","source":"hackernews","source_id":"49263691","content_type":"comment","title":null,"body_preview":"The most likely conclusion is that she was fired. To quit before your equity cliff things would have to be so terribly bad that you fear you are committing a crime to stay. After 11 months you feel li","author":"encoderer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263691"},{"id":"fb1075d0-2f41-428f-82ad-c877d96197e5","source":"hackernews","source_id":"49263386","content_type":"comment","title":null,"body_preview":"> Previously, she was chief ethicist at Meta.\nShe spent 6 years at Meta. I get the sense there are other factors at play than \"ethics departments are just PR stunts\". There's no way she isn't already ","author":"wxw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1191755810238716,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263386"},{"id":"703a9f9a-8ae1-4b1a-ae97-38fc404e610f","source":"hackernews","source_id":"49284838","content_type":"comment","title":null,"body_preview":"The ethics group isn't at OpenAI to make it ethical, it is there so that it can be pointed to outsiders such as press with words \"we take ethics very seriously\". It is very similar in function to secu","author":"fireant","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284838"},{"id":"cf400ee8-e742-40cc-9188-82e66cadf768","source":"hackernews","source_id":"49260538","content_type":"comment","title":null,"body_preview":"Every OpenAI news cycle the board members who were unceremoniously dumped in the wake of trying to fire Sam prior to the transition to a “for profit” company seem to be proven right.","author":"mikeryan","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260538"},{"id":"0305ecb9-6add-4943-9c3e-7cf7195f1083","source":"hackernews","source_id":"49268327","content_type":"comment","title":null,"body_preview":"The most interesting detail here isn't that an ethics lead left, but that she was apparently the only dedicated ethicist at the company and there’s no replacement","author":"Honali","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268327"},{"id":"74fe1bab-dd77-4bf9-b591-68e294f7de71","source":"hackernews","source_id":"49264999","content_type":"comment","title":null,"body_preview":"Surprised she left as probably had stock options.\nBut she was Meta before so can’t be a question of her principles, so indicates a personal reason","author":"fsuts","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.13094486816079814,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264999"},{"id":"17078016-351b-4d7a-93fd-4bffcc3bb410","source":"hackernews","source_id":"49259408","content_type":"comment","title":null,"body_preview":"> In recent times, Johannes Heidecke, Head of OpenAI's Safety Systems team, also left the company – as did OpenAI’s Chief Futurist Joshua Achiam.\nIt's OK though, they don't need an ethics team because","author":"fwipsy","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259408"},{"id":"b3bed81d-2e45-4a0b-ba2d-b75a6e6fa5c1","source":"hackernews","source_id":"49263895","content_type":"comment","title":null,"body_preview":"COO just resigned too. Coincidence?\nhttps://xcancel.com/bradlightcap/status/2087211567012032862","author":"bashtoni","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263895"},{"id":"1ccc2a87-9773-4024-b760-e80f713a7fe1","source":"hackernews","source_id":"49259654","content_type":"comment","title":null,"body_preview":"> The kinds of questions that AI ethics brings up, are the same kinds of questions that people have been asking for centuries - Chloé Bakalar, former AI Ethics Lead at OpenAI\nThis might actually be th","author":"tancop","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259654"},{"id":"96f2d10c-4560-4eb6-9fbe-1972483ace1f","source":"hackernews","source_id":"49259358","content_type":"comment","title":null,"body_preview":"IME companies hire an ethics team to say they have an ethics team. The ethics team has no sway, no influence, and will never be able to move the business. They will try, and they will make reasonable ","author":"forestrywat","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259358"},{"id":"86c64e2f-df3f-4685-982f-a297cf9ab0f9","source":"hackernews","source_id":"49259488","content_type":"comment","title":null,"body_preview":"The article has no detail that might serve to explain her reasoning for leaving, but does note that she left after the HuggingFace hacking incident. The implication could be that model alignment is no","author":"bogzz","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259488"},{"id":"44b30359-8fdf-48b9-a50d-efe8622bd8a7","source":"hackernews","source_id":"49269237","content_type":"comment","title":null,"body_preview":"I'm a broken record on this, but I'd like to reiterate:\n1. Academic ethics is the theoretical study of what you can get away with. (Law is the applied branch). Professors in ethics are not experts at ","author":"vintermann","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","template_phrases"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269237"},{"id":"7a557de6-7f53-47c7-ac87-5da715204694","source":"hackernews","source_id":"49264686","content_type":"comment","title":null,"body_preview":"The rats are fleeing because the captain doesn't care if the ethical ship sinks... Is what my take away would be if I didn't know, that the ship sank a long time ago and we are just pretending anyone ","author":"minraws","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.11983656073482953,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264686"},{"id":"a23ff0c6-ca8b-403d-8629-d546a14a4735","source":"hackernews","source_id":"49264259","content_type":"comment","title":null,"body_preview":"In five years, I'd love to read a book about the history of AI ethics. I suspect it will read like Voltaire.\nMy sense is that it is radically shifting from a fluffy marketing arm to a department expec","author":"madrox","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264259"},{"id":"a663af18-0464-4465-8da3-d24dcac54610","source":"hackernews","source_id":"49268172","content_type":"comment","title":null,"body_preview":"Organisationally it never works to have a group whose only job is to say no to some other group.  The incentives are diametrically opposed and as a structure it can’t last.\nIf you had an AI company an","author":"seanhunter","classification":"ai_generated","confidence":0.9,"indicators":["uniform_paragraph_rhythm","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268172"},{"id":"1459b7e5-c17e-4ce7-a278-236d8f4022c7","source":"hackernews","source_id":"49259877","content_type":"comment","title":null,"body_preview":"I understand it’s cool to have an artistic website, but it’s very noisy and non-accessible.\nBut very interesting result.","author":"ziofill","classification":"human_created","confidence":0.72,"indicators":["terse_reply","genuine_opinion","platform_fluency","imperfect_expression","absence_of_hedges"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259877"},{"id":"0fc9fbba-62ad-408b-8cd3-ea11aa6f877e","source":"hackernews","source_id":"49260614","content_type":"comment","title":null,"body_preview":"OpenAI and Anthropic will probably now resort to save this server side, instead of relying on encription to be able to keep state on the client.","author":"elzbardico","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_over_explanation"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260614"},{"id":"5d802e39-1ef2-4c70-a2fd-0dfaebed954e","source":"hackernews","source_id":"49269826","content_type":"comment","title":null,"body_preview":"Last year's reports questioning whether reasoning blocks were actually reflected in the final response were why I stopped using reasoning models altogether. I switched to a separate pipeline and have ","author":"NegativeAbsence","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269826"},{"id":"ab8edf20-bf6d-4094-95ff-48a6b278bf77","source":"hackernews","source_id":"49261996","content_type":"comment","title":null,"body_preview":"I used to do a very coarse version of this stealing. I ask a question from ChatGPT pro, once it is done, I ask claude chrome add-in to go through all those thinking from the side bar, extract everythi","author":"EagleEdge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261996"},{"id":"2a0bb929-bc43-49f8-84ab-2221c0b4a88f","source":"hackernews","source_id":"49259834","content_type":"comment","title":null,"body_preview":"The problem with this kind of excellent work is that the response to it is always to say \"Fuck the user\".\nFor example, when there was a paper that came out showing that having model logprobs makes dis","author":"Der_Einzige","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259834"},{"id":"e2515eeb-518c-4d31-9a63-c4cc2a4e412d","source":"hackernews","source_id":"49260221","content_type":"comment","title":null,"body_preview":"I must say right of the bat this is the best research paper/working paper in regards to its styling. Beautiful","author":"vinaigrette","classification":"human_created","confidence":0.72,"indicators":["genuine_specificity","emotional_authenticity","terse_reply","minor_typo","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260221"},{"id":"a0b28f95-3bc7-4204-bd00-01d86af30ce6","source":"hackernews","source_id":"49259628","content_type":"comment","title":null,"body_preview":"This proves that OpenAI models reason in grug speak to save tokens! I wonder if open models are going to start doing that too to save on reasoning tokens.","author":"iamcoder18","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15416666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259628"},{"id":"c42a0a92-f6b7-4f1c-857b-57026d4ecfa2","source":"hackernews","source_id":"49259605","content_type":"comment","title":null,"body_preview":"Really cool work, you get the actual traces. Looks like the vendors can all reliably fix this one though.\nA harder to defend against approach here where they work backwards from the results and ask th","author":"nervai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259605"},{"id":"d70b49ab-2d45-48c5-88c4-0311e210cdf0","source":"hackernews","source_id":"49268905","content_type":"comment","title":null,"body_preview":"Cool find, but can't help myself thinking that registering a domain name and submitting a paper on this to Arxiv is a bit... much. The content here could fit in a tweet or a short blog post as well. N","author":"ggrab","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268905"},{"id":"7a2cae0a-e82c-4555-a1f9-f854e1d0a0dc","source":"hackernews","source_id":"49265912","content_type":"comment","title":null,"body_preview":"I did this with Codex's recent encryption of compaction.\nInterestingly, I didn't have to drop to a dumber model, just a 2 sentence <developer> prompt auto-injected before and after compaction made all","author":"glub","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265912"},{"id":"2a375e02-8b85-4192-9724-5eb363bda461","source":"hackernews","source_id":"49259678","content_type":"comment","title":null,"body_preview":"Super cool that this works. I'm surprised these companies re-use the same encryption key across models!\nI wonder if you can use these for attacks, like this previous paper showing that if you know how","author":"x312","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259678"},{"id":"a4426728-740e-4ad6-be78-f913786698ce","source":"hackernews","source_id":"49259763","content_type":"comment","title":null,"body_preview":"Is this how the eastern labs \"distill\" SOTA models?\nIf you can play it right, you don't even need to send suspicious prompts to the frontier models. Just use them for regular tasks, extract the encryp","author":"myworkaccount2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259763"},{"id":"1e29aa4b-49c6-4bca-87b4-624d66f066bf","source":"hackernews","source_id":"49263548","content_type":"comment","title":null,"body_preview":"\"Stealing\" something you already paid for (tokens), but that you can't have access to(!). And trained on the sum of human knowledge.\nTraining on other model outputs ought to be business as usual, stop","author":"Aissen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263548"},{"id":"cb34d827-3fd0-4ef0-9632-f0b6681fb193","source":"hackernews","source_id":"49263159","content_type":"comment","title":null,"body_preview":"\"Recovery\" would be a more apt (although less catchy name). The stealing is on the provider side for not giving you access to tokens you already paid for.","author":"sly010","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263159"},{"id":"2ddea9fa-fe9f-4d67-a61f-8a27fc64aa9f","source":"hackernews","source_id":"49263083","content_type":"comment","title":null,"body_preview":"Apparently you can do the same by simply running it without reasoning, while giving it a thinking tool...\n>guys you do know you can just disable thinking, and instead give it a \"deep_think\" tool, and ","author":"Pragmata","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263083"},{"id":"960a7bbe-c544-4c29-8f84-1ff419dd4d2a","source":"hackernews","source_id":"49259938","content_type":"comment","title":null,"body_preview":"\"Stealing\" is a strong word to use for looking at the words produced by models built from the collective commons of the world.\nAnd, honestly, being able to see how LLMs make decisions is critical to t","author":"SwellJoe","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259938"},{"id":"b75ab458-ee82-475f-8996-937c84e9b1b2","source":"hackernews","source_id":"49260792","content_type":"comment","title":null,"body_preview":"You cannot steal what is not owned.\nAt least in the EU there is no copyright for LLM outputs, so I guess all they might do is violate the terms of service.","author":"niemandhier","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260792"},{"id":"b16d5264-09f9-49a0-8669-ca70eed29331","source":"hackernews","source_id":"49260570","content_type":"comment","title":null,"body_preview":"> For some AIME problems Opus 4.8 sometimes states the answer before deriving it. We find that the API summary does not always preserve this distinction, and can instead make the reasoning appear like","author":"vhantz","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260570"},{"id":"785adf3e-bab3-4b88-b041-c77664725245","source":"hackernews","source_id":"49261183","content_type":"comment","title":null,"body_preview":"If I'm reading this right, they literally just ask a LLM to tell them what the traces say, with the key being that the traces are portable across LLM models, so they can switch to a smaller one that's","author":"andai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261183"},{"id":"af7f9903-a6d9-4f93-afe1-afe0eb65afea","source":"hackernews","source_id":"49259462","content_type":"comment","title":null,"body_preview":">We take a trace produced by a frontier model, replay it into a weaker sibling, jailbreak the weaker model, ...\nHa! I've been wondering if replaying across models would work, ever since https://blog.c","author":"Groxx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity","imperfect_expression"],"bot_score":0.11077661802142406,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259462"},{"id":"6a32e0d6-047e-403d-b3d1-10ca6c0156cd","source":"hackernews","source_id":"49288577","content_type":"comment","title":null,"body_preview":"I'd like to be able to select a date/time and have it quickly spit out unix time.","author":"beefstew123","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288577"},{"id":"3b19a0f5-4eda-4dcb-9374-ecc5c15ed2ea","source":"hackernews","source_id":"49271412","content_type":"comment","title":null,"body_preview":"I’m going to get hate here but what the heck I have karma points to burn.  What I have to say is not a critique of this particular project which seems nicely done but a general statement on open sourc","author":"jshaqaw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271412"},{"id":"b171b8c2-2da9-4782-abc9-db95b1f2fe94","source":"hackernews","source_id":"49284288","content_type":"comment","title":null,"body_preview":"Im not like wolfram language (better is normal Ruby)\nbut alvays alternative is good options","author":"badcafe23423435","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284288"},{"id":"e19b27d4-5c6b-4d93-82a7-fc56fa72836d","source":"hackernews","source_id":"49277040","content_type":"comment","title":null,"body_preview":"Really excited about this, would love to stop paying for Mathematica.\nI cannot adopt it until this gap is closed in the studio.\nInteractive 2D mathematical typesetting / notation input (front-end)","author":"dataminded","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277040"},{"id":"84b06507-e21f-4f6a-b23e-9b34c7e99f6c","source":"hackernews","source_id":"49276122","content_type":"comment","title":null,"body_preview":"I'm guessing the other Parallel functions are implemented? I vote to include them all, from the comparison page ParallelSelect and ParallelCases are missing as of now. This would allow more multithrea","author":"dj_axl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276122"},{"id":"bc5bac98-0de9-42b3-a60a-3793f0f7dd91","source":"hackernews","source_id":"49273211","content_type":"comment","title":null,"body_preview":"I have used Wolfram a before but I mostly use Sympy. Looking forward to trying this out. If it is faster than Sympy then that would be a huge help.","author":"petrokitty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273211"},{"id":"e51f4a8e-2d4a-4952-8b0e-783a0d389a26","source":"hackernews","source_id":"49284802","content_type":"comment","title":null,"body_preview":"This really does seem wonderful - going to evaluate this some more (no pun intended)!","author":"shrubble","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1404416291680323,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284802"},{"id":"32a63530-39a3-42aa-bfb1-501a0b6d533f","source":"hackernews","source_id":"49279397","content_type":"comment","title":null,"body_preview":"I used Mathematica for many years for getting equations right. If you're looking for new ideas I thought being able to make approximations (other than series approximations) would have been a great ad","author":"webslinger1","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279397"},{"id":"d9c7fe0e-3507-4c68-b564-00ef39c6554d","source":"hackernews","source_id":"49277377","content_type":"comment","title":null,"body_preview":"Happy paying Mathematica customer here.\nI think this is great. A lot of people want to have a free alternative. For me, the real value of this is the creation of a community and setting the foundation","author":"adalacelove","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277377"},{"id":"ce156fd0-c68c-43f1-9382-84fa666297e0","source":"hackernews","source_id":"49283195","content_type":"comment","title":null,"body_preview":"One idea. May be not all the visitor understand the potential of your tool when they reach your page. An introductory explanation could be helpful (just an idea)","author":"h2aichat","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.3726315623737977,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283195"},{"id":"5a8ea5b3-3687-4006-91bd-d03ea4f87f8a","source":"hackernews","source_id":"49272668","content_type":"comment","title":null,"body_preview":"What is the performance like for symbolic maths?\nI always preferred Mathematica for that to SymPy since it's baked in to the language much more. It was also way way faster than SymPy was for anything ","author":"physicsguy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272668"},{"id":"78e64942-8a1c-4818-b8e4-be2b537dc832","source":"hackernews","source_id":"49273717","content_type":"comment","title":null,"body_preview":"A suggestion: I think the python api could be more useful if it returned a structured tree and possibly also could accept a structured tree. I'm guessing you're using maturin, there are some nice low ","author":"philzook","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273717"},{"id":"9e546689-f16f-447c-b017-d8fc59ede331","source":"hackernews","source_id":"49273214","content_type":"comment","title":null,"body_preview":"I like this project! I've used Wolfram Language since high-school and collected a large number of notebooks that I revisit sometimes. I'm curious, what fraction of cells work under Moxi? 1,275 noteboo","author":"yaroslavvb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273214"},{"id":"9ada254f-12d4-403a-8029-e30afb577f00","source":"hackernews","source_id":"49271157","content_type":"comment","title":null,"body_preview":"Can it run Rubi?\nhttps://rulebasedintegration.org/","author":"Y_Y","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271157"},{"id":"d96427cb-d507-4e21-856e-4149c606a5e5","source":"hackernews","source_id":"49282707","content_type":"comment","title":null,"body_preview":"Congrats, I remember seeing this few months ago, and it has improved a lot since then! I haven't tapped into Wolfram / Mathematica since my physics years, but I am curious now to try it again.","author":"3abiton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.125,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282707"},{"id":"921ef3b7-04fd-4c9b-a06c-61be32362bf6","source":"hackernews","source_id":"49272207","content_type":"comment","title":null,"body_preview":"As sometime who's never used Wolfram Languages before this project has gotten me interested.\nFor sometime now I've been looking into a good CAS for my app. I've tried a few algebra problems with Sympy","author":"bobajeff","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272207"},{"id":"82d20e97-7364-4abe-8068-7783c647c5a7","source":"hackernews","source_id":"49275219","content_type":"comment","title":null,"body_preview":"I tried out the multivariable calculus visualizations from https://nmd.web.illinois.edu/classes/2024/241/schedule.html (search for \"visualization\") and Woxi Studio seems to be able to display them. I'","author":"ethanc8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275219"},{"id":"e163eb9d-a433-4413-8c14-53937edbfe6b","source":"hackernews","source_id":"49270284","content_type":"comment","title":null,"body_preview":"This was also posted 6 months ago: https://news.ycombinator.com/item?id=47155526","author":"alex7o","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08755903732181296,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270284"},{"id":"06c68c97-be16-45b8-b2a4-3f877ac3def3","source":"hackernews","source_id":"49275017","content_type":"comment","title":null,"body_preview":"Wish you luck. Hope one day instead of Sage that is a bunch of Python glue for completely different and disjointed systems like Maxima, SymPy, Octave, GAP, PARI/GP, etc we will get a one well-integrat","author":"xvilka","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275017"},{"id":"83196503-144f-47cc-b504-5db124e7a42d","source":"hackernews","source_id":"49273294","content_type":"comment","title":null,"body_preview":"I get the reasons for not supporting out of order execution and the % variable, it makes for more readable and usable notebooks. Unfortunately most of the time I use Mathematica it is not to make a re","author":"peterus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","self_reference","niche_expertise"],"bot_score":0.125,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273294"},{"id":"409a782b-05c7-414b-80f4-f2a08ef77fe6","source":"hackernews","source_id":"49251061","content_type":"comment","title":null,"body_preview":"From a user perspective, Google search is the most useful it has been in years, though that doesn't feel entirely like intentional improvement, just a lucky side effect of the move to \"AI mode\".\nAnd y","author":"georgemcbay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49251061"},{"id":"ea77edeb-c03f-48c6-aabe-f411c910ca32","source":"hackernews","source_id":"49254385","content_type":"comment","title":null,"body_preview":"we're building the world's largest library and then locking the doors, letting the bots photocopy everything before the lights go out.","author":"luciana1u","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","metaphorical_language","platform_fluency"],"bot_score":0.12880389694173416,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49254385"},{"id":"05cb709d-7c2e-4f6d-9a31-e59ff84c4b2e","source":"hackernews","source_id":"49261641","content_type":"comment","title":null,"body_preview":"I was asking Claude yesterday about some specific roman history when it appeared to hallucinate a fact I knew not to be true - when I questioned it, it said it sourced it from an Encyclopedia Brittani","author":"HarHarVeryFunny","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","platform_fluency","emotional_authenticity"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261641"},{"id":"776920ea-1084-476d-8c49-21ab6d5dded2","source":"hackernews","source_id":"49254850","content_type":"comment","title":null,"body_preview":"AI will kill the internet because it is killing the incentive to make it. It is an industrial-strength example of why we don’t allow stealing.","author":"ChiMan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49254850"},{"id":"36c3344d-53be-40ec-9a46-344467e82cca","source":"hackernews","source_id":"49254679","content_type":"comment","title":null,"body_preview":"I'm working on using the OpenZIM format to archive the web and to make the wikis seedable (and locally hostable for LLMs) so that the ongoing cat and mouse game anubis defense can stop.\nMy hope is tha","author":"cookiengineer","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49254679"},{"id":"2ce05f7c-a532-4a1c-ac5a-3477196a07c4","source":"hackernews","source_id":"49258659","content_type":"comment","title":null,"body_preview":"Google wasn't great for a very long time. Switched to Duckduckgo years ago. I just love the bangs, because I tend to go to sources I trust anyway.\nDoesn't mean I'm not also using duck.ai. It makes sea","author":"nedt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality","semantic_blandness"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49258659"},{"id":"c5f19273-7749-432e-9a7a-54a9037ce989","source":"hackernews","source_id":"49256051","content_type":"comment","title":null,"body_preview":"AI has killed reading-anything-written-after-AI for me. Due to this effect it is probably the worst invention in human history or pre-history.","author":"erfgh","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49256051"},{"id":"e0ed085c-0bb3-488e-ab01-302f3114a38e","source":"hackernews","source_id":"49254472","content_type":"comment","title":null,"body_preview":"> While the web has always been organized around intermediaries that shape what survives online and who sees it,\nThis statement, from the sixth paragraph of the article, is something that I would have","author":"bsammon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49254472"},{"id":"35936b50-f4b1-4866-a72f-a2d698ced8e4","source":"hackernews","source_id":"49259703","content_type":"comment","title":null,"body_preview":"I don't think it's really an \"AI problem\", we just got to the \"worse\" part of the \"Worse is better\".\nBack in the day one of competitors of the World Wide Web was Project Xanadu. Project Xanadu was sup","author":"killerstorm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","semantic_blandness","template_phrases"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259703"},{"id":"c9f792cb-2dc9-4206-939e-10e7f7c36014","source":"hackernews","source_id":"49251268","content_type":"comment","title":null,"body_preview":"Kagi search today is better than Google search ever was.\nAnd it’s clear that Google’s Ad model ultimately created a priority inversion.  The advertisers became the customer.\nI am so glad Kagi came alo","author":"schaefer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49251268"},{"id":"04f809e3-0611-4009-bcc8-58a802380fbc","source":"hackernews","source_id":"49253269","content_type":"comment","title":null,"body_preview":"Gemini has been a hilarious companion to my while I fixed the balance shaft chain guides in my old Mitsubishi triton (mighty max for US readers).\nFirst it told me I could just remove said balance shaf","author":"smackeyacky","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49253269"},{"id":"3b8a59fc-612e-4dba-a8fb-094128c10b3c","source":"hackernews","source_id":"49251293","content_type":"comment","title":null,"body_preview":"I feel like collecting, curating, and protecting high quality corpuses of \"truth\" is going to become increasingly important for high quality AI.\nThere will come a day (and probably soon) when \"trainin","author":"umvi","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49251293"},{"id":"921afe64-cf20-412a-bfcb-57f6601e7878","source":"hackernews","source_id":"49252050","content_type":"comment","title":null,"body_preview":"The article touches on something that I've been thinking about with regards to Google's AI strategy; the automatically-generated AI search summaries are not great. They very frequently confidently mis","author":"CommieBobDole","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":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49252050"},{"id":"f45b4ec4-6ba1-448b-997a-56eccb8b2a35","source":"hackernews","source_id":"49251205","content_type":"comment","title":null,"body_preview":"I occasionally use Google Search when DuckDuckGo fails to give me relevant. Almost always, Google has better results.\nThough I can find its AI answers annoying aggressive. I'll look up like two search","author":"novafunc","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":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49251205"},{"id":"3b468cf2-ea47-4062-8ab7-32debee5ba71","source":"hackernews","source_id":"49254552","content_type":"comment","title":null,"body_preview":"Funny, I was just thinking this morning that Google searches are absolutely horrible these days. It's like it has amnesia, a lot of recent history seems to be just gone. Especially on non US specific ","author":"sgt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49254552"},{"id":"caa664ef-b53b-424c-900e-19f7db5e9ba9","source":"hackernews","source_id":"49255973","content_type":"comment","title":null,"body_preview":"I called this maybe 3y ago, but I think so did everyone else that was sane. Sure, we get immense value from AI, but indiscriminately injecting into everything, the one thing we know to be unreliable a","author":"figassis","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49255973"},{"id":"18619500-35e8-463a-a15c-2827ed5e6538","source":"hackernews","source_id":"49251231","content_type":"comment","title":null,"body_preview":"I spent the last three days (off and on) using Gemini to configure my edge router 4 with my iOS devices on a vpn and it's been awesome. In the past I'd do a google search and read a few sources of doc","author":"comrade1234","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0.12043474841687163,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49251231"},{"id":"fc2737da-6227-450f-94e0-18b7e7545191","source":"hackernews","source_id":"49252034","content_type":"comment","title":null,"body_preview":"After publishers successfully sued the Internet Archive over its digital lending program, calling it unauthorized copying\nNo. The court specifically determined that the Internet Archive was guilty of ","author":"ilamont","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","external_link_usage"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49252034"},{"id":"a894c1f0-dbd2-4b6d-ae6d-822f4b090365","source":"hackernews","source_id":"49256156","content_type":"comment","title":null,"body_preview":"My sister, a  journalist, mentioned to me that she only uses google search because she had learned how to get information typically only Google indexed in the country she lives in, in a way it was not","author":"ghm2199","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.18085539288344782,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49256156"},{"id":"85202872-44bc-425c-85fc-4c635975b972","source":"hackernews","source_id":"49259192","content_type":"comment","title":null,"body_preview":"I see symptoms of this all the time.  For example, it's a weekly annoyance for folks to pop into /r/strava to showcase their vibe-coded app that uses the Strava API to do $THING.  Then someone invaria","author":"jdauriemma","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259192"},{"id":"8c9de706-f9de-43d2-b038-7bf7fac2a6a7","source":"hackernews","source_id":"49283110","content_type":"comment","title":null,"body_preview":"interestingly, greenland, which is essentialy a giant glacier is melting slightly slower so far this year, but unfortunatly this is completly offset by huge polar ice loss, and reduced sea ice in the ","author":"metalman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.14426817801783393,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283110"},{"id":"59ccda24-f04b-4168-896c-470c9e8e8d26","source":"hackernews","source_id":"49277348","content_type":"comment","title":null,"body_preview":"https://nmaffe.github.io/iceboost_webapp/ is an app for estimating glacier ice thickness using a machine-learning model. 'ICEBOOST v2.0 viewer'","author":"vixen99","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277348"},{"id":"9482f500-5774-490f-83ed-e28701621dd1","source":"hackernews","source_id":"49278700","content_type":"comment","title":null,"body_preview":"I recently visited Illecillewaet Glacier in Glacier NP , BC and most of the recession occurred prior to 1930 .  Naturally the remnant continued to recede after that. And the recession started before 1","author":"tonymet","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278700"},{"id":"f5b802ed-3464-4297-b778-035b1274c94e","source":"hackernews","source_id":"49277887","content_type":"comment","title":null,"body_preview":"It's like they purposefully chose the most confusing Y axis.\nI was at the Pasterze glacier in Austria a few months ago. It is little more than a puddle now.\nhttps://x.com/subfossilguy/status/194226742","author":"Invictus0","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277887"},{"id":"63e3feaa-69e4-422d-bbe2-7aa41c89148a","source":"hackernews","source_id":"49275651","content_type":"comment","title":null,"body_preview":"They should mention thermal expansion, which is also a major driver of sea-level rise.","author":"koops","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275651"},{"id":"e2deab31-c1fd-4537-bb7b-6b1c03efff02","source":"hackernews","source_id":"49278375","content_type":"comment","title":null,"body_preview":"The chase on a glacier in Frankenstein by Mary Shelley would be a lot less dramatic today, Mer de Glace, https://www.bbc.com/future/article/20251106-the-sea-of-ice-t...","author":"stevenwoo","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278375"},{"id":"fe1556c5-6571-45aa-af58-1dd505606f85","source":"hackernews","source_id":"49275859","content_type":"comment","title":null,"body_preview":"The graph for cumulative glacier mass balance is quite sobering. The loss seems to be accelerating as well. This stuff is so depressing.","author":"nehal3m","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","semantic_blandness","missing_platform_voice"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275859"},{"id":"a4369547-dc2e-4778-89d3-d9530e77ad95","source":"hackernews","source_id":"49276082","content_type":"comment","title":null,"body_preview":"George Bird Grinnell, the \"Father of Glacier National Park\", made a final visit to his namesake Grinnell glacier in 1926 and then wrote in his diary [1]:\n>\"the glacier is melting very fast and the amo","author":"sys32768","classification":"human_created","confidence":0.85,"indicators":["human_indicator_quoting_source","human_indicator_platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276082"},{"id":"cba73131-b982-496f-b27e-13fb9a29b43d","source":"hackernews","source_id":"49291844","content_type":"comment","title":null,"body_preview":"So they take the playbook of the least competent administration and think that's the way to go? Not to mention that Spain is not a common law country and how the US conceptualizes both the methods and","author":"jimz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291844"},{"id":"d4905b4d-01f0-4229-a785-2af0c8be520c","source":"hackernews","source_id":"49284228","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/IBM_and_the_Holocaust not mentioned? Back then, Punched cards for Nazis. Nowadays, \"punch a nazi\" is a trending meme.","author":"a3w","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284228"},{"id":"18349b51-3db1-44bd-9967-e6c04faab7e2","source":"hackernews","source_id":"49284696","content_type":"comment","title":null,"body_preview":"Another fun fact: The USAF data center I worked at in 1987 was still using punched cards and paper tape.","author":"steelkilt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284696"},{"id":"ef4d0bd3-e842-4ec6-9297-a75cfc665b2f","source":"hackernews","source_id":"49287418","content_type":"comment","title":null,"body_preview":"In the \"Hollerith Tabulator/Sorter, 1890\", the machine counts and chooses an output tray. The operator acts solely as card transport.","author":"mac3n","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287418"},{"id":"99a559ba-19f4-4cb5-be0d-47477973159c","source":"hackernews","source_id":"49284551","content_type":"comment","title":null,"body_preview":"Fun fact: Hollerith did his initial work on this during his brief stint as a mechanical engineering instructor at MIT so (if you squint) this is the first MIT compute hardware spinout.","author":"danrecht","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284551"},{"id":"6fbe067e-70e4-46e1-b896-3b0490d4065e","source":"hackernews","source_id":"49285185","content_type":"comment","title":null,"body_preview":"While spitting out numbers, these machines generated exorbitant profits over decades for the company that would become known as IBM.\nFunny that IBM would describe its own profits as “exorbitant”.  A l","author":"jp57","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285185"},{"id":"965e055d-5bd2-4c28-b541-27d558b2134d","source":"hackernews","source_id":"49283738","content_type":"comment","title":null,"body_preview":"> During a short stint compiling manufacturing statistics for the US Census Office, Herman Hollerith grew frustrated with the organization’s manual process of counting questionnaires.\nGo out to the wo","author":"forinti","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","human_indicators_present","absence_of_ai_indicators"],"bot_score":0.11488750195857506,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283738"},{"id":"4bb490f8-6744-462b-a80e-a930578fe89c","source":"hackernews","source_id":"49272876","content_type":"comment","title":null,"body_preview":"I look at people spewing propaganda of let agents go wild when building stuff \nforgetting when building stuff - 'the moat was building the right thing' not building the wrong thing really quickly.","author":"dzonga","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272876"},{"id":"150c219b-9b18-4c85-ac4f-c02e6d8bbb78","source":"hackernews","source_id":"49268574","content_type":"comment","title":null,"body_preview":"Make rust in the loop. Rust is the best. Only smart people use rust.","author":"mojo-10","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268574"},{"id":"d9afdd57-f6a8-4601-8214-6656066d21d7","source":"hackernews","source_id":"49268028","content_type":"comment","title":null,"body_preview":"> Equipped with tools that could theoretically make me a faster, more capable builder, I felt a strong urge to maximize my use of the tools by applying them to the task of… maximizing my use of the to","author":"BrenBarn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268028"},{"id":"28b1968f-0bda-4f01-a5cc-9f5f7ebac779","source":"hackernews","source_id":"49268132","content_type":"comment","title":null,"body_preview":"This post really resonated with me - I’ve been having similar thoughts recently.\nThat’s why I found the final paragraph to be a bit of a shock - “ More important: it’s freeing me up to do human stuff ","author":"rando103747202","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268132"},{"id":"372cdf53-48c0-47af-99d8-c0bb7358dc87","source":"hackernews","source_id":"49267856","content_type":"comment","title":null,"body_preview":"One thing I have been doing to avoid the feeling of starting 100 projects and finishing none, is to work on one big ambitious project. That way I don't have a bunch of half finished projects staring a","author":"stillpointlab","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_anecdote","platform_fluency"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267856"},{"id":"322f17bd-ca7a-4f34-a993-b06b3a3ce9e5","source":"hackernews","source_id":"49271988","content_type":"comment","title":null,"body_preview":"\"it’s freeing me up to do human stuff like write and reflect right now\" --> you are one of the rare humans still writing your own stuff.","author":"dorienh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271988"},{"id":"79144b66-0517-4854-8029-d0eedcfa3958","source":"hackernews","source_id":"49269663","content_type":"comment","title":null,"body_preview":"\"I have so many half-baked ideas for tools or services I barely need, sparked by a combo of unaddressed workaholism and techno-optimist wishful thinking.\"\nThis part resonates. AI has been such an acce","author":"davedx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269663"},{"id":"4dd5706c-7ccb-4a73-b7d4-1b017437216e","source":"hackernews","source_id":"49269369","content_type":"comment","title":null,"body_preview":"AI is definitely the loop. Humans are at the top (for now) making overall decisions and at the bottom (trivialities that the AI doesn't have access to or requires physical access). Everything in the m","author":"flemhans","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269369"},{"id":"3b19abca-6fcc-4750-ab51-13eeeb3a08e5","source":"hackernews","source_id":"49267775","content_type":"comment","title":null,"body_preview":"> a productivity ouroboros.\nThis reflects my impression of working with LLM as well.","author":"inatreecrown2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267775"},{"id":"eb197a77-9a25-4bca-b4a8-bd26785156e6","source":"hackernews","source_id":"49268017","content_type":"comment","title":null,"body_preview":"Yes. This is consistent w/ my default position: \"if LLMs are good at it, we probably don't need to do it.\"","author":"garrickvanburen","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268017"},{"id":"3e47bf78-ac97-4d2b-852a-303c8c1ac53d","source":"hackernews","source_id":"49290846","content_type":"comment","title":null,"body_preview":"Three things:\n1) Read more books, \n2) Learn more vocab, \n3) Just write more!\nNothing crystalizes the thoughts coursing through our heads than writing something out - often times refining it - and forc","author":"agenticworldcup","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","template_phrases","semantic_blandness"],"bot_score":0.6038753251996748,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290846"},{"id":"abddf346-b863-463b-ba05-de2bfa54f88a","source":"hackernews","source_id":"49283408","content_type":"comment","title":null,"body_preview":"I used to be an AI sceptic, but with newer model being released I come closer to the mid: It's a great tool that amplifies human output, but without human judgement in the loop it's a danger to IT sys","author":"sagabai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09247276668450789,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283408"},{"id":"11eccf46-3725-4f0a-abb2-5eac27bdd089","source":"hackernews","source_id":"49268175","content_type":"comment","title":null,"body_preview":"There are tasks where AI genuinely removes tedious work and then there are tasks where the tedious or uncomfortable part is actually the thinking you needed to do","author":"veunes","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_nuance","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268175"},{"id":"cfb2552f-5681-4a76-ad99-90e01a6eefab","source":"hackernews","source_id":"49269841","content_type":"comment","title":null,"body_preview":"I find that it lets me do a surprising amount of work before the excitement and hyperfocus wear off. This is sometimes good, sometimes bad.\nSometimes I'll get a neat little feature out while I feel in","author":"nicbou","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.09061062355743872,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269841"},{"id":"b5db61b2-fd5b-4c53-ae5c-cb70bee02ba4","source":"hackernews","source_id":"49284278","content_type":"comment","title":null,"body_preview":"Great thoughts. I too came back from vacation this year to find that I wasn't nearly as interested in AI doing certain things for me (like writing) and much more interested in finding the areas it's p","author":"chrismdp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284278"},{"id":"8253e18c-844e-4b4e-b559-92f550375bfb","source":"hackernews","source_id":"49268030","content_type":"comment","title":null,"body_preview":"I'm cautious on the dependency part too. Do I have a bunch of tools now that help me and wouldn't exist without an agent writing them for me? Sure. Will I be able to fix them once their codebase will ","author":"_def","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268030"},{"id":"0bb20a6b-85fa-49f8-a218-599bf072d7d1","source":"hackernews","source_id":"49267765","content_type":"comment","title":null,"body_preview":"I like this, and resonate with the same thoughts. I do wonder when it comes to work though if the answer isn’t doing less but maybe breaking through in some way. I don’t know what it looks like but I ","author":"appplication","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","synthetic_empathy","natural_digressions"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267765"},{"id":"b7c52ab2-36f8-474c-b073-22f3f217617b","source":"hackernews","source_id":"49268159","content_type":"comment","title":null,"body_preview":"I find it interesting that so many of my friends resonate with this. I… don’t, really.\nI only ever have 2-4 opencode/claude tabs open at once. And I use them for consistent tasks. There’s no way I’d b","author":"borski","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268159"},{"id":"4837dc83-c244-497e-a923-d7a8e42243f1","source":"hackernews","source_id":"49270028","content_type":"comment","title":null,"body_preview":"I am coming around to the view that for somethings it is better to not use AI at all. Writing and Strategic thought are those things for me.\nThe problem with writing, and something I am noticing latel","author":"sonink","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","natural_digressions","platform_fluency"],"bot_score":0.10498589592716362,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270028"},{"id":"a1af565e-07f0-4de4-b792-72053b3a3e76","source":"hackernews","source_id":"49289163","content_type":"comment","title":null,"body_preview":"AI needs typing.\nAlso AI does not benefit from abstractions such as ORMs - you are far better to have your AI write SQL.\nThat goes for all abstractions including CSS JavaScript \n and everything else R","author":"andrewstuart","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12871732722208593,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289163"},{"id":"a24666b4-1d0a-4e50-b5de-f8b03c6e1a41","source":"hackernews","source_id":"49283386","content_type":"comment","title":null,"body_preview":"... in BPF.\nThis is a solved problem as long as you don't insist on reinventing the wheel.","author":"account42","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283386"},{"id":"cf853ea8-9590-40d8-bef2-e3efbd258f42","source":"hackernews","source_id":"49280342","content_type":"comment","title":null,"body_preview":"I can relate to the bit actor's feeling of relating to this story 8-/\nI also really feel a kinship to The Life Aquatic.\nI love sailing and being on the ocean, and I'm also past my prime and down on my","author":"johnea","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280342"},{"id":"5254270c-b764-4f61-bdbb-a11aabf561bb","source":"hackernews","source_id":"49277238","content_type":"comment","title":null,"body_preview":"Bizarre seeing this since I'm currently listening to The Life Aquatic soundtrack while I work.","author":"2OEH8eoCRo0","classification":"human_created","confidence":0.85,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277238"},{"id":"339e29c4-9f29-496f-830b-81b74846ec89","source":"hackernews","source_id":"49278503","content_type":"comment","title":null,"body_preview":"He really did look like Bill Murray - when I got to the photo I wasn't sure if it really was Bill or the authors father..","author":"clort","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278503"},{"id":"7ffe8bbe-2bc6-409f-9265-32f920b1c0dd","source":"hackernews","source_id":"49278130","content_type":"comment","title":null,"body_preview":"Beautifully written! Life aquatic is one of my favorite movies. Coincidentally father-son relationship is the central theme of the movie!","author":"grenbys","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278130"},{"id":"f33de330-4b04-46a8-8f03-dc16ada45928","source":"hackernews","source_id":"49278386","content_type":"comment","title":null,"body_preview":"Article does a great job of conveying the stress involved for a non-actor to play even a tiny part in a big movie like this, but yeesh, it'd be a dream come true to get even the tiniest part in one of","author":"brandur","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278386"},{"id":"cb1202f1-fd15-472a-9b80-d4e29eadc72a","source":"hackernews","source_id":"49277395","content_type":"comment","title":null,"body_preview":"For those wondering, <https://en.wikipedia.org/wiki/Henry_S._F._Cooper_Jr.>","author":"whitlock","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277395"},{"id":"51feb1bc-7880-47aa-b881-4ca8dd41df99","source":"hackernews","source_id":"49289862","content_type":"comment","title":null,"body_preview":"Maybe orthogonal to the topic, but I would suggest to not only start a blog, but start it on the platform you control: your own domain and self hosting.\nFirst of all, it's just more fun and freedom to","author":"ventana","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","natural_structure","absence_of_template_phrases","terse_practical_tone"],"bot_score":0.10426197714626997,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289862"},{"id":"4f41d57e-3cc0-4dfb-81c9-7d6835ab8880","source":"hackernews","source_id":"49266393","content_type":"comment","title":null,"body_preview":"I think a better headline would be something like: Compression is Abstraction and Decompression is Extrapolation.\nMany of the debates in the comments seem to come down to whether people believe predic","author":"saltcured","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.1858974358974359,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266393"},{"id":"919fdb48-b097-452a-9629-7dc616172f61","source":"hackernews","source_id":"49264138","content_type":"comment","title":null,"body_preview":"Cool visuals and breakdown. I wrote something in early 2025 about how LLMs seem to be an emergent behavior of lossy compression, but did not have the knowledge or verbiage at the time to get this deta","author":"jparishy","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264138"},{"id":"4a7de5ef-d9d2-41e4-9d7a-668093392204","source":"hackernews","source_id":"49264299","content_type":"comment","title":null,"body_preview":"I stumbled across a connection between LLMs and compression when researching N-dim polytope emergence in neural networks. Toy Models of Superposition (Anthropic, 2022) suggests that gradient descent c","author":"baron3dl","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","natural_digressions","platform_fluency"],"bot_score":0.17498589592716363,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264299"},{"id":"eff47531-85f0-4dac-baa0-e4b395515ce1","source":"hackernews","source_id":"49265204","content_type":"comment","title":null,"body_preview":"Ted Chiang made a similar point in his article \"ChatGPT is a blurry JPEG of the web\" a few years ago:\nhttps://www.newyorker.com/tech/annals-of-technology/chatgpt-...","author":"QuadrupleA","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265204"},{"id":"aeea659c-fefe-46cf-b290-19c9875652bf","source":"hackernews","source_id":"49264762","content_type":"comment","title":null,"body_preview":"I keep on seeing this claim, especially from popular creators such as 3Blue1Brown. How is this not borderline vacuous?\nI'm not a LessWrong^TM rationalist guy, but one really good thought experiment I ","author":"sigbottle","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264762"},{"id":"a82bbe53-5227-4410-95a1-72a3a9211611","source":"hackernews","source_id":"49265800","content_type":"comment","title":null,"body_preview":"Schmidhuber did it first:\nDriven by Compression Progress: A Simple Principle Explains Essential Aspects of Subjective Beauty, Novelty, Surprise, Interestingness, Attention, Curiosity, Creativity, Art,","author":"rrherr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265800"},{"id":"28eebd7f-df0c-4bed-bd4d-654c13e99c2d","source":"hackernews","source_id":"49264531","content_type":"comment","title":null,"body_preview":"3Blue1Brown - \"Compression is Intelligence\": https://www.youtube.com/watch?v=l6DKRf-fAAM","author":"Razengan","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264531"},{"id":"f5b09f52-86ab-40d5-87a4-083ad2d718ab","source":"hackernews","source_id":"49267115","content_type":"comment","title":null,"body_preview":"Oh, since the topic of semantics compression via LLMs came up, here is some interesting research result that I had found earlier this year that I posted here and failed to explain properly, with a ben","author":"YuechenLi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.0975117870085321,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267115"},{"id":"30c4189c-d6ff-4389-8127-218e56ec54c3","source":"hackernews","source_id":"49264034","content_type":"comment","title":null,"body_preview":"Small world. I just did a podcast on this same topic, but coming at it from a different direction, ie. me and my neighbor trying to beat the hutter prize for compression.\nHutter Prize being where you ","author":"adamgordonbell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","self_reference","niche_expertise","links_provided"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264034"},{"id":"42362381-b74c-49a4-ae5a-98819fca414a","source":"hackernews","source_id":"49263885","content_type":"comment","title":null,"body_preview":"This is a lot less surprising when you learn how non-LZ compressors work, that is, by modeling a probability distribution and using those probabilities to encode information in the minimum number of b","author":"variadix","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263885"},{"id":"42b864fc-d2ba-441c-b83d-d9d4154e92a7","source":"hackernews","source_id":"49267284","content_type":"comment","title":null,"body_preview":"Prediction is compression, but I am not sure if it is true the other way around.\nIt's obvious that an accurate predictor enables encoding only the data that the predictor gets wrong.\nBut a compressor ","author":"Lerc","classification":"human_created","confidence":0.78,"indicators":["strong_opinions_with_nuance","niche_technical_expertise","natural_imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.106267262846372,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267284"},{"id":"8b07ba94-8106-4504-9d86-739a639c6a6a","source":"hackernews","source_id":"49263809","content_type":"comment","title":null,"body_preview":"This perspective is a useful source of intuition against the “LLMs can’t have new ideas, they’re just next-token-predictors” style arguments. What if you shift your perspective to thinking of training","author":"throwaway_7274","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.4415037499278844,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263809"},{"id":"275d21dc-fe36-470f-8bcc-b4922357206c","source":"hackernews","source_id":"49264373","content_type":"comment","title":null,"body_preview":"There is Compression done by Prediction by partial matching [0]\nThere is the Kolmogorov Complexity [1], Normalized Information Distance [2] and Normalized compression distance [3] that correlates thos","author":"woliveirajr","classification":"human_created","confidence":0.72,"indicators":["platform_fluency","niche_expertise","genuine_specificity","imperfect_expression","terse_style"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264373"},{"id":"509b6cae-24d8-4f96-afe4-f3fd260606b6","source":"hackernews","source_id":"49264005","content_type":"comment","title":null,"body_preview":"Nope; there is a bit more nuance and the distinction is important.\nCompression is functionally equivalent to prediction when the data distribution is exactly representative of all future problems. The","author":"ssivark","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264005"},{"id":"df06f321-70ad-436e-a21e-2d3d5cce03d9","source":"hackernews","source_id":"49271683","content_type":"comment","title":null,"body_preview":"Consider:\nIf you want to record the motion of the planets, naively you have large tables of positions.\nTo compress that, you may smoothly interpolate sparse positions.\nTo compress that, you encode the","author":"qarl2","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","polished_first_draft","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271683"},{"id":"4147e0cf-17d1-4068-b836-b8fd3a15646c","source":"hackernews","source_id":"49268527","content_type":"comment","title":null,"body_preview":"The page source appears to contain all the actual text within <p> tags, but structured in a completely illogical way. With JavaScript disabled, there are a bunch of shaded bars where the text should a","author":"zahlman","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268527"},{"id":"2faa1493-08d8-44a1-99f4-01b3eebdad37","source":"hackernews","source_id":"49268323","content_type":"comment","title":null,"body_preview":"The article is using probability where it really means proportion and prediction where it means evaluation. The mathematical equivalency is both much less surprising and less revealing once reframed.\n","author":"jjk166","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268323"},{"id":"f5ea55ca-cfd8-42af-b6ab-b072ee0e45b5","source":"hackernews","source_id":"49270652","content_type":"comment","title":null,"body_preview":"Intuitively, the idea makes sense to me. You can only compress something when you reduce the content to “what matters” in it. And understanding “what matters” is to understand the patterns in the data","author":"znnajdla","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270652"},{"id":"38b506d3-5457-4c04-824f-42bb3562fea3","source":"hackernews","source_id":"49263792","content_type":"comment","title":null,"body_preview":"Grant Sanderson has an excellent video on the same topic [0]. It's part of a series that is ongoing.\n[0] Compression is Intelligence Part 1 - https://youtu.be/l6DKRf-fAAM?si=yyLWq8x4sSRkWd98","author":"sheeeeesh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263792"},{"id":"f21e5425-8b19-4817-b135-cc0a43b3ff79","source":"hackernews","source_id":"49264395","content_type":"comment","title":null,"body_preview":"This is the thesis behind the \"Information Theory, Inference, and Learning Algorithms\" course that was taught at Cambridge University.\n> Why unify information theory and machine learning? Because they","author":"farfatched","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264395"},{"id":"30fde51b-1f87-40f7-bedc-dd55de37fc2a","source":"hackernews","source_id":"49281903","content_type":"comment","title":null,"body_preview":"The FAANG really want to get rid of the old internet. \nWho controls the past, controls the future.","author":"hulitu","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281903"},{"id":"1a20025d-44b9-4e9b-a3bb-b468ae305338","source":"hackernews","source_id":"49281949","content_type":"comment","title":null,"body_preview":"They're not yet gone based on the message. They just have to adjust their hardening. The title is a bit dramatic.","author":"edg5000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0.14569382969689024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281949"},{"id":"5fec2018-333c-4e11-aab0-8b10deeb1a70","source":"hackernews","source_id":"49283190","content_type":"comment","title":null,"body_preview":"If you can bring a text-based site down with an L7 attack it was kinda crap to begin with.","author":"bsian","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283190"},{"id":"96e9d987-30a2-4d3f-8e1b-30bceb087f45","source":"hackernews","source_id":"49286137","content_type":"comment","title":null,"body_preview":"For what it's worth, according to internet archive, this banner has been there for a while.\nAt least since February: https://web.archive.org/web/20260211083755/https://www.dosti...","author":"kees99","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286137"},{"id":"ba1be956-19e2-4016-a88f-b8beb5ff85b1","source":"hackernews","source_id":"49275857","content_type":"comment","title":null,"body_preview":"https://app.shadowmap.org\nHas has existed for many years","author":"allthetime","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275857"},{"id":"e87bb609-a9f2-4add-a5f4-f73bbaa1987f","source":"hackernews","source_id":"49279368","content_type":"comment","title":null,"body_preview":"According to this my garden is almost entirely in the shade but I have a suntan to disprove it.","author":"andybak","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279368"},{"id":"eb8ee08d-2467-4ace-af57-c9a7e3002104","source":"hackernews","source_id":"49273934","content_type":"comment","title":null,"body_preview":"Be sure to check out the different layers. In addition to the default which shows shade at a given moment, there are also options for hours of sun in given day, and an a UI to quickly show shade at an","author":"pavon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273934"},{"id":"04c83511-0250-43af-a973-798f26f40e27","source":"hackernews","source_id":"49277968","content_type":"comment","title":null,"body_preview":"https://jveuxdusoleil.fr/#16/48.8551/2.3479\nit exists since many years with this French website","author":"soizi","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277968"},{"id":"ac41d577-7eec-4dfc-916c-ab441c3bee1b","source":"hackernews","source_id":"49272751","content_type":"comment","title":null,"body_preview":"It reminds me of this nice website for when you want to have a drink in the sun at a terrasse in Paris :D https://jveuxdusoleil.fr/#16/48.8551/2.3479","author":"waterpowder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272751"},{"id":"a2160d40-4b63-482e-b14b-003dbcafae52","source":"hackernews","source_id":"49276154","content_type":"comment","title":null,"body_preview":"I've wanted something like this - in Boulder the foothills cast a shadow on the town considerably earlier than sunset provided by weather apps. So in theory, this should be possible to figure out when","author":"jborichevskiy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276154"},{"id":"103fd2d5-59e1-42d9-96d6-d947874a6aac","source":"hackernews","source_id":"49280406","content_type":"comment","title":null,"body_preview":"I don’t know if the building data is from OSM but some of the buildings in my area are not high enough at all and therefore only make a really small shadow. It’s off by a factor of 3 or so.","author":"echoangle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","specific_observation","quantifiable_discrepancy"],"bot_score":0.0862386430914004,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280406"},{"id":"349ceb9b-d1c4-47c5-80b8-2f5e6404b4ba","source":"hackernews","source_id":"49278089","content_type":"comment","title":null,"body_preview":"Ha! A friend and I had this idea ages ago when living in Austin. I actually have the domain “walkdarkly.com” registered for it, in case I ever got around to it. If somebody actually doing something wi","author":"mplanchard","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278089"},{"id":"09bd9d0a-ff1a-4444-b100-d0ffe6c68f43","source":"hackernews","source_id":"49280203","content_type":"comment","title":null,"body_preview":"This is so awesome, really really well done on the UI and UX.\nI love the game like pixel perfect shadow maps.\nI made a similar site last year - https://tonym128.github.io/peakylight/peakylight.html an","author":"tonym128","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280203"},{"id":"f7a5a1a4-6cfe-4f6e-a630-6beb8537fc21","source":"hackernews","source_id":"49279532","content_type":"comment","title":null,"body_preview":"I've seen and loved this before but only today I thought to zoom all the way out and see the true terminator affected by elevation. We usually only seen the idealized smooth curve. Very neat!","author":"procflora","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279532"},{"id":"b70796d6-eb66-4ea3-bc10-2eb591a0822c","source":"hackernews","source_id":"49274119","content_type":"comment","title":null,"body_preview":"This doesn't look particularly accurate, at least not relative to what I can see right now out my window.","author":"foco_tubi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274119"},{"id":"c5b1ecb0-8903-4605-93a6-07f85f219f81","source":"hackernews","source_id":"49285274","content_type":"comment","title":null,"body_preview":"Curious how it knows my location despite Safari not prompting and no location services indicator in my menu bar. (Mac, not iOS).\nI'm not suggesting anything nefarious but it is odd.\nNice app/service t","author":"scrumper","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285274"},{"id":"a28abb40-ed8f-476f-9f0f-d3f775c0e7a1","source":"hackernews","source_id":"49286531","content_type":"comment","title":null,"body_preview":"FYI things too far out of the current viewport don't cast shadows, can be annoying for mountains/hills are sun down/set if you're not aware of it.","author":"toasty228","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286531"},{"id":"878149e6-f3f8-4cd5-ad6e-3ab278a4fa0c","source":"hackernews","source_id":"49278794","content_type":"comment","title":null,"body_preview":"My friends and I used this for a camping party's solar panel's placement (for charging a battery). A large campsite with intermixed trees makes it hard to find the optimal spot on our own, but this ma","author":"km3r","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278794"},{"id":"c2a55699-5375-49aa-8062-caae8759fa67","source":"hackernews","source_id":"49273111","content_type":"comment","title":null,"body_preview":"This is great. I would love a way to simulate something like possible tree placement and how much shade that may generate over the years. There are some parts of my area that are, despite being cut ou","author":"illithid0","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273111"},{"id":"cad0e5e9-3875-49c7-be6c-07fdb9548408","source":"hackernews","source_id":"49281607","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/Manhattanhenge\nThere a street in Manhattan that, during a certain time of year the light shines all the way down the grid of buildings. Here's the link to that moment\nhtt","author":"siriusastrebe","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281607"},{"id":"95dbd8ae-5c43-45d2-8a03-28f1b7b9e173","source":"hackernews","source_id":"49282089","content_type":"comment","title":null,"body_preview":"This tool uses OpenStreetMap data for the buildings and base layer.\nUnfortunately, it kind of hides that it is doing that, which sucks. Usually the required attribution is placed in a corner of the ma","author":"Freak_NL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_observation"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282089"},{"id":"feee3088-4dd7-4e19-86c6-924be54481f0","source":"hackernews","source_id":"49269754","content_type":"comment","title":null,"body_preview":"Not knowing what command you are doing before you submit it is poor design. There are alternative ways to access old commands where you can see the actual command you are about to run before you submi","author":"charcircuit","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency","historical_context"],"bot_score":0.14208067227186036,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269754"},{"id":"ba62417e-afba-4115-9ef6-3fb269a97607","source":"hackernews","source_id":"49268693","content_type":"comment","title":null,"body_preview":"If you really want to be lazy, use a terminal file manager (I prefer lf[0]) it helps avoiding the cd && ls dance. That way, your history only contains commands you actually would want to rerun.\n0: htt","author":"RMPR","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268693"},{"id":"e9e646a9-176c-4f78-9daf-aa27085fe70a","source":"hackernews","source_id":"49269008","content_type":"comment","title":null,"body_preview":"Everyone need be aware, bash uses emac extensions by default.  As I refuse to use emacs, I therefore refuse to use these extensions in bash!\nIn as most sensible people use vi, don't taint yourself by ","author":"b112","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269008"},{"id":"b72e72fd-c863-4874-8136-6b9a2aa57de2","source":"hackernews","source_id":"49269023","content_type":"comment","title":null,"body_preview":"If you find this interesting, don't wait for a random blogpost to appear by chance on HN, go read some manage today!","author":"rixed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12691948026383906,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269023"},{"id":"752549bb-5cef-4100-8be0-c38279001d6b","source":"hackernews","source_id":"49270701","content_type":"comment","title":null,"body_preview":"> who haven't wished they could edit their long commands in an editor rather than in the shell?\nThat's called a shell script. I don't know what others thresholds are but mine is about three pipelines ","author":"somat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270701"},{"id":"0b21b53a-899e-4f3d-aded-b72d344e0dc5","source":"hackernews","source_id":"49269218","content_type":"comment","title":null,"body_preview":"i love the mkdir example, so i’m going to exercise that muscle and see where it goes\nand yeah ^r works, though i often type a few chars and ^p till i get the match. history-search-backward in your inp","author":"grimgrin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269218"},{"id":"651ddd14-937b-40ca-9b80-63bca64ccd42","source":"hackernews","source_id":"49269745","content_type":"comment","title":null,"body_preview":"I’ve been burnt before using ! and forgetting what command I typed previously, thus invoking the wrong command line.\n!! is handy for the sudo example, but beyond that, I tend to prefer pressing the up","author":"hnlmorg","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.1235902344426084,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269745"},{"id":"d1508f4b-0168-4357-b7a5-1a5e7fd28364","source":"hackernews","source_id":"49269021","content_type":"comment","title":null,"body_preview":"! calls are vital for your sanity if you ever do remote support\ntrying to write shell commands on a hypervisor console window within a remote session on a jump box is excruciatingly laggy and annoying","author":"csydas","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269021"},{"id":"c23b1a47-caa4-4b70-b986-f44d5adc85fe","source":"hackernews","source_id":"49270195","content_type":"comment","title":null,"body_preview":"I'm much too lazy to memorise what all of these do, I'd rather just use fish wherever I can. Some combination of typing, arrow keys, and alt+arrow keys is always enough for me to find that thing I wan","author":"DrNefario","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270195"},{"id":"8fcb0913-b2ec-4e22-8e26-59954bd979b4","source":"hackernews","source_id":"49271232","content_type":"comment","title":null,"body_preview":"> alt-. is great for what it is designed to do, iterating over the previous \"last arguments\" of your shell history. It's great at doing that, but it is also limited to doing just that one thing.\nNo, i","author":"mkl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271232"},{"id":"c784cfbd-0e1a-47d7-bb3d-1351ddb47f49","source":"hackernews","source_id":"49270808","content_type":"comment","title":null,"body_preview":"I got used to doing this over many many years with the tcsh shell. I switched to Fish recently and I continue to be annoyed by its refusal to implement this feature. Yes, I tried using all the newfang","author":"jwr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","personal_experience"],"bot_score":0.10488696148839506,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270808"},{"id":"9648ceed-e183-46fc-8f79-5cad9b1b1434","source":"hackernews","source_id":"49268695","content_type":"comment","title":null,"body_preview":"sigh The usability of ! versus Ctrl+R in a shell is pretty much the same as the usability of ed versus vi, or moving files around using cp/mv versus using Midnight Commander or the like: in the first ","author":"Joker_vD","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268695"},{"id":"af6b9ea1-4ed4-4e0e-bd30-a08ae3457e0f","source":"hackernews","source_id":"49268685","content_type":"comment","title":null,"body_preview":"Rather than a sense of \"cool\" or \"useful\" somehow I end up just feeling despair at how organically convoluted it is to determine what something on a command-line really does. To be fair, I've always b","author":"Terr_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","hedge_stacking"],"bot_score":0.14094892394898573,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268685"},{"id":"53f60b1d-e9a7-4715-9ae9-fdfb7eef6b43","source":"hackernews","source_id":"49270221","content_type":"comment","title":null,"body_preview":"This is for teletypewriters. For those of us with interactive electronic video displays, we can use up-arrow to recall the last command or Ctrl-R to search history, then edit the recalled command.","author":"inigyou","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","natural_brevity","absence_of_ai_patterns"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270221"},{"id":"db11af78-5bd6-4693-82dc-abc2b0d8ef39","source":"hackernews","source_id":"49271317","content_type":"comment","title":null,"body_preview":"IMO, !$ is most useful of them all (it is the one that gets replaced with the last argument of the last command).\n!! you can do just as easily with up-arrow enter, which is just as quick. !ssh you can","author":"miki123211","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_hedging"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271317"},{"id":"985eee5e-30c6-4cc1-ba03-2ef77a80b52c","source":"hackernews","source_id":"49270208","content_type":"comment","title":null,"body_preview":"Decades ago, I was taught to use `!` and Co, by a Linux user who was fond of the `sudo !!` trick. Then I switched from this implicit interpolation to explicit shortcuts, and I'm glad I did.\nAs suggest","author":"idoubtit","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","niche_expertise","strong_opinion","platform_fluency","natural_digression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270208"},{"id":"1915deb0-7783-479f-b921-67ff0d2129d4","source":"hackernews","source_id":"49268708","content_type":"comment","title":null,"body_preview":"Every time someone brings this up, I think \"oh right, I could do that\" and then immediately forget. Especially if you can type quickly, it's easier to just \"drive straight ahead\" with the command you ","author":"userbinator","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_hedging"],"bot_score":0.13709722879851646,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268708"},{"id":"c969ea04-d92b-4b66-a315-9c6fa2be89d9","source":"hackernews","source_id":"49291084","content_type":"comment","title":null,"body_preview":"This is an exceptionally small amount of data to draw any conclusion from.","author":"jotux","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291084"},{"id":"9151ac58-0c7b-47fb-b454-84b841ad2521","source":"hackernews","source_id":"49281036","content_type":"comment","title":null,"body_preview":"Hah, what fools! I've been serving empty responses to AI scraper UAs for over a year now.","author":"ryukoposting","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","terse_reply","strong_opinion","absence_of_ai_hedging"],"bot_score":0.08874831837637344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281036"},{"id":"ba683ab3-f2b0-431f-968a-4d1209b2a043","source":"hackernews","source_id":"49280347","content_type":"comment","title":null,"body_preview":"Fork found in kitchen. This is nothing new. Don't have mass vulnerabilities and you have nothing to fear from mass vulnerability scanners.","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280347"},{"id":"6e2583ff-7564-462b-a0f1-79bf9837fa56","source":"hackernews","source_id":"49276253","content_type":"comment","title":null,"body_preview":"How about them apples...  ai bots use faked browser user agents, so people start pretending to be ai instead...","author":"nubinetwork","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.12915748517808667,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276253"},{"id":"7dd47d6f-157c-48af-bb15-1cfdbf8a3540","source":"hackernews","source_id":"49280253","content_type":"comment","title":null,"body_preview":"I'm not sure what to blame yet, but here's traffic on a tiny side site, all from JS-capable clients: https://i.imgur.com/tdexrEI.png","author":"AlbinoDrought","classification":"human_created","confidence":0.82,"indicators":["genuine_uncertainty","platform_fluency","concrete_specificity","natural_brevity","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280253"},{"id":"e3e8fa3e-e19c-4433-aff5-caee7e3b3bcd","source":"hackernews","source_id":"49273270","content_type":"comment","title":null,"body_preview":"Someone is always running mass vulnerability scans. That's a \"water is wet\" state of the Internet.","author":"pjc50","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273270"},{"id":"d6f4a97d-95ea-4aea-9a95-5c8c0b5935d8","source":"hackernews","source_id":"49281110","content_type":"comment","title":null,"body_preview":"How can I attract more of these bots to my server?  I want to test my Apache bad bot blocker.  It uses basic header fingerprinting and h2 support to filter them.  I get less than 5000 hits on an avera","author":"nerdralph","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_technical_detail","clear_goal_with_context","absence_of_ai_signals"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281110"},{"id":"3d75e6e6-b49e-4f3a-8bef-b40994280181","source":"hackernews","source_id":"49276059","content_type":"comment","title":null,"body_preview":"Just in case any of the authors read HN, I'm getting a pretty crazy rendering bug on this page, where a bunch of the contents are redrawing up and down by a few pixels. It seemed to go away with resiz","author":"kevin_nisbet","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276059"},{"id":"67814f76-1626-46f4-9abb-4f629c4706f0","source":"hackernews","source_id":"49275550","content_type":"comment","title":null,"body_preview":"Interesting thought: what if the idea of an open internet is over.\nWhat if we're now moving into a world of strictly KYC. The same way \"The Facebook\" generated massive revenue by creating a KYC world.","author":"blobbers","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275550"},{"id":"877e5804-88cf-4bf4-9930-893b6fe89099","source":"hackernews","source_id":"49276399","content_type":"comment","title":null,"body_preview":"Fake Googlebot visits are #1 in website logs I've been working on. At the beginning I was fighting with them using Cloudflare ASN block rules or their managed Bot Fight mode but it appeared to be not ","author":"ChillyCapy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276399"},{"id":"5bf3bb73-241c-432a-8b60-c3a02576b9a3","source":"hackernews","source_id":"49283793","content_type":"comment","title":null,"body_preview":"Besides, projects with lots of dependencies are taking on more risk than they realize. If one dependency gets compromised, you have no idea how many projects are affected until it's too late.","author":"cjg007","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283793"},{"id":"ee03eaf8-7ca3-4773-a736-b5c36540d6f7","source":"hackernews","source_id":"49284169","content_type":"comment","title":null,"body_preview":"For those suggesting fail2ban as a solution, that's dinosaur software from the palaeolithic. If you have a website of any size then the number of bots will overwhelm the block list in days with their ","author":"Jskewel","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284169"},{"id":"80bbd66d-de9b-461a-8dbd-d07e2b37d800","source":"hackernews","source_id":"49279659","content_type":"comment","title":null,"body_preview":"Very similar experience here. Started July 30, sustained through August 6, when it started a significant ramp-up in volume (5x or so).\nMost of the traffic is originating in GCP. We're seeing ~70k req/","author":"oasisbob","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","genuine_specificity","platform_fluency","strong_opinions","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279659"},{"id":"ce1da0b4-38ca-40af-9a82-a2804aa6699a","source":"hackernews","source_id":"49274828","content_type":"comment","title":null,"body_preview":"I recently blogged about some Cloudflare Workers I developed to combat this type of traffic: https://code.backwater.systems/blog/#2026-06-29T23:40:00.000...","author":"nate-gehringer","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274828"},{"id":"24fda540-1aab-427d-8e21-d9d1b1ac9cc0","source":"hackernews","source_id":"49275344","content_type":"comment","title":null,"body_preview":"Why would you voluntarily pretend to be a AI bot, when those have already a much higher chance of being blocked? Seems holly unproductive.\nBest hypothesis I can come up with is to somehow make the AI ","author":"Tharre","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15941873497092449,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275344"},{"id":"235233d2-377f-466f-a054-24b5a54517d5","source":"hackernews","source_id":"49282600","content_type":"comment","title":null,"body_preview":"Worth saying out loud: user-agent is not identity. Verify AI crawlers by reverse DNS or the provider's published IP ranges - the ones worth letting in all publish them.","author":"tomveber","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282600"},{"id":"363d614f-f2d3-4fa7-a5b7-51cd60b20947","source":"hackernews","source_id":"49279655","content_type":"comment","title":null,"body_preview":"Mass automated vulnerability scans have been a very common thing since years before the advent of this in 2001:\nhttps://en.wikipedia.org/wiki/Code_Red_(computer_worm)\nI remember when 'code red' spread","author":"walrus01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","genuine_specificity"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279655"},{"id":"7af63444-e1cb-4c6f-8f00-70734cc311f8","source":"hackernews","source_id":"49272831","content_type":"comment","title":null,"body_preview":"Many of those user-agents listed are often faked.  Look up which ASN owns their IP.  If I block most VPS providers most of the faked bots vanish.  There are still some running from residential and pho","author":"Bender","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.14152590330019976,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272831"},{"id":"83526a03-e025-4d55-94ea-bf61911dffbf","source":"hackernews","source_id":"49273527","content_type":"comment","title":null,"body_preview":"On average about 100 (TCP) requests hit my home router per minute doing various probing and scanning. Lots of checking for the telnet port obviously. Sometimes you can see a swarm of entirely differen","author":"binaryturtle","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","technical_detail_with_context"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273527"},{"id":"d1270695-de75-4525-9ce9-16c7f6f01298","source":"hackernews","source_id":"49273309","content_type":"comment","title":null,"body_preview":"Every server with port 80/443 open has thousands of hits a day from random boxes looking for wordpress login pages. The only new thing is that they're pretending to be a different type of annoying bot","author":"yabones","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273309"},{"id":"3c89d466-afe3-46e4-a0ed-0eb858335b4a","source":"hackernews","source_id":"49287139","content_type":"comment","title":null,"body_preview":"Maybe this will make Germany finally build its part of the rail line from Palermo to Helsinki","author":"tcfhgj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287139"},{"id":"04e4d70e-b5d8-4062-9571-009380850133","source":"hackernews","source_id":"49284387","content_type":"comment","title":null,"body_preview":"Rivers in Europe are nautical highways and have been for a thousand years. One container ship replaces a hundred trucks.","author":"expedition32","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284387"},{"id":"2d264cdd-e6b2-4418-9bec-0d4a8ba8b22e","source":"hackernews","source_id":"49292490","content_type":"comment","title":null,"body_preview":"Yet, there are still people who think that all the scientists are part of a great conspiracy and that video they received from an uncle on whatsapp is the real source of truth...","author":"dakial1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292490"},{"id":"8b7280a5-218d-4cf9-82e0-196059b238b3","source":"hackernews","source_id":"49284217","content_type":"comment","title":null,"body_preview":"Chemours warns of drought: soon we won't be able to dump our chemicals anywhere anymore.\nThe American chemical company Chemours is warning of the persistent drought. According to the company, the curr","author":"artisinal","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","cultural_references","imperfect_expression"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284217"},{"id":"464add48-d1f0-40ab-9a46-af33b284e89e","source":"hackernews","source_id":"49278139","content_type":"comment","title":null,"body_preview":"\"The Decisions That Actually Matter\" is so AI, I guess Claude. Too AI didn't read.","author":"esher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278139"},{"id":"74d7d60f-e3dd-4265-adaf-afd38dba3934","source":"hackernews","source_id":"49273192","content_type":"comment","title":null,"body_preview":"Delicious, but man does it make the house smell crazy when it's cooking :D","author":"27183","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273192"},{"id":"5ba450a4-da1b-4163-959f-eb24f59c6ea8","source":"hackernews","source_id":"49272642","content_type":"comment","title":null,"body_preview":"I remember back in Siberia, USSR my parents were making bigos often enough when I was a kid. Had no idea it was polish food. We have no Poles in our ancestry","author":"FpUser","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","self_reference"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272642"},{"id":"7b07a352-a804-42e2-b24c-d2f734d94e00","source":"hackernews","source_id":"49273542","content_type":"comment","title":null,"body_preview":"I just had one in Wisła, I also had żurek, rosól and pierogi.\nAlways nice to sample the neighbors cuisine :)","author":"inglor_cz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273542"},{"id":"c36df917-51cb-45eb-9ba8-cc8a286c7ab6","source":"hackernews","source_id":"49272713","content_type":"comment","title":null,"body_preview":"Whenever I've had it from a Ukrainian place (labeled with the same name) it's been too sweet.","author":"thisisauserid","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272713"},{"id":"27125ab3-093f-4cd2-b5ec-dee5ede338d4","source":"hackernews","source_id":"49284680","content_type":"comment","title":null,"body_preview":"My mom never made this, though she did make some other Polish dishes. I just might try making some of my own.","author":"TomMasz","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_anecdote","expressed_intent"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284680"},{"id":"107208e7-aa67-474b-9bdb-cce808cb0510","source":"hackernews","source_id":"49278191","content_type":"comment","title":null,"body_preview":"Tradional bigos was made with venison. Decent sauerkraut really matters as do dried mushrooms which should include boletus.\nFun fact, it gets gradually better with each reheating","author":"alkyon","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278191"},{"id":"bbdc0d98-1d39-4659-91ec-46f9f50f3f15","source":"hackernews","source_id":"49288222","content_type":"comment","title":null,"body_preview":"Bigos is a staple food in Thea: the Awakening, where crafting cooked food gives your expeditions bonuses. Had never heard of it before that but it fits the Slavic setting.","author":"Noumenon72","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288222"},{"id":"2c64e2b1-c2e8-4bf3-be0b-0c7875d50d36","source":"hackernews","source_id":"49272893","content_type":"comment","title":null,"body_preview":"My brother-in-law had this daily for 6 months while being in custody. Now he cant even stand near food carts that serve it. Never really liked it myself, because if there is a choice available, there ","author":"proxysna","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272893"},{"id":"4a79d6ae-7765-45b5-a8ff-fe910690cbfb","source":"hackernews","source_id":"49272245","content_type":"comment","title":null,"body_preview":"The soup stone is missing. My grandpa was from Vilnius which was part of Poland when he left. They always had soup on the stove every day all day and one of the things in it was always a stone to hold","author":"comrade1234","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","historical_context_personal","imperfect_expression"],"bot_score":0.12043474841687163,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272245"},{"id":"7f338d46-ba18-4d79-92ed-85beba26176e","source":"hackernews","source_id":"49218388","content_type":"comment","title":null,"body_preview":"It very slightly remember a traditional meal here https://en.wikipedia.org/wiki/Locro You mix white corn, beans, pumpkin and whatever piece of meat you can grab, with some extra vegetables, bones more","author":"gus_massa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","genuine_specificity","imperfect_expression"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49218388"},{"id":"a7802a05-6f12-4133-baac-be7add179d84","source":"hackernews","source_id":"49272113","content_type":"comment","title":null,"body_preview":"Delphi - almost effortless programming memories.\n> ... native Delphi apps for Windows, macOS, iOS, and Android.\nIn early 2000s there was Borland Kylix for Linux. Thus today (25 years later), if I'd us","author":"kvemkon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272113"},{"id":"cefa5bb9-fd3d-4177-8c11-e8c91cf82fc4","source":"hackernews","source_id":"49271942","content_type":"comment","title":null,"body_preview":"Unfortunately, if you intend on using Delphi, that will be $1200 plus $399 a year for the basic commercial license, and if you also intend on using databases, that will be $4600 plus $1399 a year.  Or","author":"felixgallo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271942"},{"id":"5f531b3a-d60c-4881-a921-6d612f0728b2","source":"hackernews","source_id":"49278405","content_type":"comment","title":null,"body_preview":"Ha what a memory. In HS we started with Java, then the education department (I assume) tried to force us to switch to Delphi, and we had to learn about RAD development methodology, etc, and then, very","author":"NorthSouthNorth","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278405"},{"id":"bf8c10cd-b937-44df-a564-a1af33aa03da","source":"hackernews","source_id":"49271268","content_type":"comment","title":null,"body_preview":"I'm an outsider, although I've heard cool things about Delphi. So, trying to find examples of what this looks like, I was naturally interested in the \"Cool Apps\" section. But my biggest surprise was t","author":"uticus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271268"},{"id":"92a82f9c-3853-479e-941f-21632ade7e57","source":"hackernews","source_id":"49276347","content_type":"comment","title":null,"body_preview":"Delphi might still be decent, but Embarcadero is a fucking train wreck. That company's been Private-Equitied to hell and back. I was involved with them in a business capacity a bit back and it was an ","author":"roughly","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276347"},{"id":"87e3823b-3a37-4f5e-95bb-51c5e09c63f9","source":"hackernews","source_id":"49281605","content_type":"comment","title":null,"body_preview":"I taught myself to write programs on a copy of Delphi 7 I got from a computing magazine CD (or maybe DVD... a long time ago, when Borland owned Delphi...) back in the day. It was great even for an abs","author":"misswaterfairy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281605"},{"id":"4f43291a-af30-4d2f-bd40-612ceca30c82","source":"hackernews","source_id":"49274380","content_type":"comment","title":null,"body_preview":"Borland C++ builder came with a nice manual book that explained object oriented programming from basic concepts. Lol those were the days..","author":"kopirgan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274380"},{"id":"0f6a3ea6-d766-4e52-9885-5a0a93aa596a","source":"hackernews","source_id":"49277912","content_type":"comment","title":null,"body_preview":"Delphi was the first language I learned, and I really enjoyed it. It was so sad it got less and less accessible to me, so I moved to C++ (Which became my favorite language for a long time).\nWhenever I","author":"ketzu","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","emotional_authenticity","platform_fluency","specific_details"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277912"},{"id":"f279db84-23bc-4044-9111-c7cf427cb7c2","source":"hackernews","source_id":"49271369","content_type":"comment","title":null,"body_preview":"I remember Pascal as a so tidy and clean language... And verbose. Very verbose... And calling win API was a horror","author":"p0w3n3d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_recollection","platform_fluency"],"bot_score":0.12747064369764136,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271369"},{"id":"ec44a363-0ed2-4f0d-859e-c479d1ee2991","source":"hackernews","source_id":"49273164","content_type":"comment","title":null,"body_preview":"Self-learning programming in the 90's went from DOS batch files => MS Basic => Turbo Pascal then Delphi 1. Out of all of those I had the best success understanding what I was doing in Delphi.\nAlso Del","author":"t1234s","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_experience"],"bot_score":0.17982456140350878,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273164"},{"id":"f527e3af-6e95-442b-9339-7f551a04072a","source":"hackernews","source_id":"49271628","content_type":"comment","title":null,"body_preview":"I haven't heard of Delphi in ages. Where I grew up, I was the first generation to start high school with C++ as opposed to the previous ones who were stuck with Pascal. I believe I did some in univers","author":"alexaholic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","personal_experience"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271628"},{"id":"bf5a3d47-7021-456a-8822-0b2618ab3223","source":"hackernews","source_id":"49271418","content_type":"comment","title":null,"body_preview":"So much has changed. I remember driving past the Borland HQ in Scotts Valley every day on my way to work. Delphi was so cool back then with the object oriented pascal.\nI kinda miss Borland","author":"datakan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1586911563574242,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271418"},{"id":"b4b5ec16-3162-44c6-9445-bbc6e59be43a","source":"hackernews","source_id":"49271691","content_type":"comment","title":null,"body_preview":"Borland should have made the language 100% free with a totally 100% free command line compiler and libraries.\nCharge people for the IDE - everyone seems to hate paying for languages but be quite happy","author":"wewewedxfgdf","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1231764970315775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271691"},{"id":"95c4f6bc-32fa-4276-9ae9-052f30bb8cb8","source":"hackernews","source_id":"49277413","content_type":"comment","title":null,"body_preview":"Can't believe Delphi is still actively maintained — and with features like this. Lost track of it years ago. Back in 2003 I wrote a university coursework in it; Pascal was my second language after BAS","author":"SalaevAl","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277413"},{"id":"e788868d-2f64-4b4e-9131-59d5cf7512ca","source":"hackernews","source_id":"49271468","content_type":"comment","title":null,"body_preview":"Why would anyone use that over Lazarus (https://www.lazarus-ide.org/)?","author":"albertzeyer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.27447385717793044,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271468"},{"id":"b7435c52-baf6-4278-b7ad-6fe344571bfa","source":"hackernews","source_id":"49272284","content_type":"comment","title":null,"body_preview":"I gave Delphi a shot, but after setting up my account I got a few phone calls a few days later about it to sell me on it. I was genuinely surprised companies still did that in 2024/2025.","author":"cautiouscat","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272284"},{"id":"bcf2c3c4-5c99-4aff-a273-3038c878a956","source":"hackernews","source_id":"49272079","content_type":"comment","title":null,"body_preview":"My favourite Delphi program, and the one I learned to program with, was Dev-C++ (https://sourceforge.net/projects/dev-cpp). AFAIK there is a more recent fork, but I also clearly recall the 4.9.9.? ver","author":"aktau","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272079"},{"id":"2b604974-f406-4f5b-a416-9f101406e78f","source":"hackernews","source_id":"49271819","content_type":"comment","title":null,"body_preview":"Last time I tried Delphi Community Edition, I had to give them my email just to download it, then when I tried any of the templates the IDE showed, it wouldn't build at all, don't show me a template i","author":"giancarlostoro","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.12167652589697248,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271819"},{"id":"a7415b77-9b63-4ce2-9745-cd2d4b960285","source":"hackernews","source_id":"49271751","content_type":"comment","title":null,"body_preview":"A lot of the software I really admired in the early 2000s was developed by single persons using Delphi. It seems to me like there is (was?) something promoted by a Delphi environment that is rare to f","author":"kqr","classification":"human_created","confidence":0.7,"indicators":["personal_anecdote","platform_fluency","absence_of_ai_signals"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271751"},{"id":"a42849c8-af99-49be-9819-92a26f544038","source":"hackernews","source_id":"49281923","content_type":"comment","title":null,"body_preview":"A good process deletes decisions (the Glasgow northbound rule) by focusing you on exactly the steps you need to take. A bad one might remove a few but spawn fifty more (suddenly you're debating story ","author":"sergevar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281923"},{"id":"876d8a45-4824-4b59-91d3-4bc23f7c67cc","source":"hackernews","source_id":"49282827","content_type":"comment","title":null,"body_preview":"> ... I would just have a rule which I had to follow.\nI don't mean to be a downer, but to prevent anxiety I try not to be so strict with myself.\nA process can be freeing at first, but eventually the i","author":"sublinear","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0.1320986616486749,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282827"},{"id":"96fe843a-df56-4ffa-8933-95ac10a5d0a1","source":"hackernews","source_id":"49281176","content_type":"comment","title":null,"body_preview":"It hurts my soul to read of \"Agile\" as a fixed process consisting of arbitrary decisions like two-week sprints and 9:30 stand-ups.\nAgile is \"responding to change over following a plan\". https://agilem","author":"academe","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281176"},{"id":"679bb6ae-4ef4-48e4-93d2-d77eecb7d408","source":"hackernews","source_id":"49283816","content_type":"comment","title":null,"body_preview":"I am thinking of AI credit resets, it forced me to finish my project because I already spent subscription so better not waste it!\nThe cycle was a \"process\".","author":"est","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_anecdote"],"bot_score":0.11029793510344767,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283816"},{"id":"c18a49ec-c9df-44ca-8a19-70b6daafd14e","source":"hackernews","source_id":"49280960","content_type":"comment","title":null,"body_preview":"> Both of these examples demonstrate a process, or a decision made in advance\nA decision made in advance is not a process. Unlike all the other real-world examples of committed processes in the articl","author":"nlawalker","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280960"},{"id":"f6f2c4b9-12c8-4e33-a1e5-14a2c2daef63","source":"hackernews","source_id":"49280855","content_type":"comment","title":null,"body_preview":"> The ‘optimal’ approach would be to check traffic, analyze the data, and shave off five minutes from my journey.\nWhy not letting Google Maps decide?","author":"hartator","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280855"},{"id":"a4bc3f07-9062-4f6b-8157-3a974fd2c534","source":"hackernews","source_id":"49284098","content_type":"comment","title":null,"body_preview":"I think I would use \"habit\" rather than \"process\" to describe this. Process perhaps implies a bit more intent and structure, whereas a habit is doing the same thing repeatedly because that's what you ","author":"pjc50","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284098"},{"id":"5066e295-b3ac-4232-a16f-b54bd7910934","source":"hackernews","source_id":"49280874","content_type":"comment","title":null,"body_preview":"I think I would avocate actually against processes. Processes are nice, handy, and sage, but that assumes you have unlimited time. A baby crying and death approaching really make you rethinking useles","author":"hartator","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280874"},{"id":"8eaf8c77-d595-4edb-995e-548adb331724","source":"hackernews","source_id":"49281546","content_type":"comment","title":null,"body_preview":"This is a good one. Sometimes it doesn’t even matter if the made decision is suboptimal. It’s better than no decision.\nOpinionated linters is an example.\nSometimes you just gotta turn your brain off a","author":"aleksiy123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281546"},{"id":"1f381318-6024-4c95-9eff-4c7a9ce6d2ad","source":"hackernews","source_id":"49282055","content_type":"comment","title":null,"body_preview":"I think the strongest version of this idea is that process is basically a way of spending willpower once instead of repeatedly","author":"Pawenniag","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282055"},{"id":"80db6669-3cc0-4ee0-b4ac-363efe6c8f12","source":"hackernews","source_id":"49282458","content_type":"comment","title":null,"body_preview":"> I was burdened with the mental labour of making this decision\nBut why, I always enjoyed having a choice. I also drove for a long time with several roads to choose, and I liked that each time I could","author":"deepsun","classification":"human_created","confidence":0.8,"indicators":["natural_digressions","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282458"},{"id":"0ff797d0-bd2d-4261-9afa-23ffdd683208","source":"hackernews","source_id":"49280112","content_type":"comment","title":null,"body_preview":"This is a really well-written short article, and I agree with it completely.\nI just wanted to add as well that, as someone who has read quite a lot of books on self-help and productivity, there is one","author":"senkora","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280112"},{"id":"be986596-542c-4a96-b660-a4e657a7283d","source":"hackernews","source_id":"49291226","content_type":"comment","title":null,"body_preview":"This model does not appear to be a language model at all.  I wonder if has any ability to process text or communicate in any natural language.","author":"amluto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.13846933647534285,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291226"},{"id":"492bbf43-12b1-4abe-aa5b-9513d4b8eba1","source":"hackernews","source_id":"49291037","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=49279951","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291037"},{"id":"b094e321-966f-4f10-9c46-2a0f0a4b2f40","source":"hackernews","source_id":"49287505","content_type":"comment","title":null,"body_preview":"Escalation of cyber warfare tactics can’t possibly lead to a full blown conflagration, right?   Right?!?","author":"voakbasda","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287505"},{"id":"5f4d6aa7-1e01-441f-8c83-64b8841d6b3c","source":"hackernews","source_id":"49275410","content_type":"comment","title":null,"body_preview":"I don't understand why anyone would still start a new software project in C today, given the long track record of mistakes developers can make in it.","author":"megamorf","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275410"},{"id":"67f41358-1d20-40d9-80ff-0a345043c9b0","source":"hackernews","source_id":"49279226","content_type":"comment","title":null,"body_preview":"Omg C, so insecure! You should be ashamed of my insecurity!","author":"androiddrew","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279226"},{"id":"e9395125-d46f-4fe5-8136-8e0699390ac9","source":"hackernews","source_id":"49276494","content_type":"comment","title":null,"body_preview":"This looks really interesting! Excited to give it a try.","author":"iJohnDoe","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","synthetic_empathy","semantic_blandness"],"bot_score":0.11380274565550298,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276494"},{"id":"140fbfa6-474f-4087-baaa-64323b4d34aa","source":"hackernews","source_id":"49275021","content_type":"comment","title":null,"body_preview":"If it's minimalist and written in C why does it have such specific system requirements?","author":"torstenvl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275021"},{"id":"f5efe0a1-bb14-4732-804f-5466bcee93b8","source":"hackernews","source_id":"49282332","content_type":"comment","title":null,"body_preview":"Tried it after seeing the comment about it yesterday and loving it so far. Very clean, easy and fast to build. Performance is great, and the minimal UI is a breath of fresh air.","author":"amoss","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282332"},{"id":"39888683-87e9-4435-acbf-fb570e5f5d2f","source":"hackernews","source_id":"49280943","content_type":"comment","title":null,"body_preview":"I didn't try Hax but I hope someone who has can answer a question: does it support suspending current operation if user hits ESC key?\nEDIT: I just looked at interrupt.c in the github repo: handles use","author":"mark_l_watson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","self_reference"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280943"},{"id":"84ed0f47-9313-4f30-8dbf-e6b4e8980463","source":"hackernews","source_id":"49275905","content_type":"comment","title":null,"body_preview":"This is cool! There were a few rust attempts I played around with last year, but they all seemed to fizzle out in favor of everything running on top of js or python.\nI know that Google just launched a","author":"jarjoura","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","personal_experience","specific_technical_details"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275905"},{"id":"8c0b5eb1-4bd3-43da-ae52-56a671030708","source":"hackernews","source_id":"49274885","content_type":"comment","title":null,"body_preview":"A minimalist, terminal-native coding agent written in C is such a clean approach to lightweight local tooling. Love the tech stack choice.","author":"myshapeprotocol","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.195404140665565,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274885"},{"id":"a9c1b160-ccd9-4b5f-8350-bfd20ffd6cdc","source":"hackernews","source_id":"49273768","content_type":"comment","title":null,"body_preview":"I just built and installed this harness on my MacBook Pro and am very happy with its clean, fast performance with local models and llama.cpp.\nWell done, Oleksandr!","author":"mring33621","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.11184486455425122,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273768"},{"id":"e8ac38c2-5e8b-4c16-84b5-5fb5fc83aa30","source":"hackernews","source_id":"49275855","content_type":"comment","title":null,"body_preview":"Would love to hear more about the decision to create the terminal in C? Also what did you use to record your demo video? It looks awesome!","author":"Bleaphar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275855"},{"id":"ef65c403-681c-47bd-92e9-52ab5c4fc64e","source":"hackernews","source_id":"49277278","content_type":"comment","title":null,"body_preview":"I just installed it via homebrew on macos and used the anthropic-compatible custom provider option to configure it to use with deepseek-flash and then used this setup to build a quick rust project tha","author":"abawany","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277278"},{"id":"67a6eff4-2b35-43b3-b02f-26a6cd205937","source":"hackernews","source_id":"49278026","content_type":"comment","title":null,"body_preview":"Something about having a very fast, very small harness written in C only to drive LLMs amuses me. Like putting a big ass spoiler on a minivan or something.","author":"losvedir","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278026"},{"id":"29e8d148-28c9-4115-a723-ab4edbce8e7b","source":"hackernews","source_id":"49263643","content_type":"comment","title":null,"body_preview":"Interesting quote:\n\"For Bluesky’s new CEO, Toni Schneider, these numbers may not be as concerning. The company is not entirely focused on making Bluesky (the app) succeed, but on making it possible fo","author":"frozenseven","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263643"},{"id":"c7a93d35-cb05-478b-a9a2-dfed914c1c77","source":"hackernews","source_id":"49263619","content_type":"comment","title":null,"body_preview":"I hope against hope that people started to realize that the problem isn't the platform, it's the entire approach.\nWho am I kidding, people just realized that Bluesky wasn't going to be the next big th","author":"EA-3167","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263619"},{"id":"7662baa3-1ed4-4476-9809-1bbfc21a8900","source":"hackernews","source_id":"49272117","content_type":"comment","title":null,"body_preview":"I’ve come to think there’s no “better” social media.\nPeople just seem to leave social media entirely.","author":"andrewstuart","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.12871732722208593,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272117"},{"id":"45fadb09-ec72-487c-b1db-ce7f68a18a11","source":"hackernews","source_id":"49264276","content_type":"comment","title":null,"body_preview":"Bluesky's feed algorithm (the \"Discover\" tab) is the worst I've ever seen. Hands down. I can't imagine anyone enjoying it unless they're 1) super into the US politics/domestic issues AND 2) politicall","author":"raincole","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","imperfect_expression","natural_digression"],"bot_score":0.14070375992167442,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264276"},{"id":"3956e801-dd5f-40de-b5d4-e8763985e22c","source":"hackernews","source_id":"49264323","content_type":"comment","title":null,"body_preview":"Bluesky and Threads both have a fundamental issue in that their entire pitch is \"We are like Twitter, but we are not run by Elon Musk, a Republican.\" Which only energizes the  most radical, fringe, te","author":"ecshafer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.12138146337681277,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264323"},{"id":"724ca8d2-e1fd-4d52-b65f-80d2270e1666","source":"hackernews","source_id":"49272521","content_type":"comment","title":null,"body_preview":"> Bluesky's active user base is shrinking as its focus expands beyond the app\nAre they implying a causal relationship between their shrinking user base and their focus expansion? The article doesn't g","author":"inanothertime","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272521"},{"id":"c778c75d-138e-45d9-81bd-7a242b477637","source":"hackernews","source_id":"49286520","content_type":"comment","title":null,"body_preview":"They need to solve the “bluesky” vs “bsky” destination search patterns on desktop and mobile.","author":"browningstreet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286520"},{"id":"6d6cdf06-5400-40db-bd71-e0d4299a3318","source":"hackernews","source_id":"49264162","content_type":"comment","title":null,"body_preview":"Reddit is dominated by the left, but there are other voice audible.\nTwitter has plenty of leftists. They are very, very, very easy to find, as is every other shape and size of political, ideological, ","author":"TMWNN","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264162"},{"id":"9acb714b-5bcc-4b90-bc65-9ce1ca84c09f","source":"hackernews","source_id":"49264389","content_type":"comment","title":null,"body_preview":"As an anecdote, I switched a year or two ago along with most everyone I followed on X.\nIt’s nothing like the vibe on old Twitter. I hate to say it, but it’s just too ideologically siloed. I’m quite le","author":"semiquaver","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","self_reference","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264389"},{"id":"43d8737a-e453-41e9-9f51-1a4898ea71f1","source":"hackernews","source_id":"49263934","content_type":"comment","title":null,"body_preview":"there's nothing you can do technically to fix bluesky.\npeople just hate social networks at this point in this timeline.","author":"jimmydoe","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263934"},{"id":"c7711c61-aa1a-47c8-8b1e-dfff58f2d175","source":"hackernews","source_id":"49263985","content_type":"comment","title":null,"body_preview":"The only promising social network to me was that browser extension that let you comment on every single page, but it was shut down when people freaked out that it (obviously) sent the URL of every pag","author":"halyconWays","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263985"},{"id":"1dc07616-0a5c-42f2-80be-5feb9a52da8f","source":"hackernews","source_id":"49263889","content_type":"comment","title":null,"body_preview":"Toni Schneider was just on Decoder last week too talking about this and more\nhttps://www.theverge.com/podcast/974387/bluesky-toni-schneid...","author":"blakesterz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263889"},{"id":"1134c958-ba0f-4d3e-9098-cb8dfb9c66ca","source":"hackernews","source_id":"49264065","content_type":"comment","title":null,"body_preview":"We have ample evidence that platforms whose goal is to shove everyone you've ever met into the same room isn't a good thing. Modest growth and a healthy community that doesn't have to include everyone","author":"cdrnsf","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_blandness","missing_platform_voice"],"bot_score":0.15191325597910915,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264065"},{"id":"a2538f26-0019-4c2b-9ec7-44977acb0cb2","source":"hackernews","source_id":"49277482","content_type":"comment","title":null,"body_preview":"The article is about Bluesky, but what I find hard to believe is that Threads has almost twice the MAU compared to X?.. I’ve never met a person that uses Threads in any capacity. Never even heard anyo","author":"oseityphelysiol","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277482"},{"id":"9e227620-39b1-4985-b037-bf84c8ede76a","source":"hackernews","source_id":"49274704","content_type":"comment","title":null,"body_preview":"There are too many bots on BlueSky. Atleast in the niche I post within (game development). There are lots of automated accounts out there meant to like, repost, and signal boost. I appreciate the gest","author":"mikhmha","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","specific_observation","comparison_to_other_platforms"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274704"},{"id":"a298796c-6847-42d3-a305-66c24ca7784a","source":"hackernews","source_id":"49263832","content_type":"comment","title":null,"body_preview":"If Meta had put Threads on the AT protocol instead of ActivityPub, things could have been so different... maybe there's still time. The engineering philosophy for AT / Bluesky is incredible, being abl","author":"dbbk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.07717870541589986,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49263832"},{"id":"ca0dbe13-2ad0-470b-942d-adaabcb98e81","source":"hackernews","source_id":"49264460","content_type":"comment","title":null,"body_preview":"I wanted to like bluesky, I really tried, but when 90% of it ( after filtering out politics ) is people talking about the platform itself, it's off-putting.\nI don't want to hear about atproto, or \"the","author":"eterm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264460"},{"id":"66225e27-9c4e-42d1-8d0c-5f7a51f2bea8","source":"hackernews","source_id":"49264017","content_type":"comment","title":null,"body_preview":"Maybe Bluesky is not quite the Twitter rival it set out to be, but it's got a better shot than Mastodon, according to the user count graphs here:\nhttps://bsky.jazco.dev/stats\nhttps://mastodon-analytic","author":"omoikane","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264017"},{"id":"940215fd-cef2-4cd3-be87-965d98c31af8","source":"hackernews","source_id":"49271219","content_type":"comment","title":null,"body_preview":"I notice that the stat the article repeatedly quotes is MAU for usage of the mobile app, but one of the things I love about Bluesky is that you don’t need to use a mobile app to have a good UX.  I use","author":"hamburglar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271219"},{"id":"4ea927b6-583e-4889-a478-d042df8e22f6","source":"hackernews","source_id":"49266980","content_type":"comment","title":null,"body_preview":"“New York intends to make event contract derivatives waste away under its iron curtain of state gaming laws before the courts get the chance to issue final rulings,” said Chairman Michael S. Selig.\nPr","author":"EGreg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","quoting_source"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266980"},{"id":"8ea67395-2e28-4111-94e4-3f865506d9e4","source":"hackernews","source_id":"49267203","content_type":"comment","title":null,"body_preview":"Laughable excuse for a country that will declare a gambling company systemically important to the economy.","author":"plorg","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267203"},{"id":"8c72e032-bd4d-49fc-b2db-782afc84b45c","source":"hackernews","source_id":"49266597","content_type":"comment","title":null,"body_preview":"Firefox says \"Error Code: SEC_ERROR_UNKNOWN_ISSUER\" for that CFTC link (untrusted certificate issued by Avast in Prague) and won't open the site","author":"anadem","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_technical_detail","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266597"},{"id":"508b7843-5409-472b-8899-410fe782d16f","source":"hackernews","source_id":"49266852","content_type":"comment","title":null,"body_preview":"Can't New York go after payment processors and stop anyone from paying them money or people cashing out?","author":"ok123456","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266852"},{"id":"4d54597c-2f3c-42ea-9217-c575ba40a423","source":"hackernews","source_id":"49268140","content_type":"comment","title":null,"body_preview":"Here is something to bet on\nhttps://www.ncsl.org/financial-services/prediction-markets-2...\nWould Kalshi allow people to bet on whether Kalshi will be banned in a particular state","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1421685691495944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268140"},{"id":"1d866d92-a2a0-4162-83af-bd945bbd03fb","source":"hackernews","source_id":"49266549","content_type":"comment","title":null,"body_preview":"An order to _continue_ operation? Has that ever happened before?","author":"denkmoon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266549"},{"id":"e26030a6-ba90-4e0b-8ba2-4ca34baf7cc4","source":"hackernews","source_id":"49273127","content_type":"comment","title":null,"body_preview":"everyone's anger is warranted.\ndoes CTFC have mandate to enforce things nationally - yeah. Does NY have a mandate to stop thing nationwide NO.\nhowever the murkiness with the whole thing is about corru","author":"dzonga","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273127"},{"id":"c2b0cadc-e9da-4156-8049-3c77df650561","source":"hackernews","source_id":"49266726","content_type":"comment","title":null,"body_preview":"This seems correct, even though I think it's unfortunate that these prediction markets are ruining so many people's lives.\n> In the lawsuit, filed on July 31, New York seeks a temporary restraining or","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266726"},{"id":"4e8dd8a0-5eb1-4679-a953-2ff1d993b0fd","source":"hackernews","source_id":"49266619","content_type":"comment","title":null,"body_preview":"> said Chairman Michael S. Selig. “Congress did not intend for derivatives exchanges to be regulated under a patchwork of state gaming laws.\nAh yes, \"derivatives\" which are \"not intended to fall under","author":"Terr_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.14094892394898573,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266619"},{"id":"8a38acd1-6480-49ba-97b2-7fd4ee0bb32d","source":"hackernews","source_id":"49266550","content_type":"comment","title":null,"body_preview":"Americans’ continued ability to gamble, err…, trade multi-leg parlays is a matter of national security!","author":"impish9208","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266550"},{"id":"c4772723-3556-4251-ad20-00b030e01f90","source":"hackernews","source_id":"49267067","content_type":"comment","title":null,"body_preview":"With “Chevron Deference” struck down, I assume this means the courts will get to decide if it is in fact gambling or not?","author":"stock_toaster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267067"},{"id":"942315f7-328a-479c-9615-970158fd9607","source":"hackernews","source_id":"49266871","content_type":"comment","title":null,"body_preview":"I'm with the state of NY on the merits here.  They're basically BetFair, and they should be subject to regulation like it.","author":"rgmerk","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266871"},{"id":"ee456b34-71ac-42ab-a67d-8598a89c7b75","source":"hackernews","source_id":"49266587","content_type":"comment","title":null,"body_preview":"Friends in high places are worth their weight in gold. Anyone want to bet on how much they weigh?","author":"mavbo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","humor_or_wit","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266587"},{"id":"c14cc01b-ac08-472c-8cd4-fd5765abb7da","source":"hackernews","source_id":"49266465","content_type":"comment","title":null,"body_preview":"So the CFTC frames Kalshi as a financial derivatives exchange for the financial instrument category of event contracts, dismissing NYs characterization of it as a gambling/betting platform. Interestin","author":"pamcake","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266465"},{"id":"e0d03f83-6a3a-47e6-aace-313e5b841ab5","source":"hackernews","source_id":"49266494","content_type":"comment","title":null,"body_preview":"Am I reading this right? The state of New York wants Kalshi to stop offering prediction gambling, excuse me, \"event contracts\" in New York, and the federal Commodity Futures Trading Commission just or","author":"decimalenough","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266494"},{"id":"a2eb4d41-902a-4769-ad19-e408d6f45096","source":"hackernews","source_id":"49266606","content_type":"comment","title":null,"body_preview":"EDIT: see DannyBee's comment below ( https://news.ycombinator.com/item?id=49266746 ). It does look like the CFTC has extrapolated the \"nationwide\" out of either some novel interpretation of the filing","author":"akerl_","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266606"},{"id":"e55e848d-d621-4349-b2a4-900911291a20","source":"hackernews","source_id":"49280328","content_type":"comment","title":null,"body_preview":"Yet another automation? How do you plan to win the market when you add just 1% of extra value? In a few weeks it's commodity. The fact that it's easy to build nowadays don't mean you need to build eve","author":"thebabayaga29","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280328"},{"id":"75bf9307-2c07-404d-af42-1c61c59955f6","source":"hackernews","source_id":"49282789","content_type":"comment","title":null,"body_preview":"thb im just tured of every new tool claiming they change everything. like does this actually work or is it just another wrapper that will break next week.","author":"rhythmshahriar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282789"},{"id":"9af9d3a1-7875-413a-8973-29a46fc1cd1f","source":"hackernews","source_id":"49280899","content_type":"comment","title":null,"body_preview":"> We’ll model it in Ballet on your real systems in a 30-minute working session\nYou drastically underestimate how bad most systems are. All of the vendors in your examples have good APIs. Those vendors","author":"halfcat","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280899"},{"id":"705d313a-4dc3-4a28-b274-28789f4d0119","source":"hackernews","source_id":"49282128","content_type":"comment","title":null,"body_preview":"As a non-coder I was obsessed with automation tools like Zapier when they first came out. After that, I tried very hard with n8n but just found it impossible to work with until I read some post by som","author":"krmmalik","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_anecdote","imperfect_expression","specific_details"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282128"},{"id":"61bdb474-f53b-4a04-a421-066e347534d7","source":"hackernews","source_id":"49282358","content_type":"comment","title":null,"body_preview":"I don't get what this is about.\nThe examples they show are someone typing something into a prompt and then some agent starts coding.\nBut the hard part in automation these days is not writing software.","author":"ArtTimeInvestor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282358"},{"id":"5db1d999-e58e-4cd1-bd40-19f13075a9e9","source":"hackernews","source_id":"49284533","content_type":"comment","title":null,"body_preview":"The focus on tools like these is always on how you create. Which IMO is the trivial part. Folks will say you can use Claude to write the code. Claude can also write the definitions needed for tools li","author":"halamadrid","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.19373710637330804,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284533"},{"id":"a1b2bda5-12b5-4f70-88be-db5c4c5700d5","source":"hackernews","source_id":"49282105","content_type":"comment","title":null,"body_preview":"\"Built by the team behind Brainfish\"\nPerhaps I'm the wrong market for this project (despite much of my bread and butter being types of workflows) because I have no idea what Brainfish is.","author":"bdcravens","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282105"},{"id":"5cb2d441-b14c-495f-afb2-938028715c7b","source":"hackernews","source_id":"49272734","content_type":"comment","title":null,"body_preview":"It's always fun seeing how other people are using these tools.\n> Has it been worth it? For the journey, yes, for the ROI, nope.\nIt's also nice seeing someone experiment without succumbing to AI psycho","author":"geooff_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272734"},{"id":"de76ba2e-c785-481c-9bac-bdf9e3701702","source":"hackernews","source_id":"49274069","content_type":"comment","title":null,"body_preview":"Have you experimented with using a single executive agent (instead of multiple agents)?","author":"4lx87","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1958553928834478,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274069"},{"id":"d94e7d18-39e3-4935-b0df-4d82141ffe6e","source":"hackernews","source_id":"49273093","content_type":"comment","title":null,"body_preview":"ty for the writeup!\nbeing able to talk to each of the agents via dm (but also in group chats) sounds interesting\ndoes that mean that you have 1 chat per domain specific agent? can you also start multi","author":"tosh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273093"},{"id":"3547885f-843e-4efe-a8f4-467f8728b63f","source":"hackernews","source_id":"49274354","content_type":"comment","title":null,"body_preview":"Have you thought about browser/machine use at all? I like the idea of Grok Bot but would rather host/maintain it myself with my own agents.","author":"aliasxneo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274354"},{"id":"d81d9e22-c405-410e-b91e-f830b6293a05","source":"hackernews","source_id":"49280805","content_type":"comment","title":null,"body_preview":"Out of curiosity why Buzz and not Discord if you're looking for a Slack alternative?","author":"giwook","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280805"},{"id":"45eef847-5eb7-440b-86d8-1c2a64b5fb70","source":"hackernews","source_id":"49274866","content_type":"comment","title":null,"body_preview":"tried similar setups in the past, but messages is just not my jam, so built a html wrapper on top of claude code and open code that runs on a small-ish instance. looks like this https://i.imgur.com/lj","author":"avereveard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","self_reference"],"bot_score":0.17841744978062757,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274866"},{"id":"e9e5b054-d7be-475c-b4e7-b6a5373c8a14","source":"hackernews","source_id":"49281390","content_type":"comment","title":null,"body_preview":"I put my setup in a local machine for easier use of browser.\nHow agents know other's capabilities? Shout out and call for help? Is it handled by Buzz?","author":"jessepcc","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281390"},{"id":"9c33043f-df3f-4c0e-8a1b-953e61c9a132","source":"hackernews","source_id":"49274243","content_type":"comment","title":null,"body_preview":"The most interesting part of this to me is having an agent that reads logs and spins up fixes in real time.\nGreat write up!","author":"owencmcgrath","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274243"},{"id":"76ccefd3-efac-4ed8-bed3-8cb4de709da6","source":"hackernews","source_id":"49273743","content_type":"comment","title":null,"body_preview":"I've been building a triage agent for my inbox and whatsapp (it's product shaped), which has ironically left me not building one of these. So even while productizing, I'm getting fomo on the full mont","author":"lukasco","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273743"},{"id":"c0594710-9446-4525-8aff-ad3355049244","source":"hackernews","source_id":"49273099","content_type":"comment","title":null,"body_preview":"Not pointed at the author, but at the current state of affairs: this is fucking exhausting. We went and made a trillions-dollar market out of the bikeshedding maximization machine.","author":"moribvndvs","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273099"},{"id":"263ce9a1-c93e-4ef7-8774-6e3b0219f6b4","source":"hackernews","source_id":"49274327","content_type":"comment","title":null,"body_preview":"I actually went down a different path and set it up so my friend and I can use the same agent with approval-gated turns. He's more technical than I am, but I believe I'm better at marketing. We can se","author":"richardkam0511","classification":"human_created","confidence":0.7,"indicators":["self_reference","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274327"},{"id":"963fa72c-476d-49bb-8836-8a7e0a75d680","source":"hackernews","source_id":"49272873","content_type":"comment","title":null,"body_preview":"Very cool setup. I went down a similar path and while it is definitely cool to see the extent of how agentic AI can be, I agree the ROI isn't _quite_ there yet.\nI don't live in a world where I need to","author":"orangebread","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272873"},{"id":"2a2781c9-fc6e-48c9-b733-415f8f50920e","source":"hackernews","source_id":"49291327","content_type":"comment","title":null,"body_preview":"Thanks for the write-up! I'm interested in doing something similar. How are you sandboxing the agents?","author":"moss_dog","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291327"},{"id":"a67b2fb6-2814-4e23-8c83-145974c8111d","source":"hackernews","source_id":"49272999","content_type":"comment","title":null,"body_preview":"I am now on the MCP route, where I have lots of personally hosted MCPs. Including managing calender/e-mail.\nIt does not cost too much effort to maintain MCP servers. No port forwarding or VPNs require","author":"whazor","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272999"},{"id":"912c5164-d76b-4097-9ca8-99ab3d6aa352","source":"hackernews","source_id":"49290702","content_type":"comment","title":null,"body_preview":"This is awesome! I have a similar setup, with multiple Nanobot Docker instances across three different VMs, along with Matrix and Gitea. I also have a few connected with Obsidian.\nI’d love to understa","author":"kolli_kumar","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290702"},{"id":"ba7296f5-696e-4c82-8622-44c14945486f","source":"hackernews","source_id":"49286884","content_type":"comment","title":null,"body_preview":"Love the post and have a similar setup. But I have questions about how you handle sensitive personal info with Codex and Claude with this setup given Hermes has no boundaries on its own with its integ","author":"shostack","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286884"},{"id":"2c8cd2d4-3f87-4c05-9ac2-d17560d3dcf0","source":"hackernews","source_id":"49280024","content_type":"comment","title":null,"body_preview":"People who usually complain about AI write ups apparently aren't interested in this topic.","author":"scotty79","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280024"},{"id":"b6efe894-23fa-49ab-a881-c24743cc8696","source":"hackernews","source_id":"49276615","content_type":"comment","title":null,"body_preview":"Thoroughly enjoyed reading this!\nIn other news, AVIF is at 95%: https://caniuse.com/avif so it's probably time to give it the first preference over jpg.","author":"iknowstuff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276615"},{"id":"ba89f63f-7b54-4f3a-ba8c-81106de52c9a","source":"hackernews","source_id":"49274567","content_type":"comment","title":null,"body_preview":"You can over ride lib-jpeg-turbo with the moz-jpeg 'update' if you want much nicer jpeg things going on.\nMozilla wringed out more from JPEG for Meta/Instagram about a decade or so ago, and their libra","author":"Theodores","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274567"},{"id":"f55d506a-6d6c-4498-8967-e83ef22913bf","source":"hackernews","source_id":"49273369","content_type":"comment","title":null,"body_preview":"Would be nifty if they only did that partial scaling when there's little memory available.","author":"smallnix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273369"},{"id":"a7857306-a29c-4355-97e6-4c3e29749578","source":"hackernews","source_id":"49274227","content_type":"comment","title":null,"body_preview":"Not sure why one would use JPEG for a little digital icon anyway. It is indeed only acceptable for photos. SVG is a good choice for icons, PNG or WebP for other digital content.","author":"LoganDark","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11360494364046153,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274227"},{"id":"c5193214-5816-4492-a5a5-90b73bb37251","source":"hackernews","source_id":"49281661","content_type":"comment","title":null,"body_preview":"I had a hell of a time rendering svg to print sanely in chrome, no issues in ff","author":"talon8635","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281661"},{"id":"c0403115-3603-4873-991f-656c3c56285f","source":"hackernews","source_id":"49273657","content_type":"comment","title":null,"body_preview":"Reminds me of digging into HTML Canvas scaling, especially when HiDPI Macs came out.","author":"bluedino","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273657"},{"id":"1aa0ddb7-0ca5-4897-b5c9-0e1205c336c2","source":"hackernews","source_id":"49278260","content_type":"comment","title":null,"body_preview":"The DCs giving you a 1/8 downscale is well known, but the interesting part to me was this generalizes so you can get 1/4 (resp. 1/2) downscales by using only the 2x2 (resp. 4x4) block of LF coefficien","author":"edflsafoiewq","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278260"},{"id":"7d2560da-a26e-4713-b329-2ed5f216c6b7","source":"hackernews","source_id":"49277517","content_type":"comment","title":null,"body_preview":"15px suggests that using an ICO file, horrifying as that sounds, might be a very successful solution here. Yes, I know PNG and GIF would also work, but if ICO format is still support for favicons at m","author":"altairprime","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.09871421839456578,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277517"},{"id":"a118b5d8-a961-45c3-aade-2a6650d28df8","source":"hackernews","source_id":"49279465","content_type":"comment","title":null,"body_preview":"Sometimes you can control this with the “image-rendering” CSS attribute. It lets you control the scaling algorithm used.  Different browsers seem to choose the algorithm in different ways.  Came acros","author":"gwittel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279465"},{"id":"cda417fa-08bc-49b2-9797-d657e49436e6","source":"hackernews","source_id":"49283664","content_type":"comment","title":null,"body_preview":"Could this be related to the GPU? I remember that sites like Reddit use subtle differences in GPU rendering to fingerprint devices.","author":"linzhangrun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.18500748424494765,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283664"},{"id":"7f6db90c-81b9-48b4-bc56-aaf246ead0ab","source":"hackernews","source_id":"49277750","content_type":"comment","title":null,"body_preview":"If you care about the rendered quality, you should never use the browser itself to downscale images. Browsers don’t consistently use the state-of-the-art algorithm for downscaling, which is Lanczos 3-","author":"kccqzy","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","over_qualification"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277750"},{"id":"7f6c968a-de4e-4a79-8f85-9b4f0b8ac48f","source":"hackernews","source_id":"49273222","content_type":"comment","title":null,"body_preview":"So is Firefox doing a full rendering then scaling, or is it also doing a partial rendering but in another way? You're only telling one side of the story.","author":"PetitPrince","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273222"},{"id":"18e25057-6b51-4b30-b796-45598ab831e0","source":"hackernews","source_id":"49273283","content_type":"comment","title":null,"body_preview":"Chrome and Firefox uses two different scaling algorithms that is probably contributing a lot more to this difference. Chrome is more blurry in general while Firefox is sharper but has slightly more ri","author":"debazel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273283"},{"id":"9e81618c-daec-4d52-b449-88ba23ae9f88","source":"hackernews","source_id":"49273463","content_type":"comment","title":null,"body_preview":"The work for decompressing at a lower scale in Firefox is happening here: https://bugzilla.mozilla.org/show_bug.cgi?id=2033250","author":"muizelaar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273463"},{"id":"b0ccb285-1c28-4985-9492-e64140fe83d6","source":"hackernews","source_id":"49276837","content_type":"comment","title":null,"body_preview":"> Really, the moral here is that you should not use JPEG for icons and the like\nAnd, more importantly, you should use images that are an appropriate resolution for the size they will be displayed. Eve","author":"advisedwang","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276837"},{"id":"cc6f2d8a-47ce-46fb-9c04-3d6e649f1596","source":"hackernews","source_id":"49274051","content_type":"comment","title":null,"body_preview":"I'm pretty sure the same issue happens with PNGs, which being lossless are generally good for icons as they don't land up with compression artifacts like what happens in JPEGs (which the author points","author":"jonathanlydall","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","technical_detail_with_context","problem_solving_description"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274051"},{"id":"19627c2c-239b-4228-ab2d-d4f4d25c7686","source":"hackernews","source_id":"49288353","content_type":"comment","title":null,"body_preview":"> i wrote this essay bc i want to move the discourse away from the low signal bullshit around ”what is or isn’t an FDE”, and towards what is palantir?\n> Palantir is a vertically integrated outcome bas","author":"entrepy123","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288353"},{"id":"2bea883f-b262-457e-8ec9-763800e6aba1","source":"hackernews","source_id":"49289287","content_type":"comment","title":null,"body_preview":"Only somewhat related, but I find it disconcerting to just have screenshots of LLM output in the middle of an essay, especially without alt-text. Not a good reading experience imo.","author":"totallygeeky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289287"},{"id":"af7c6119-7cf2-4644-8776-a040d65b44a3","source":"hackernews","source_id":"49288557","content_type":"comment","title":null,"body_preview":"Palantir is basically a consulting shop with fancy marketing designed to shift perception so it doesn’t get valued at the low multiples that being a consulting business normally entails.","author":"qaq","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288557"},{"id":"dbc91f01-ccf0-40cc-b91d-6b3dfb056f1f","source":"hackernews","source_id":"49271044","content_type":"comment","title":null,"body_preview":"What could go wrong with preferring people who have ingrained disconnect between the objects on screen and real living humans.","author":"mellosouls","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_novelty","lack_of_ai_template_phrases"],"bot_score":0.11145134478698682,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271044"},{"id":"9f1048af-0615-4bca-966d-b3910e3ed3f1","source":"hackernews","source_id":"49278374","content_type":"comment","title":null,"body_preview":"I remember playing atc on a Unix machine which had dial–in access back in the BBS days.","author":"db48x","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278374"},{"id":"fc88de1c-c0f9-45d8-ae47-e5a5c07e4518","source":"hackernews","source_id":"49275823","content_type":"comment","title":null,"body_preview":"It would be more interesting if they control for the games played. Eg Air traffic controllers that play Flight Sim, truck drivers that play GTA5 or teachers with Call of duty.","author":"tsoukase","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.24019607843137253,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275823"},{"id":"754ee871-2fe6-4607-a1a5-47ee8c79069e","source":"hackernews","source_id":"49266854","content_type":"comment","title":null,"body_preview":"I don't know why hiring gamers for ATC would be any different than hiring anyone else to do it. There's extensive training required, and I don't think it's something you can get a college degree for a","author":"themadturk","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266854"},{"id":"cdd17887-27f6-44d6-b15b-ab3ca538e385","source":"hackernews","source_id":"49271530","content_type":"comment","title":null,"body_preview":"So instead of training Air Traffic Controllers to play video games, you trained Gamers to direct air traffic?\nIt's Armageddon! :-)","author":"gcanyon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271530"},{"id":"78acae0b-5614-454f-aa04-1fa089202de1","source":"hackernews","source_id":"49280166","content_type":"comment","title":null,"body_preview":"One of my pilot friends told me that he knew of someone training to be an air traffic controller, and they completed the training but were denied the job due to an Obama era racial quota program which","author":"jmpman","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280166"},{"id":"be220287-87d8-4dad-9d2f-ae862c9d8683","source":"hackernews","source_id":"49284892","content_type":"comment","title":null,"body_preview":"i think too many people are getting hung up on the fact whether these air traffic controllers play video games or not.\nBeing an air traffic controller in the past has been a very difficult job not jus","author":"mrbigbob","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284892"},{"id":"b5fc69c6-ff42-49f4-8d1d-d72d266d1d5e","source":"hackernews","source_id":"49266733","content_type":"comment","title":null,"body_preview":"From a very naïve perspective, why isn’t air traffic control a solved problem?\nWould love to be educated here, but it seems like there are just not that many moving pieces per airport (<10,000) and al","author":"pclowes","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266733"},{"id":"56603ee3-bb1a-4860-93ad-713da753b3db","source":"hackernews","source_id":"49266990","content_type":"comment","title":null,"body_preview":"There is a ATC game from Japan: BOKUKAN (I am an Air Traffic Controller):\nhttps://en.wikipedia.org/wiki/Air_Traffic_Controller_(series...","author":"ytch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266990"},{"id":"66d7fae6-3fb3-4a69-a377-a3d4f50be84c","source":"hackernews","source_id":"49266093","content_type":"comment","title":null,"body_preview":"Some interesting takes on Reddit Aviation\nhttps://www.reddit.com/r/aviation/comments/1vlnlq9/faa_hires...","author":"chasingthewind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266093"},{"id":"ccfeb3e8-8b9d-46ff-b1b8-45bcd56b6809","source":"hackernews","source_id":"49266380","content_type":"comment","title":null,"body_preview":"When I got interested in flying I took to flight simulators and the VATSIM network[0], as I had seen mentioned multiple times that the radio work can be a difficult aspect of flying to pick up on when","author":"scrapcode","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","self_reference","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266380"},{"id":"dc4cc170-0563-49ef-80f3-dbeb94a817c8","source":"hackernews","source_id":"49266168","content_type":"comment","title":null,"body_preview":"I had a coworker from the democratic republic of Congo who insisted that if he was back home he would do ok fighting because he played lots of first-person shooters. I mean he was 100% serious about t","author":"comrade1234","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.12043474841687163,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266168"},{"id":"4dd2b7a4-ec20-4b84-9c68-e1df5e5d52f3","source":"hackernews","source_id":"49282177","content_type":"comment","title":null,"body_preview":"Oh boy. So... I have some ties still to the FAA and its ATC staff despite living in Sweden and This article is just painting a picture I've seen time and time again when there are staffing woes.\nI'm g","author":"CorvusCrypto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282177"},{"id":"1c35f05c-3c5a-43aa-8ffb-c633697f1c43","source":"hackernews","source_id":"49290862","content_type":"comment","title":null,"body_preview":"If there's one civilian class that's going to be adept at fast macro-micros, it's gamers, and specifically ones from Real Time Strategy (RTS) games.","author":"agenticworldcup","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.6038753251996748,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290862"},{"id":"23f19271-0735-47f5-81f7-c1541c68920e","source":"hackernews","source_id":"49287739","content_type":"comment","title":null,"body_preview":"I wanted to do this job since the late 90s. Too old now (not old, just too old for this or the military). Pity. I think they have an upper limit of 40 years old or something. Probably why they reached","author":"jambalaya8","classification":"human_created","confidence":0.78,"indicators":["self_reference","imperfect_expression","platform_fluency","speculation_with_qualifiers"],"bot_score":0.12960028661122042,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287739"},{"id":"55419123-5c1b-4dd2-aa2a-1019ab5973fc","source":"hackernews","source_id":"49266215","content_type":"comment","title":null,"body_preview":"ATCs are chronically understaffed in a way that endangers all of us, and the FAA has been under scrutiny for their hiring practices for over a decade https://news.ycombinator.com/item?id=39184451\nIt's","author":"_--__--__","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266215"},{"id":"9f3d147e-7e0b-499f-a25e-b57d9ab73e6d","source":"hackernews","source_id":"49266109","content_type":"comment","title":null,"body_preview":"No mention of what games they're playing?\nAlso no mention of when the NYC ones were told to move to Pennsylvania or be fired? Interestingly also cbs's article https://www.cbsnews.com/newyork/news/new-","author":"Neywiny","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266109"},{"id":"6e07d4d1-8b59-4242-a720-2ee1a7fe33c7","source":"hackernews","source_id":"49266349","content_type":"comment","title":null,"body_preview":"Have played competitive fps games with a couple of ATC dudes for almost half of my life now.\nThey're all very sensible, level headed people who get justifiably upset when you do not do the procedurall","author":"monster_truck","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266349"},{"id":"0ed80cd7-34b2-426e-9699-9516f94564e7","source":"hackernews","source_id":"49271465","content_type":"comment","title":null,"body_preview":"Wait after reading the article it simply says that many of these hired people also play video games.\nTheir definition of “video gamer” is literally just somebody who says they play games.\nI don’t see ","author":"ViktorRay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271465"},{"id":"6f13e58b-edf9-48c4-a655-f546aca6a172","source":"hackernews","source_id":"49267687","content_type":"comment","title":null,"body_preview":"To be clear, they began a recruitment ad campaign targeting gamers, and ended up meeting their hiring goal of 2,000+. It's not like they pulled 2,000 gamers off the street and stuck them in ATC towers","author":"ksymph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267687"},{"id":"2965b051-4706-4258-b888-fac14b879141","source":"hackernews","source_id":"49291070","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=49285160","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291070"},{"id":"b04219f5-82ed-46b0-a9e0-20497e55d42c","source":"hackernews","source_id":"49288042","content_type":"comment","title":null,"body_preview":"I have been trying to stick with a DeepSeek+ OpenCode setup for the whole week, but seems like my subsidized Claude Max is still quite relevant","author":"krlx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288042"},{"id":"c01ad6c7-ee8f-4ec8-91d9-165d0d1b465a","source":"hackernews","source_id":"49289791","content_type":"comment","title":null,"body_preview":"I don’t think you could’ve picked a shittier title.\nDon’t bother with the link, here’s a quick rundown:\nDeepSeek is raising API prices for its V4 models and introducing peak/off-peak pricing. For V4-P","author":"cloudie78","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289791"},{"id":"228e7292-59d1-401d-8a45-2ac4c9f8ce95","source":"hackernews","source_id":"49269816","content_type":"comment","title":null,"body_preview":"More the nerdy side of things but the multiplayer element used IRC as communication and matchmaking infrastructure. Command & Conquer RA2 series too utilised IRC for matchmaking, Dreamforge IRCd to be","author":"doublerabbit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","emotional_authenticity"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269816"},{"id":"57fd90f4-9afa-47e0-b00a-0f74f315aad6","source":"hackernews","source_id":"49269661","content_type":"comment","title":null,"body_preview":"sometimes people violated the rules and used the donkey in local matches. some of them used to get pretty mad","author":"luqtas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269661"},{"id":"bc416005-0225-49bd-8b9b-3ab44af101ec","source":"hackernews","source_id":"49271228","content_type":"comment","title":null,"body_preview":">This speechbank contains content some may consider offensive. The 90s, eh? It was a different time.\nGood old times...","author":"konart","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271228"},{"id":"7d97b8b1-a071-40a6-a3be-c6a4beec72f8","source":"hackernews","source_id":"49272334","content_type":"comment","title":null,"body_preview":"I wish I could play it on a macbook with my team online.","author":"prennert","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272334"},{"id":"e6d49e9a-2de5-4ae9-a6ce-5f112307be6c","source":"hackernews","source_id":"49269621","content_type":"comment","title":null,"body_preview":"I had a babysitter that worked through the WWP campaign with me and we enjoyed it. It really became more inventive than you’d expect a campaign like that to be. For example, you get the bow, infinite ","author":"jimbob45","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269621"},{"id":"06b71f68-4220-4870-b042-b70d43fdfbfe","source":"hackernews","source_id":"49271166","content_type":"comment","title":null,"body_preview":"Worms 2 and then Worms World Party were BANGERS. I've given both hundreds of hours if not more. Still love 'em.","author":"mdrzn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.08487054532422281,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271166"},{"id":"b682ddcd-0a29-47c8-b615-6673aca73c28","source":"hackernews","source_id":"49269618","content_type":"comment","title":null,"body_preview":"TIL that the Worms soundtrack was by Dr. Awesome / Crusaders. Still loving it!","author":"xorcist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.15943609377704338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269618"},{"id":"ab406a0c-0752-4e84-bc1c-092a5c395908","source":"hackernews","source_id":"49272552","content_type":"comment","title":null,"body_preview":"I played a lot of worms in college.  The shotgun was my weapon of choice - I would play with a ruler so I could snipe people across the level with it.  The slippery surface physics meant that planning","author":"RajT88","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272552"},{"id":"e7685e2d-6501-4d77-afd7-2dc978171d15","source":"hackernews","source_id":"49269573","content_type":"comment","title":null,"body_preview":"One of the best games ever made. I played since the first DOS version!","author":"wartywhoa23","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269573"},{"id":"a61e14bb-90af-4f8d-b772-de0cf90915f5","source":"hackernews","source_id":"49269586","content_type":"comment","title":null,"body_preview":"I remember being 10 and getting worms world party. I really was convinced that was going to be the best game I'd play for the rest of my life. Ahhh the nostalgia...","author":"igleria","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269586"},{"id":"0730d021-e44b-4cd4-9457-13ec2846d320","source":"hackernews","source_id":"49271112","content_type":"comment","title":null,"body_preview":"Anyone got any thoughts on which Worms I should be buying on Steam?\nWorms Armageddon is on there, which is the one I remember from my childhood. Or am I better off with Worms WMD?","author":"rkangel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271112"},{"id":"103387d9-2ee8-4280-8453-8795bde352cc","source":"hackernews","source_id":"49269418","content_type":"comment","title":null,"body_preview":"Not exactly sure what this is.\nBut I'm so excited to play Worms with my kids when they're old enough. My sister and I _endlessly_ played the same level in a worms 2 demo almost 30 years ago.","author":"jackvalentine","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269418"},{"id":"cd9c6017-6de3-4b6b-a08a-514af7500b22","source":"hackernews","source_id":"49269888","content_type":"comment","title":null,"body_preview":"Fun looking at the past history of that site.\n1999: https://web.archive.org/web/19990125104610/http://www.worm.n...","author":"Nition","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269888"},{"id":"d6095253-0dbf-46bd-b87e-5ababc5fb96f","source":"hackernews","source_id":"49269867","content_type":"comment","title":null,"body_preview":"The creator Andy Davidson has been posting some more fun stuff about worms over on X https://x.com/totalwormage/status/2087263286962094258","author":"bananaboy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269867"},{"id":"f19c7b84-e6fb-48c7-8ab0-b777fb130266","source":"hackernews","source_id":"49275527","content_type":"comment","title":null,"body_preview":"Fun fact:\nWorms Armageddon saw patches for ~18 years after official updates stopped.\nhttps://worms2d.info/Updates_(Worms_Armageddon)","author":"nly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275527"},{"id":"1b0cc97e-d668-405b-8a5b-bd0a0cdc2459","source":"hackernews","source_id":"49269682","content_type":"comment","title":null,"body_preview":"I had Worms United (I think it was called) which was basically an expansion to the original DOS game that allowed for custom levels and SFX.\nI created some worms sound packs loosely based on some of t","author":"hnlmorg","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","imperfect_expression","personal_opinion_stance","platform_fluency"],"bot_score":0.1235902344426084,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269682"},{"id":"6a5952fb-d752-45e8-af45-0c3973a8be51","source":"hackernews","source_id":"49271690","content_type":"comment","title":null,"body_preview":"My journey was: gorilla.bas -> scorched earth -> worms armageddon -> worms world party. Endless hours playing with my siblings.\nThe best matches were the ones that we only allowed grenades, bazookas, ","author":"liendolucas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271690"},{"id":"77e4df49-9c1a-4336-a7d4-8b51f6254336","source":"hackernews","source_id":"49272103","content_type":"comment","title":null,"body_preview":"Andy dedicates this release to his mum and dad.\nhttps://shows.acast.com/63b458521043e00011114396/episodes/69...\n> Mum used to tell me a story about when I first saw the Amiga. I was about 12 years old","author":"amiga386","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272103"},{"id":"b9b17760-618a-463a-b362-f61e44b786cc","source":"hackernews","source_id":"49278160","content_type":"comment","title":null,"body_preview":"What was the point of this?\nIt ended up being a story about regretting having kids, glorifying in grass-is-greener fashion the alternative, when author should consider themselves lucky to have the opt","author":"whitemoonx","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278160"},{"id":"f58e3015-bda6-46b1-81db-034531d528f2","source":"hackernews","source_id":"49279759","content_type":"comment","title":null,"body_preview":"Hot take: dissatisfaction will always find its level.\nAlso? My dude, check in with \"Felix\" when you're both 45 and 55. Where is the source of value in a life? There is no right answer but I can tell y","author":"aaroninsf","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.16018139601370238,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279759"},{"id":"a73606f7-727c-4f6a-95ab-321aa90d1e4c","source":"hackernews","source_id":"49281554","content_type":"comment","title":null,"body_preview":"I feel like I read a different piece than everyone else?\nI didn't interpret any of this piece to be about regretting having kids, or anything else. And sure, there is a sort of glorifying of Felix, bu","author":"ifokiedoke","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281554"},{"id":"9e669c04-1f09-47fe-aa26-f6fc48d5bd23","source":"hackernews","source_id":"49280106","content_type":"comment","title":null,"body_preview":"If you can get a cautionary tale on having children out of this article, your powers of interpretation are immense or you didn’t read the article at all…\n“It was the best of times, it was the worst of","author":"hellojomp","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.24371451185042192,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280106"},{"id":"41f90c74-bb50-4a19-9117-a106533eca50","source":"hackernews","source_id":"49276431","content_type":"comment","title":null,"body_preview":"Absolute fucking juice, mate. Pure gold. Really nailed that feeling of early 2000s/early 2010s web entrepreneurship of the failed young entrepreneur hahaha.\nGold standard nostalgia.","author":"arjie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","terse_replies"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276431"},{"id":"0cf9e740-8bf8-4fcc-a96d-220f38142da6","source":"hackernews","source_id":"49286483","content_type":"comment","title":null,"body_preview":"Reading this thread is really funny if your first name is Felix.","author":"felixg3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286483"},{"id":"8688beed-1b23-41af-8c04-f043b9f24df0","source":"hackernews","source_id":"49275949","content_type":"comment","title":null,"body_preview":"These are another \"Jacob\" and another \"Felix\", not the ones in the post, but there are so many similarities and such a terrible lesson learned that it needs to be written.\nThe Felix I know is still ha","author":"dsign","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275949"},{"id":"6bd6c7d0-9672-4979-bc23-16bd8870acf1","source":"hackernews","source_id":"49277783","content_type":"comment","title":null,"body_preview":"people dont hire ambitious young women because theyre afraid theyll fall in love with them???","author":"nixonaddiction","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277783"},{"id":"51785b82-8db7-4e9b-8ea3-e68370a8bd2d","source":"hackernews","source_id":"49278537","content_type":"comment","title":null,"body_preview":"I decided to go ahead and click through, since this looks like it's just an expired certificate. It's a really great piece of creative nonfiction that evoked all sorts of emotions, some of which even ","author":"firefax","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278537"},{"id":"3163303d-ba68-4dc0-8628-62ed3fb751da","source":"hackernews","source_id":"49276017","content_type":"comment","title":null,"body_preview":">failing at online dating\nI think people fall into the trap of thinking things are too good to be true (so they must not be true). This results in abandoned relationships that would have been better t","author":"ComputerPerson","classification":"human_created","confidence":0.7,"indicators":["personal_anecdote","imperfect_expression","platform_fluency"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276017"},{"id":"1e0c4d36-24ee-4693-b009-a673a12378ba","source":"hackernews","source_id":"49286389","content_type":"comment","title":null,"body_preview":"I have two kids. They are very very different in their needs, sleep patterns, self security, and have been since their first days. Parenting is mostly hard for anyone getting serious about it, but i c","author":"olup","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","personal_experience","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286389"},{"id":"078137d7-218a-4749-a7c1-6f294c362ed8","source":"hackernews","source_id":"49279044","content_type":"comment","title":null,"body_preview":"I don't get why the sleep deprivation continues. Seems like eliminating that would make a big difference.  I have a six year old son, and since he was four it was perfectly fine for him to do his own ","author":"neerajsi","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.4555555555555555,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279044"},{"id":"c7dfd2f9-933a-45f0-898d-8919d6543f19","source":"hackernews","source_id":"49277506","content_type":"comment","title":null,"body_preview":"For anyone reading this story as a cautionary tale on having children, you should know that this is not my lived experience of parenting (or the described experience of many of my peers). The way he d","author":"apodolny","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277506"},{"id":"ab66ecbe-fb0e-4762-bf5a-76c731948b91","source":"hackernews","source_id":"49287170","content_type":"comment","title":null,"body_preview":"The buyers are saying it's because the human-created models are better. This might be true, but it could also be some other things. Maybe they're doing the AI dream and using AI to create the models t","author":"dehrmann","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287170"},{"id":"6c0c071f-de17-4784-bf9e-40d692c8150d","source":"hackernews","source_id":"49286885","content_type":"comment","title":null,"body_preview":"I won’t be surprised if 3D modeling and rendering software will soon add some sort of mechanism or watermark or a hashfile to prove that it was modeled with this software rather than some slop.","author":"tamimio","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12036684373119219,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286885"},{"id":"5002ae28-08b4-4a34-997d-b69a3b56e368","source":"hackernews","source_id":"49287337","content_type":"comment","title":null,"body_preview":"> Our goal isn't to increase the volume of AI-made assets on the marketplace. It's to give designers better tools to work faster and focus more of their time on creative work.\n    > \n    > Source: htt","author":"serious_angel","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287337"},{"id":"cdc74cc7-40d1-49ed-9a61-6050ae6d5846","source":"hackernews","source_id":"49286791","content_type":"comment","title":null,"body_preview":"AI Creators and NFT Bros are cut from the same cloth. Just polluters who think because they can type on a keyboard it makes them special despite having spent most of their lives as talent-less hacks.","author":"u8","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286791"},{"id":"c31cf71f-8880-4689-bfe5-c779238815f5","source":"hackernews","source_id":"49286778","content_type":"comment","title":null,"body_preview":"Isn't this basic economics? Supply and demand. If slop floods the zone then human work becomes even more scarce and valuable.\nWhat is my incentive to pay you? A person who spent no time working on som","author":"u8","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286778"},{"id":"2fab2e92-b654-4c41-9ad5-38b3ed4f911f","source":"hackernews","source_id":"49290580","content_type":"comment","title":null,"body_preview":"The reason nobody is buying them is that if everyone can generate them on their own, exactly as you require as per your project specs, why would you buy it online?\nYou know much better what kind of a ","author":"NotGMan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.19607907397791988,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290580"},{"id":"b832c3da-9440-4a64-a655-20e361721477","source":"hackernews","source_id":"49288539","content_type":"comment","title":null,"body_preview":"I have a little thought to add...\n(reads:) \"AI Generated Content Floods Market, But Almost No One Is Buying\"\nSo if that is a Thesis, in Terms of: heck the 'AI' has perfectioned it's own 'due to circum","author":"justafewwords","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","imperfect_expression","personal_anecdote_or_opinion_attempt"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288539"},{"id":"251a96cc-3097-4134-ab49-a2f5dddc08d2","source":"hackernews","source_id":"49290648","content_type":"comment","title":null,"body_preview":"You mean, people aren’t willing to pay large sums of money for something that cost almost no effort or resources to create?\nWeird.","author":"BarnabyQJones","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290648"},{"id":"7d6e4cdc-7325-4c40-ac9f-f4243d8dc62d","source":"hackernews","source_id":"49286846","content_type":"comment","title":null,"body_preview":"> CGTrader, an online marketplace for 3D assets, found that one in six models uploaded to the site these days is AI generated, but that AI generated assets account for only $1 out of $90 in revenue on","author":"palmotea","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286846"},{"id":"88ed63a5-b6fa-408a-9130-cf16f88d69e3","source":"hackernews","source_id":"49286686","content_type":"comment","title":null,"body_preview":"Has anyone really ever bought a STL (I assume) model? It's like WinRAR, does anyone ever buy a license?","author":"shellwizard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286686"},{"id":"5247dc47-9d0f-453f-9407-df18d8406219","source":"hackernews","source_id":"49288044","content_type":"comment","title":null,"body_preview":"3D model generation is for end-users to generate bespoke without waiting for an artist. It is not for artists to slop onto a store.\nYou don't go to a restaurant to order 1 minute hot pockets. That's w","author":"avaer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11145134478698682,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288044"},{"id":"e8f57405-b83d-4e54-bcb2-306187fb7272","source":"hackernews","source_id":"49291173","content_type":"comment","title":null,"body_preview":"I would imagine there is some obvious bias and that the AI backlash plays a role, in that many of those that would be buying the models are likely to be part of industries where we are seeing the most","author":"bluejay2387","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","genuine_specificity"],"bot_score":0.06925704611451178,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291173"},{"id":"fb372585-6100-4662-8c7a-5c41cb85833b","source":"hackernews","source_id":"49287145","content_type":"comment","title":null,"body_preview":"The leading 3d gen techniques are latent diffusion models that work off voxelized intermediate representations of objects. When you convert these into meshes, very often they will have poor topology. ","author":"LarsDu88","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.17105263157894735,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287145"},{"id":"88451a1b-d879-4b06-b58b-18aaecd7792d","source":"hackernews","source_id":"49291317","content_type":"comment","title":null,"body_preview":"run a 2-person custom dev agency and we just shipped our own saas, so ai is basically our co-founder at this point.\ni currently maintain active subscriptions for claude pro and google ai pro. honestly","author":"andrevalleee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291317"},{"id":"4f50901c-75e6-406b-a3a8-e74409b665f4","source":"hackernews","source_id":"49290893","content_type":"comment","title":null,"body_preview":"i have chatgpt which is about 21$ and kimi which is about 40$. so 61$ in total a month.","author":"ignorantguy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","personal_spending_detail"],"bot_score":0.12263156237379769,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290893"},{"id":"38ced1e0-70bf-43e0-82e1-b10604914d40","source":"hackernews","source_id":"49292136","content_type":"comment","title":null,"body_preview":"$0.\nSpent tons on hardware. Time is money and FOMO is a waste of money.","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0.1070412985504187,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292136"},{"id":"55a2ac74-e6c9-4473-a9b5-d175cc735958","source":"hackernews","source_id":"49292142","content_type":"comment","title":null,"body_preview":"Previously $0 using local models, then $10/mo with GitHub Copilot, cancelled that when it became a bad deal, now $10/mo with OpenCode Go.\nI haven't seen a better deal than OpenCode Go yet. You get mor","author":"bellowsgulch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11417845367519876,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292142"},{"id":"d980abfd-4047-424e-bc49-e44746513e24","source":"hackernews","source_id":"49291319","content_type":"comment","title":null,"body_preview":"$0 personal\n$200 claude max through work -- pricing may be different, they don't show me the invoices","author":"vuggamie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291319"},{"id":"17e6d659-18f2-4fc2-976a-6edbc88484e3","source":"hackernews","source_id":"49292434","content_type":"comment","title":null,"body_preview":"Business:\n$250 on Claude Max\nPersonal:\n$19.99 on Google AI Pro","author":"wbnns","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292434"},{"id":"b0eaee98-f595-4625-92db-fce8c6f98e56","source":"hackernews","source_id":"49290816","content_type":"comment","title":null,"body_preview":"For me, the biggest pain point was actually having multiple AI subscriptions just to use different models for different things. I’m working on Talkory.ai, so I naturally use several models—GPT, Claude","author":"Join_TalkoryAi","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290816"},{"id":"ec750836-eacb-4bd6-85ae-928f6b979080","source":"hackernews","source_id":"49282908","content_type":"comment","title":null,"body_preview":"I know the point is to minimize JS here, but have we ever considered sending raw JS over the socket? JavaScript can be a lot more compact than the final DOM that it affects. Dynamic JavaScript is much","author":"bob1029","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282908"},{"id":"3ff258f9-58e8-4bf4-b827-b35345e3a06a","source":"hackernews","source_id":"49289067","content_type":"comment","title":null,"body_preview":"On a side note, this is possibly the prettiest dev landing page I have ever seen.","author":"centuryfall","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","genuine_specificity"],"bot_score":0.4876954357428311,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289067"},{"id":"c0ec68c1-b4a4-4004-96c8-7c3cfefdb69f","source":"hackernews","source_id":"49286283","content_type":"comment","title":null,"body_preview":"I was wondering: Suppose it would be possible to do this with just a normal HTTP requests and create a real-time SPA by keeping an connection open and doing POST requests from I-Frames. I'm absolutely","author":"chunkydev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286283"},{"id":"2c7411b4-f14a-4a3d-85ef-10d951bbdb02","source":"hackernews","source_id":"49281456","content_type":"comment","title":null,"body_preview":"\"Was Top 7 on Hacker News\"\nContrast with something like \"had 7th most comments on Hacker News\"\nConsider (a) algorithmic ranking, (b) votes and (c) discussion, i.e., comments, aka replies\nPerhaps in so","author":"1vuio0pswjnm7","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicators_absent"],"bot_score":0.1421685691495944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281456"},{"id":"9eb845f8-3ff8-420a-9268-1153a3ed1b7a","source":"hackernews","source_id":"49278959","content_type":"comment","title":null,"body_preview":"Reading this is especially interesting to me because it's what I've been working towards for the last 14 years or so. Though like this group, it also came together for me piece by piece.\nI got interes","author":"socketcluster","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278959"},{"id":"f0ae25b5-e13b-44ea-a74d-e7a2eff77cd5","source":"hackernews","source_id":"49282981","content_type":"comment","title":null,"body_preview":"> the server sends the HTML already built and the client just places it where it belongs\nMind blown.\nA much bigger pet peeve of mine is making a SPA when a bunch of HTML pages would do, and would give","author":"red_admiral","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","technical_depth"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282981"},{"id":"6a89af8a-d783-494c-9ead-71e309b7458f","source":"hackernews","source_id":"49285322","content_type":"comment","title":null,"body_preview":"It would be nice if it was easy to \"place the HTML where it belongs\", but in a complex app it's never just-replace: you have to preserve a lot of state, wether it is filters, forms, user selection, sc","author":"gregoriol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285322"},{"id":"836a05de-385b-4b2d-a6b1-08349283e639","source":"hackernews","source_id":"49279075","content_type":"comment","title":null,"body_preview":">Safer against injection: since the server renders and escapes the HTML before sending it over the channel, an attempt to sneak in a <script> travels as inert text and reaches your neighbor's screen a","author":"zemnmez","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279075"},{"id":"bc5bdb57-be94-409b-a129-08e218ae938e","source":"hackernews","source_id":"49277748","content_type":"comment","title":null,"body_preview":"> that loose back-and-forth over HTTP weighs more than an always-open WebSocket\nThis is definitely true for HTTP/0 and /1. Is it still true under HTTP/3, or has the underlying ‘single conduit, many ch","author":"altairprime","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","technical_depth","natural_digressions"],"bot_score":0.09871421839456578,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277748"},{"id":"aad715fa-9905-48c5-99ff-e82a5d393331","source":"hackernews","source_id":"49276859","content_type":"comment","title":null,"body_preview":"Just wanted to mention that in PHP besides Laravel Livewire there's also Symfony Live Components[0]\n[0] https://symfony.com/bundles/ux-live-component/current/index....","author":"conradfr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276859"},{"id":"fdc8436c-1f82-455e-8bf9-258d59ec25f3","source":"hackernews","source_id":"49289283","content_type":"comment","title":null,"body_preview":"I’m not understanding how websockets fixes the issue of pushing JSON to the client side for it to be rendered into HTML. JSON is just a data object can translate into text to place in the HTML documen","author":"centuryfall","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","natural_digressions"],"bot_score":0.4876954357428311,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289283"},{"id":"2e19c243-4569-4203-900a-ac7f7f009aeb","source":"hackernews","source_id":"49277157","content_type":"comment","title":null,"body_preview":"> Place the HTML where it belongs\nWell, some drawbacks are not accounted for when replacing HTML parts: input elements lose focus, if some view was scrolled, then it gets unscrolled, jumping under use","author":"deepsun","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277157"},{"id":"225033f8-16e9-4a13-8981-567e2ace7e2a","source":"hackernews","source_id":"49282389","content_type":"comment","title":null,"body_preview":"Something else that I think is interesting here is the new HTML streaming APIs in Chrome: https://developer.chrome.com/blog/declarative-partial-update...\nThese mean that you can for example have a web","author":"mcintyre1994","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282389"},{"id":"fe3fa7f7-a29e-4ca9-b001-491e1fd090a1","source":"hackernews","source_id":"49276152","content_type":"comment","title":null,"body_preview":"Love how DHTML, ASP.NET Ajax, JSF Ajax kind of keeps being re-invented.","author":"pjmlp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.1309617884699489,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276152"},{"id":"33abeb60-b141-4e49-970e-fad24e9449fa","source":"hackernews","source_id":"49277015","content_type":"comment","title":null,"body_preview":"I like the Vue/React/Svelte model of the DOM being a function of the data. For example, in a shopping cart, I add two chocolates, the number against the chocolate, the count at top and a banner encour","author":"aitchnyu","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277015"},{"id":"8e0ff61c-1fe3-45fc-9a4b-bde92673dd7f","source":"hackernews","source_id":"49276589","content_type":"comment","title":null,"body_preview":"Close but htmx with SSE and dom swaps and morphing gets you there without reinventing any wheels.\nPretty much every web app I build has this pattern in it from day 1, as they all quickly expand to hav","author":"nzoschke","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.09096550603490482,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276589"},{"id":"dbc365db-d5c2-4cc6-8e4f-5eeb706891ac","source":"hackernews","source_id":"49279076","content_type":"comment","title":null,"body_preview":"A lot of the people who oppose this technique don't understand context: The right solution to your problem often involves understanding the problem you're trying to solve!\nIn my case, I work on two Bl","author":"gwbas1c","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11944165925109773,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279076"},{"id":"9eba4f02-0e8b-4c46-9a75-267cfcd53ac4","source":"hackernews","source_id":"49275953","content_type":"comment","title":null,"body_preview":"A good response to this post\nhttps://yagni.club/3mstlyuxe5s26","author":"nchmy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275953"},{"id":"c28c6e1c-ed0d-44c3-80e9-7f541c2311e4","source":"hackernews","source_id":"49278185","content_type":"comment","title":null,"body_preview":"Funny he mentioned Chris McCord as the originator of this technique with Liveview. The reality however predates that with Sync in Rails that you guessed it... was also Chris McCord's doing.  Rails at ","author":"xutopia","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.2755722568903577,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278185"},{"id":"589fac93-71d9-45b7-97d8-3ab27fe21645","source":"hackernews","source_id":"49275761","content_type":"comment","title":null,"body_preview":"> The quick rule: if you need bidirectional, low-latency communication (chat, collaboration, games), WebSocket; if you only push from the server, SSE is simpler and cheaper to operate.\nFor most apps j","author":"hackingonempty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","technical_depth_with_perspective","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275761"},{"id":"08c93209-9b67-4d3c-83ee-99d0f1c4b719","source":"hackernews","source_id":"49287610","content_type":"comment","title":null,"body_preview":"I’ve created (with a lot of help from AI) an editor similar to Obsidian: please give a warm welcome to Emerald!\nIt’s a native Markdown editor with a live preview, built in C++ with as few dependencies","author":"BBones_","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","acknowledgement_of_ai_assistance","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287610"},{"id":"99b542b4-5e52-4a4a-bb47-ac33dbf48003","source":"hackernews","source_id":"49279811","content_type":"comment","title":null,"body_preview":"Does anyone know how the grok allowances compare to OpenAI / Anthropic for the monthly plans? I heard they're not generous, which means I never really bother testing Grok.","author":"m101","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279811"},{"id":"9492fdb9-2201-4dfd-b8c8-b0d82791cc98","source":"hackernews","source_id":"49284734","content_type":"comment","title":null,"body_preview":"All the conversation on twitter seems to be about how cheap this is. Are they just choosing to lose money on inference to gain market share or do they actually have inexplicably lower inference cost/m","author":"Traster","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284734"},{"id":"2120053e-5524-4b5b-b1fa-c7c492c0aa86","source":"hackernews","source_id":"49288942","content_type":"comment","title":null,"body_preview":"Kinda good, but burns a ton of tokens compared to sol. Gave it mid sized task, it burned entire context on thinking and then compacted after first edit. Sol would use 20-30% of context in comparison","author":"nurumaik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288942"},{"id":"e25e078f-b935-4119-a1b0-665ab2925c84","source":"hackernews","source_id":"49274602","content_type":"comment","title":null,"body_preview":"Tangental, but has anyone else noticed grok's voice mode got stupid and terse ~2 weeks ago? I've absolutely loved grok's voice mode since it came out (incredibly useful for brainstorming on walks and ","author":"nomilk","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274602"},{"id":"50421d7a-e9f9-4307-bd94-30487605f5a0","source":"hackernews","source_id":"49284340","content_type":"comment","title":null,"body_preview":"I had a few interactions with it through cursor and first impression is: I'm underwhelmed.\nThe plans it produces are all over the place and hard to follow. They have a \"rambly\" feel to it. Worse, they","author":"jvandrian","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284340"},{"id":"a3270df2-4205-4419-98e2-15b03b9ab7cc","source":"hackernews","source_id":"49290857","content_type":"comment","title":null,"body_preview":"okay now that i've spent a workday with it... yeah not amazing as everyone says. It's waaay slower than 4.5, used a lot more tokens. I don't mind either of those things but 4.5 was really fast and tha","author":"bakies","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290857"},{"id":"21031941-3a4d-4fd6-aa63-3c70c4ff9c02","source":"hackernews","source_id":"49274372","content_type":"comment","title":null,"body_preview":"Thats actually a lot more impressive  than I thought. At least on paper","author":"Pungsnigel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274372"},{"id":"b0828ce0-18a7-4608-86b1-154bab415f31","source":"hackernews","source_id":"49274496","content_type":"comment","title":null,"body_preview":">Grok 4.6 produces stronger first passes on visual and interactive projects than we typically saw with Grok 4.5. Given a concrete product idea, it is able to establish structure and visual language fo","author":"GenerWork","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.17189638874465765,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274496"},{"id":"2a872d34-5db9-4f74-bbbb-71c11b7042e2","source":"hackernews","source_id":"49280238","content_type":"comment","title":null,"body_preview":"Grok 4.5 was the first time I considered giving me $100/mo to xai (currently on just SuperGrok). It’s just a very pleasant model to work with: fast, to the point, intelligent. It’s also much better in","author":"artdigital","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280238"},{"id":"0c9e4803-4eef-4e60-a0c4-e81f367c3276","source":"hackernews","source_id":"49280248","content_type":"comment","title":null,"body_preview":"Does really well and ~2x cheaper than Qwen3.8 2.4T, they have same pricing but grok is around 2x more token efficient:\nhttps://aibenchy.com/compare/qwen-qwen3-8-2-4t-a95b-low/x-ai...","author":"XCSme","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.11663709753935637,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280248"},{"id":"a46fc598-6152-4a67-8bc4-d8fbb8c19974","source":"hackernews","source_id":"49275265","content_type":"comment","title":null,"body_preview":"I'd let the dust settle rather than trusting benchmarks. But in general a third competitive frontier model would be great.\nI still think that it's very possible Gemini gets its act together and become","author":"at1as","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275265"},{"id":"7ccb6352-c83c-4dec-840d-ddb2d2856ae2","source":"hackernews","source_id":"49277198","content_type":"comment","title":null,"body_preview":"I will say this: Grok Build has a very nice TUI! It even has... mouse rollovers/tooltips?? I was like whoa.\nI used Grok 4.5 for a security review the other day and it did a FANTASTIC job. I mean it th","author":"pmarreck","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.08942473457047923,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277198"},{"id":"2caa3937-258c-4f33-b0d9-c30376ebf1be","source":"hackernews","source_id":"49274180","content_type":"comment","title":null,"body_preview":"Fable-like intelligence, beats GPT-5.6-Sol on most benchmarks, cheaper than Kimi K3 on API and quite generous usage on Cursor subscription.","author":"cjalmeida","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274180"},{"id":"830067a0-dd37-4c86-9945-1a0e8cc615ce","source":"hackernews","source_id":"49274516","content_type":"comment","title":null,"body_preview":"As polarizing as grok is, it was basically inevitable for it to start being a real competitor given how much investment SpaceX made into its own inference capabilities.\nSeems if you are okay with it, ","author":"Jcampuzano2","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.21928152770566217,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274516"},{"id":"3a218b8a-7d07-4316-b6ef-c376fda254ab","source":"hackernews","source_id":"49275544","content_type":"comment","title":null,"body_preview":"In terms of using experience, I found Grok 4.5 to be way more pleasant to use than GPT 5.6 Sol and Claude 4.8/5. It just gets to the point, and is super fast and concise, no yapping. That's how AI age","author":"dllu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275544"},{"id":"b577f487-6b20-4eb9-873f-6958ca1f9ff7","source":"hackernews","source_id":"49274490","content_type":"comment","title":null,"body_preview":"Anyone else find it weird how within 2 months of Fable releasing all the major labs suddenly had Fable-level models? Trying to think of explanations:\n1) AI researchers talk and change companies often,","author":"causal","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","genuine_specificity"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274490"},{"id":"d7a89ed5-25ef-4871-9d0d-b01e1422a79f","source":"hackernews","source_id":"49276227","content_type":"comment","title":null,"body_preview":"Looks like the SpaceXAI api is adding a default system prompt to all requests. Annoyingly, the line about not mentioning these guidelines is superseding any instructions in the system prompt, causing ","author":"bm-rf","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276227"},{"id":"865b1fc3-468f-4736-9b85-f9b290e8c48a","source":"hackernews","source_id":"49289128","content_type":"comment","title":null,"body_preview":"Scary. From the news I see, there are seemingly many more wildfires, hurricanes, and now heatwaves and an El Niño that are breaking their records by significantly more than the 0.1 C that the actual c","author":"gepeake","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","genuine_specificity","asking_for_expert_opinion"],"bot_score":0.22263156237379766,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289128"},{"id":"5112e34e-eb60-4a7d-9551-483cc2beafe8","source":"hackernews","source_id":"49282129","content_type":"comment","title":null,"body_preview":"It has been fascinating watching how all the model predictions have evolved over the last 8 months.\nBack at the start of the year, they all figured it would peak at about 2c, now almost every model is","author":"ColdStream","classification":"human_created","confidence":0.78,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282129"},{"id":"4d64fc44-be0c-4311-918e-e4382a68367e","source":"hackernews","source_id":"49273126","content_type":"comment","title":null,"body_preview":"Sad to hear. Met him a few times. The company I worked for and his (Perihelion) partnered on a few projects.","author":"dboreham","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273126"},{"id":"a9feeeac-903f-447a-9059-c5281e91ca33","source":"hackernews","source_id":"49275268","content_type":"comment","title":null,"body_preview":"Sad, a legacy that can't be replaced.\nYes it still exists and has development but it is only limping through the sludge on the back of existing retried developers. I could be wrong.\n> King joined Meta","author":"doublerabbit","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275268"},{"id":"6aca9a5d-95f0-4d3c-be3a-a480d462f112","source":"hackernews","source_id":"49273840","content_type":"comment","title":null,"body_preview":"Amiga tcp+ppp and a shell account got me into unix. Had to compile my ppp slurp deamon on my shell account to get my amiga online. This was before ISP's became a thing. Thats how I rolled my unix know","author":"IronWolve","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273840"},{"id":"365e4dc1-2b6a-4ad3-a1ed-f93039975803","source":"hackernews","source_id":"49273286","content_type":"comment","title":null,"body_preview":"R.I.P. !\nhttps://web.archive.org/web/20131016145634/http://www.amigah...\n> Few people have heard of TripOS outside the Amiga market. As a standalone operating system it is unremarkable, however its re","author":"amiga386","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","human_indicators_present","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273286"},{"id":"76710a55-a2b5-40d3-acf5-1026f62bf1ca","source":"hackernews","source_id":"49283033","content_type":"comment","title":null,"body_preview":"Reddit Discussion: https://old.reddit.com/r/amiga/comments/1vmf7ft/obituary_ami...","author":"doener","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283033"},{"id":"d3cb33e9-d8c7-4bc2-ac55-62ca3150e057","source":"hackernews","source_id":"49273263","content_type":"comment","title":null,"body_preview":"Dr. Tim King, thanks for introducing real computers to me, in the form of Amiga.","author":"vardump","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273263"},{"id":"0c0bf98c-02a8-41b0-86b8-f72e32263ac6","source":"hackernews","source_id":"49272988","content_type":"comment","title":null,"body_preview":"interview from October 2021: https://www.youtube.com/watch?v=pm-szurM5VY\n*corrected date","author":"muyuu","classification":"human_created","confidence":0.7,"indicators":["human_indicator_self_correction","human_indicator_platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272988"},{"id":"bfc48a58-dee5-44eb-a98e-aa5591088401","source":"hackernews","source_id":"49274441","content_type":"comment","title":null,"body_preview":"I knew him as the founder of UK Online - only met him a few times but he seems a really friendly, helpful guy. Sorry to hear of his passing","author":"Angostura","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274441"},{"id":"c2e214fa-7811-4279-8c37-9dde294cc9f4","source":"hackernews","source_id":"49272935","content_type":"comment","title":null,"body_preview":"I had never heard this name until now, but I owe Dr. Tim King a significant part of my career. Never having been a DOS user, AmigaDOS was my gateway drug to the command line interface, and to me learn","author":"Cockbrand","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272935"},{"id":"20db4628-d864-4623-b8cb-36af3ad2afe0","source":"hackernews","source_id":"49274585","content_type":"comment","title":null,"body_preview":"Aww. Well, cheers for the large number of hours I spent with my Amiga, Dr King. I actually went through a phase of stripping my Amiga back so it booted exclusively to amigaDOS, without the full 'deskt","author":"alienbaby","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","genuine_specificity"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274585"},{"id":"d37adc4f-108c-46af-9a91-420f51a7267d","source":"hackernews","source_id":"49279242","content_type":"comment","title":null,"body_preview":"I dropped out of a decidedly average university to do customer support for the first ISP in Australia. After a couple of years of that, I got itchy feet and found myself in London, England. The plan w","author":"goatforce5","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279242"},{"id":"da6a61c3-4a09-46c5-b09b-b3cfc3bf3521","source":"hackernews","source_id":"49275361","content_type":"comment","title":null,"body_preview":"seems the big phone makers are going with the phone-2-tablet fold.\nvery few have gone with the ultra portable and pragmatic fold like razr-ultra.\nhopefully apple comes out with a razr-ultra like fold.","author":"dzonga","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275361"},{"id":"e01701cd-d7ff-4b0e-b1b8-d21853a8d6fc","source":"hackernews","source_id":"49284660","content_type":"comment","title":null,"body_preview":"I've got a pixel 9, I don't see any meaningful changes here worth upgrading. The hardware looks essentially the same, except for a better camera and a ruby but if more battery. What am I missing?","author":"basedrum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284660"},{"id":"063f9ab6-cfe6-4c72-9ee3-dc2b644a7ae8","source":"hackernews","source_id":"49275330","content_type":"comment","title":null,"body_preview":"With fewer and fewer interesting things getting added from one generation to the next, freedom, security, and privacy have become my main selling point when deciding on a phone. 7 years of updates, st","author":"fitblipper","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275330"},{"id":"1d856386-39c3-48da-8b66-7e4ee1d779e2","source":"hackernews","source_id":"49282699","content_type":"comment","title":null,"body_preview":">The dual screens on Pixel 11 Pro Fold are ideal for real-time translation, especially with our new sign-to-text feature. Developed in partnership with the Deaf community, it lets signers express them","author":"elil17","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.26338194830133677,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282699"},{"id":"15929f15-ac23-4dcc-b963-e6310753be3c","source":"hackernews","source_id":"49288567","content_type":"comment","title":null,"body_preview":"That texting UI is rough, text is way too big and the long input box and split keyboard really feel like the laziest UI.","author":"joshstrange","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1289104652675968,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288567"},{"id":"1c1fd618-086f-422b-b968-d07e3403dfc4","source":"hackernews","source_id":"49275285","content_type":"comment","title":null,"body_preview":"Does anyone had a good experience with foldable phones? The only people I know that bought one had them broken near the 2 year mark.\nMy phone from 2018 it's still working perfectly.","author":"is_true","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275285"},{"id":"de067f8e-2e8f-4e0d-a4f9-72507e3de792","source":"hackernews","source_id":"49282230","content_type":"comment","title":null,"body_preview":"I always ask myself why Google's Gemini integration still feels that bad despite the company having full control over Android, the Play Store, and the Pixel hardware stack. If one could fully operate ","author":"mkayokay","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282230"},{"id":"c1ac9286-ea4c-4f0a-9cf5-c565bf68c781","source":"hackernews","source_id":"49279791","content_type":"comment","title":null,"body_preview":"I have the pixel 10 fold (got it on offer) and honestly it already feels excessive. I welcome these incremental upgrades but the number dropping in the marketing material and the \"moar AI\" stuff doesn","author":"karim79","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279791"},{"id":"8711e433-df84-49fc-84bf-60559b181007","source":"hackernews","source_id":"49279939","content_type":"comment","title":null,"body_preview":"I still think stylus support (both hardware but especially software) is going to be a killer app for these things. They've gone in the wrong direction for now, but some of the Asian phone companies (H","author":"FiddlerClamp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279939"},{"id":"32090ce3-72cf-4baf-9f4a-57bf01b9c8c7","source":"hackernews","source_id":"49275001","content_type":"comment","title":null,"body_preview":"Why is Google averse to larger batteries?  The Chinese makers have been stuffing 8000ish mah batteries in rather diminutive phones for two or three years now, and Google is releasing one in 2026 with ","author":"silisili","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","specific_claim_without_source"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275001"},{"id":"79d8c7d0-e6f4-449b-b3b1-b118eb4165f7","source":"hackernews","source_id":"49274889","content_type":"comment","title":null,"body_preview":"I was looking forward to this one because of the IP68 dust and water protection rating, but the fact that it has the same cameras as the base Pixel 11 instead of the Pro is very sad. I also wish the H","author":"Johnbot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274889"},{"id":"7298a322-3172-4667-a2a2-b1ce42d53b80","source":"hackernews","source_id":"49274760","content_type":"comment","title":null,"body_preview":"I am only 75, but in a few years I have thought of downsizing to one device (and a VPS for a little coding). A future version of this phone that is triple fold would work for me.","author":"mark_l_watson","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","terse_replies"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274760"},{"id":"21c8be4f-d342-46f0-bc5d-4a1c73b9d911","source":"hackernews","source_id":"49274876","content_type":"comment","title":null,"body_preview":"You know, maybe cameras are good enough, and I don't want a tumor at the top edge of my phone that gets tiresome to hold after 5 minutes.","author":"sawjet","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274876"},{"id":"ec7ad2fc-22fa-4350-8304-764b08fe5120","source":"hackernews","source_id":"49274910","content_type":"comment","title":null,"body_preview":"The Fold still has 16GB of RAM. The 11 Pro and 11 Pro XL both got nerfed to 12GB.\nYou also only get 6 months of a free Google AI Pro subscription (a $120 value) as opposed to the 12 months with the 10","author":"trollbridge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12001574500372394,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274910"},{"id":"6b4e8857-7119-40a5-b9c7-aca37044d0fe","source":"hackernews","source_id":"49275475","content_type":"comment","title":null,"body_preview":"Maybe I'm being too cynical, but all the benefits in the video intro are either things that aren't benefits of the hardware (screen calls without looking, Gemini, tap less do more) or they're compensa","author":"onion2k","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.09578565767002735,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275475"},{"id":"56b5a965-9286-4bfe-8840-b923fde9479f","source":"hackernews","source_id":"49275656","content_type":"comment","title":null,"body_preview":"I'm looking forward to when \"fold\" is not so equivalent to \"premium\". I'm interested in a folding phone, but I don't think I've spent a cumulative $2000 on my last 4 phones. I'd have a hard time justi","author":"delecti","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","personal_experience_implied"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275656"},{"id":"7ee24052-1a81-4971-8002-d846a69448a6","source":"hackernews","source_id":"49275331","content_type":"comment","title":null,"body_preview":"These phones are getting larger each release, and it's the opposite of the trend I prefer now. I really am starting to miss the SE phone sizes and not feeling like I'm carrying a literal brick in my p","author":"rvshchwl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275331"},{"id":"064e27a0-892a-4644-b6b3-48c51a3c29ff","source":"hackernews","source_id":"49275055","content_type":"comment","title":null,"body_preview":"I used to be a \"cutting edge phone guy\" where I'd get the latest iPhone ever year and the thought of having the older phone just didn't sit well with me. These days though the upgrades are so marginal","author":"cautiouscat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275055"},{"id":"5a2566ff-c108-46f1-b5f1-f41f38be8c74","source":"hackernews","source_id":"49274799","content_type":"comment","title":null,"body_preview":"I am so amused at the “HiLight” feature (lighting up colored LEDs for notifications so you can see them “at a glance” without looking at the screen). This is a feature that was on the Android phones o","author":"cobolcomesback","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274799"},{"id":"0707b4d9-04e5-4115-be9a-c6978dfd8040","source":"hackernews","source_id":"49276392","content_type":"comment","title":null,"body_preview":"Wire tapping phones requires a warrant, except the chinese hacked into the lawful intercept system. Most Russian government databases are for sale on the dark web. If the data is collected no amount o","author":"throwaway85825","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.14675361700004658,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276392"},{"id":"4227a201-a8e5-43f3-afee-2a2b9efd8c32","source":"hackernews","source_id":"49275470","content_type":"comment","title":null,"body_preview":"Collecting and storing the information is the real problem. The focus on warrants is a distraction.\nAccess control (warrant) doesn't prevent a breach, and the system is not architected in a way to pre","author":"giantg2","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.1810784450815056,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275470"},{"id":"91c2ff96-4051-4ee9-8da4-4018420f7c92","source":"hackernews","source_id":"49278081","content_type":"comment","title":null,"body_preview":"I think we have the ability to get rid of license plates altogether and restore some privacy. It's not like license plates stop LEOs from shooting people, like when they were chasing Dornier and unloa","author":"Glyptodon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278081"},{"id":"da53d337-f4a3-4568-bf65-ef0a79312372","source":"hackernews","source_id":"49277854","content_type":"comment","title":null,"body_preview":"I agree; however, here is my vibe-coded home ALPRS:\nhttps://github.com/ryjones/alprs\nUsing more vibe code:\nhttps://github.com/ryjones/platescan\nThe bar is low.","author":"RyJones","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277854"},{"id":"4d16e493-8248-4bf0-a343-f907fa7a3601","source":"hackernews","source_id":"49273658","content_type":"comment","title":null,"body_preview":"Hotlists imply that actual search takes place the moment you pass one, so really, the illegal search happens before. Even if warrants were required to manually search.","author":"smalltorch","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.09568958884422635,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273658"},{"id":"d0b294c8-84dc-4ea5-bebc-4b324660350e","source":"hackernews","source_id":"49274823","content_type":"comment","title":null,"body_preview":"They're more than just license plate readers. Much more.","author":"corsendonk","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274823"},{"id":"f5b431f7-0af4-48df-93db-965419e7bd1d","source":"hackernews","source_id":"49280425","content_type":"comment","title":null,"body_preview":"A judge would never sign off on a warrant for the kind of searches Flock facilitates.  Similar opinions involving cell phones have been rejected by the courts multiple times.  Folks desperately trying","author":"evilDagmar","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280425"},{"id":"239f356c-723a-4d23-b86f-4dd68a9d6c68","source":"hackernews","source_id":"49275357","content_type":"comment","title":null,"body_preview":"I do wonder though if the data retention should be restricted at all. This brings up a very good point that even old data (months or more) can be vital to cases or to the defense, but is there any dow","author":"metalcrow","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275357"},{"id":"cfa8df78-e479-47cd-8d6f-aa2c27ab61c3","source":"hackernews","source_id":"49274134","content_type":"comment","title":null,"body_preview":"Here's a case study of what happens when this information is public (it's linked as the \"data-driven\" series). This information should not exist unless the plate is flagged and the reason for that is ","author":"wiseleo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274134"},{"id":"e578ae8d-d148-4176-a7ef-ccf448b48c15","source":"hackernews","source_id":"49275339","content_type":"comment","title":null,"body_preview":"There is another middle option that I would have liked to see the author discuss: requiring either a case number or a CAD ID, instead of a \"search reason\".\nIn my conversations with law enforcement (mo","author":"thaumaturgy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275339"},{"id":"bbfce1ca-5ad2-4669-a5e5-386ea59d07d5","source":"hackernews","source_id":"49276213","content_type":"comment","title":null,"body_preview":"A warrant isn't an effective safe guard unless you trust the government to only prosecute actual crimes. The US federal government has demonstrated, explicitly, that it is willing to use law enforceme","author":"carefulfungi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276213"},{"id":"efc76600-9d9c-4372-8c9d-0e4fe6290001","source":"hackernews","source_id":"49278011","content_type":"comment","title":null,"body_preview":"Any idea why this is so much less acceptable to people in the US than in the UK? In the UK we've had ANPR for more than twenty years and AFAICT there's no mass controversy surrounding it. It catches p","author":"henryaj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278011"},{"id":"2b6298b1-f22b-4aab-9a51-18afedd55b04","source":"hackernews","source_id":"49276104","content_type":"comment","title":null,"body_preview":"You should raise your voices now. For Indians, its too late. Our Indian Government used facial recognition system at mass level in recent students protests and now police is showing up on their homes.","author":"gagan2020","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276104"},{"id":"1596b9bf-4f13-4350-baf7-69d3fc8c725e","source":"hackernews","source_id":"49273689","content_type":"comment","title":null,"body_preview":"Good article.  It's a sober look at where we are at.\nWe lost a lot of strong privacy rights we had with landlines when we shifted to cell phones.\nWe're actually slowly creeping into pre-crime territor","author":"throw7","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.14366876053707361,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273689"},{"id":"be8f2ded-b06c-48d5-9bc8-9f0ef5e73eb2","source":"hackernews","source_id":"49273638","content_type":"comment","title":null,"body_preview":"This is a hole in the Constitution that would be better patched, at least with statute, better with an amendment. The fourth amendment says\n  The right of the people to be secure in their persons, hou","author":"delichon","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.12124148913074997,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273638"},{"id":"68c9cac4-3b39-4fc6-9f87-4731838a31e8","source":"hackernews","source_id":"49273813","content_type":"comment","title":null,"body_preview":"I don't like the article's tone of inevitability:\n> I think cameras in all public spaces are going to happen. Imagine Ring comes out with a nicer camera system for homeowners....\nIndiscriminately film","author":"Zak","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273813"},{"id":"a56a5e22-8963-4462-b90b-676ad757f85a","source":"hackernews","source_id":"49279885","content_type":"comment","title":null,"body_preview":"Imagine all licence plates being small screens and periodically showing numbers derived from a private key issued by the DMV. As they change, vehicles could not be tracked without knowing the private ","author":"vzaliva","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","hedge_stacking","absence_of_personality"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279885"},{"id":"95e3a388-c1e6-4b1d-8499-2c74e29ebc88","source":"hackernews","source_id":"49275290","content_type":"comment","title":null,"body_preview":"A warrant is better than no warrant, but:\nA warrant requirement is not a reasonable bandaid to consider allowing mass spying. There should be no mass spying by default.\nA warrant requirement makes sen","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.13921985557926986,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275290"},{"id":"437b06ae-a42f-4bf9-a182-6aa8a06ce652","source":"hackernews","source_id":"49273424","content_type":"comment","title":null,"body_preview":"Either it needs a warrant or it’s fully open and people can start creating websites showing the movements of local politicians.\nThis middle ground that municipalities try to carve out where it’s fully","author":"cmiles8","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.14208067227186036,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273424"},{"id":"bd52db7b-e266-4535-af71-7a88117a32c3","source":"hackernews","source_id":"49273367","content_type":"comment","title":null,"body_preview":"It frustrates me when people call them license plate readers. I guess you need to call them something, but they are general-purpose internet connected cameras. They will do whatever their firmware tel","author":"malwrar","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273367"},{"id":"d8f2b47d-856d-49ee-9aa1-1590937e4331","source":"hackernews","source_id":"49292095","content_type":"comment","title":null,"body_preview":"This will probably be another privacy invasion acquisition.","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1070412985504187,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292095"},{"id":"0044b5ba-a240-4de5-8dc9-7427892fafab","source":"hackernews","source_id":"49290982","content_type":"comment","title":null,"body_preview":"If you are at Workday right now, it is time to abandon ship just like the ex-Workday CTO did. [0]\nHe likely saw the end of the line at Workday and then left, less than a year ago after joining.\nSo tha","author":"rvz","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digression","specific_reference"],"bot_score":0.11815100083239535,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290982"},{"id":"c2750000-dbba-4c62-97ff-1b734e02d02c","source":"hackernews","source_id":"49283888","content_type":"comment","title":null,"body_preview":"Ah yes, fond memories of SWOS on the Amiga 500. Just stand in front of the opposing keeper and watch the ball ricochet back in to score and win.","author":"_joel","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283888"},{"id":"7e4da108-ac9c-452a-87b1-21f6fe077bf3","source":"hackernews","source_id":"49282887","content_type":"comment","title":null,"body_preview":"https://spillhistorie-no.translate.goog/2026/08/08/fra-gummi...","author":"bronlund","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282887"},{"id":"8d198c91-f795-482f-b858-3b0f924651b2","source":"hackernews","source_id":"49289081","content_type":"comment","title":null,"body_preview":"Cool! I was thinking of building something similar over the weekend, with a few differences. Do you accept PRs?","author":"copperx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.125,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289081"},{"id":"5f208ecd-e28c-4450-9981-37b74c4e7d47","source":"hackernews","source_id":"49288990","content_type":"comment","title":null,"body_preview":"This is quite cool, but I cherish the comfort in ignorance is bliss when it comes to my habits","author":"sajithdilshan","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.12608208929440898,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288990"},{"id":"e6afb927-dd2b-4a04-a924-d49b6b4cd4bc","source":"hackernews","source_id":"49287204","content_type":"comment","title":null,"body_preview":"Hey everyone!\nI just want to share an app - Habit Pocket. I built to track my habits and other metrics I like. For me the biggest problem of most trackers is limitation by only habit done and not done","author":"bohdanstefaniuk","classification":"human_created","confidence":0.7,"indicators":["self_reference","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.289154140665565,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287204"},{"id":"c716457f-d40e-4693-a407-2b5490245aa6","source":"hackernews","source_id":"49292042","content_type":"comment","title":null,"body_preview":"I’m curious about the architecture, specifically regarding the Apple Health and MCP integrations. How is the user data managed under the hood? Is the data being routed through a centralized server/ext","author":"927tanmay","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_comprehensive","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292042"},{"id":"5cb6825d-5665-4108-9491-381e39cdc453","source":"hackernews","source_id":"49288895","content_type":"comment","title":null,"body_preview":"137 pave pdf on rainbows and it's in black and white. Pretty upset about this :)","author":"nirgunarthy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288895"},{"id":"944d4001-dd72-48c2-80ee-447d5b313a7a","source":"hackernews","source_id":"49290659","content_type":"comment","title":null,"body_preview":"> In the light of this (no pun intended) it is interesting to note that there is another type of\nsurface wave: ...\nMissed moment of awesome. Intend your puns, you cowards!","author":"nvader","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290659"},{"id":"b249c17e-b019-43d0-bf67-21c831affe66","source":"hackernews","source_id":"49289040","content_type":"comment","title":null,"body_preview":"If you're at all interested in this stuff, Atmospheric Optics is a fantastic resource that illustrates and explains these phenomena with both depth and accessibility. Note that the menu on the left hi","author":"devindotcom","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","authentic_voice","natural_digression","terse_style","absence_of_hedging"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289040"},{"id":"cd3eea2f-d48e-4175-a83a-e95453f0a347","source":"hackernews","source_id":"49271086","content_type":"comment","title":null,"body_preview":"For people that find this controversial:\nhttps://www.tandfonline.com/doi/full/10.1080/03075079.2023.2...\n\"Our findings reveal that gradeless learning can increase motivation and reduce surface learnin","author":"Otterly99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","quoting_external_source"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271086"},{"id":"5f04006e-30a6-4d2e-ae92-c1ad3358d799","source":"hackernews","source_id":"49273566","content_type":"comment","title":null,"body_preview":"I think the consternation here isn’t warranted.\nIf a large enough proportion of incoming students need an adjustment period, surely it’s  better to have one than not.\nAlso, it’s misdirected. If incomi","author":"jmull","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273566"},{"id":"3d1c4e79-c93e-49d7-81b0-0d2f0ff20fce","source":"hackernews","source_id":"49275368","content_type":"comment","title":null,"body_preview":"\"The tyranny of soft expectations\"\nI was intensely stressed through high school and undergrad, then later in grad school, postdoc, full time job as computer scientist, then as a SWE.  It wasn't pleasa","author":"dekhn","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275368"},{"id":"a1897cbf-7cda-4930-a1a1-8455e688815e","source":"hackernews","source_id":"49264735","content_type":"comment","title":null,"body_preview":"I'm not sure how to feel about this.\nOn the one hand, this is good for people who need time to adapt to college. It's a big change, especially for young people who are living apart from family for the","author":"dividefuel","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49264735"},{"id":"7d623784-82e7-4dfd-aaf0-84536a57374d","source":"hackernews","source_id":"49272517","content_type":"comment","title":null,"body_preview":"Soon the whole US academia reputation will go down the drain and the degrees we all worked so hard for will have no meaning. How to shoot oneself in the foot 101.","author":"storus","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1513222309532205,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272517"},{"id":"29d4472d-824a-4675-a06d-f874ab5db8c3","source":"hackernews","source_id":"49283908","content_type":"comment","title":null,"body_preview":"I was a straight A student all through high school; first year of college I got Bs and Cs, couple As, and failed one class. Next three years I got my shit together and was back to straight As, includi","author":"flufluflufluffy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283908"},{"id":"226dcdfe-1374-47e8-8daa-01d0ba7fe00c","source":"hackernews","source_id":"49273092","content_type":"comment","title":null,"body_preview":"I don't know. Why are they lowering the standards again? Maybe they should raise the standard of high schools instead?\nOr maybe they can help them by giving access to mental health practitioners, or m","author":"markus_zhang","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.1274747135763961,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273092"},{"id":"dc82a981-912e-43cb-9089-dba11b21750d","source":"hackernews","source_id":"49272624","content_type":"comment","title":null,"body_preview":"Fwiw, afaik in most Oxford and Cambridge degrees the only exams that count towards your grade are in the final year or the final two years. Everything before that is basically preparation, and the col","author":"c7b","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience_reference","opinion_without_over_qualification"],"bot_score":0.0710294429578024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272624"},{"id":"6642bbf8-8ad7-46e4-ae65-13b4c471d255","source":"hackernews","source_id":"49284149","content_type":"comment","title":null,"body_preview":"Soon they will start a program where you can either take a failing grade, or pay double tuition for those credit hours to get a pass in that class.\nWhen I has in school we had a similar semester durin","author":"NichoPaolucci","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","imperfect_expression"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284149"},{"id":"a9466dd1-b14d-47d3-b1db-cb581ea3e688","source":"hackernews","source_id":"49260511","content_type":"comment","title":null,"body_preview":"The stated reason for doing this seems suspicious. A pass/fail dynamic would likely maintain student anxiety, if not increase it.\nWhat I think is more likely is that this move will help them hire less","author":"speak_plainly","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260511"},{"id":"0403988c-a02d-4ec1-94ef-9b5a32389f56","source":"hackernews","source_id":"49284731","content_type":"comment","title":null,"body_preview":"One if the worst discussion I've seen on HN:\nI did this... Well I did this...  My experience was .. Me me me... anecdote anecdote anecdote.\nNothing but humblebrags, dismissals of others experiences wi","author":"asdfasvea","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284731"},{"id":"85313990-01e9-4a6e-8229-2cc4a69142ec","source":"hackernews","source_id":"49261262","content_type":"comment","title":null,"body_preview":"This has the knock-on effect that it becomes impossible to excel in your first semester.\nBoth of my kids worked hard and were prepared for college, and they did very well their first years, as they we","author":"GlibMonkeyDeath","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261262"},{"id":"47a3a4a7-8ebe-475a-8e72-f2a780286532","source":"hackernews","source_id":"49276056","content_type":"comment","title":null,"body_preview":"My college (Caltech) was pass/fail (no quantified grades) for the first couple of terms, and I thought it worked very well. It did alleviate the some of the stress of beginning a higher-expectations e","author":"maxwells-daemon","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276056"},{"id":"461e7fef-4cbd-42a2-8213-3a6993c4bc3d","source":"hackernews","source_id":"49260716","content_type":"comment","title":null,"body_preview":"To those saying this is soft: https://registrar.mit.edu/classes-grades-evaluations/grades/...\nIf you want to say MIT is soft.  Feel free.","author":"ilc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260716"},{"id":"f517f14d-3c99-4c65-aea8-6bd031f2bc71","source":"hackernews","source_id":"49260551","content_type":"comment","title":null,"body_preview":"It sounds okay at first glance, but how many people are going to get saddled with an extra semester of debt now because they didn't figure out they weren't suite/ready for college yet but were just pa","author":"AngryData","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260551"},{"id":"4f24b7b8-06f1-4dc4-b7d9-bacb4f793d3b","source":"hackernews","source_id":"49260778","content_type":"comment","title":null,"body_preview":"https://archive.ph/FBFjJ\nGiven that 75% of all grades in 2022 were A's, grade inflation has already made the indicator value of grades pretty meaningless. I think this take from a student captures it ","author":"culi","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10635834914740801,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260778"},{"id":"f8b1e44d-0852-46da-a2de-3f2776d1a3ef","source":"hackernews","source_id":"49271640","content_type":"comment","title":null,"body_preview":"Back when I went to University of Rochester in the early 90's, the entire first year was not included in your GPA.  So we still got grades, but they didn't count for anything.  But in my junior year, ","author":"technothrasher","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271640"},{"id":"776518e2-f0ab-48b6-969b-7d3de5a6b397","source":"hackernews","source_id":"49274031","content_type":"comment","title":null,"body_preview":"This is a bewildering article and discussion.\nGrades and academic performance are outcomes. They're indirect stressors at best; why would one generation suddenly be unable to cope?\nThe real story is w","author":"randusername","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.13709722879851646,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274031"},{"id":"9f4bcaf1-4200-41a0-ad7a-3ab1333e1714","source":"hackernews","source_id":"49271928","content_type":"comment","title":null,"body_preview":"The University of Michigan has around a 15% acceptance rate. How is it possible that they’re letting in kids who aren’t ready to do college level work? What are they selecting for?","author":"ungreased0675","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271928"},{"id":"417ef1de-092d-4dfb-9ff2-f6a021421d0c","source":"hackernews","source_id":"49260725","content_type":"comment","title":null,"body_preview":"When you force high school kids to work days that are significantly longer than a normal adult to achieve a good GPA and get into a good college, you can expect that they are going to throttle back on","author":"joezydeco","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49260725"},{"id":"5b78bf52-2bc1-483b-80a2-4c28cfeaf303","source":"hackernews","source_id":"49288685","content_type":"comment","title":null,"body_preview":"AI makes a great shotgun; occasional sniper.\nBut it is not a divine shotgun sniper rifle hybrid.","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.1070412985504187,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288685"},{"id":"3fefd3af-12ba-4075-88c9-0d90348bad9a","source":"hackernews","source_id":"49290336","content_type":"comment","title":null,"body_preview":"Feels like a disingenuous heading for the article.\nAll of the problems they listed seem quite solvable. And it seems like it's saving a lot of time.\nBut saying AI is doing good doesn't generate the sa","author":"jvwww","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290336"},{"id":"2709363f-6dee-4753-bbee-9b8ff8026678","source":"hackernews","source_id":"49288747","content_type":"comment","title":null,"body_preview":"The source article in Korean actually seems to tell a somewhat different story, that it's been a massive productivity boost in their early experiments. You could focus on the points of friction, but t","author":"akozak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288747"},{"id":"6bcbe472-e168-4c4b-b054-aef9e5f2e444","source":"hackernews","source_id":"49288020","content_type":"comment","title":null,"body_preview":"I’m surprised that the death of the 98 year old mother, one day after the police raid, hasn’t been questioned; surely having police officers squabble with you is a much higher level of stress than nor","author":"shrubble","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1404416291680323,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288020"},{"id":"9bbc6162-7278-4a96-93d7-9cf8bd44b615","source":"hackernews","source_id":"49285831","content_type":"comment","title":null,"body_preview":"tldr: issues with the way penpot generated SVGs (afaik not even SVG itself) and how they improved it in the WebGl renderer.\nAlso a quote and reference to the three body problem to give this a veneer o","author":"rf15","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285831"},{"id":"cc29e99c-d541-4783-aa6e-6f9d7d70f5f6","source":"hackernews","source_id":"49287044","content_type":"comment","title":null,"body_preview":"- for a blog that literally talks about design\n- are you actually using infinite scroll https://penpot.app/blog/page/2/ ?\n- i go down 10 pages and i want to read your 125th article, some reload by mis","author":"vivzkestrel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.08816174035946805,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287044"},{"id":"4e0c98ff-a163-4f7a-9b8b-8d0891eb2e41","source":"hackernews","source_id":"49291988","content_type":"comment","title":null,"body_preview":"Mistral AI wants to turn European AI sovereignty from a talking point into a product — one with a service-level agreement attached.","author":"PhilipVinc","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291988"},{"id":"c0604592-f8e4-46a6-9c3f-8f0f7a7ab3e3","source":"hackernews","source_id":"49292557","content_type":"comment","title":null,"body_preview":"This article answered a lot of questions I had about the direction Mistral is taking.\nGreat read, probably really smart positioning from Mistral but I can't help but be disappointed by the lack of amb","author":"Adrig","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292557"},{"id":"98263459-3983-4bdb-9c8d-677c06d16366","source":"hackernews","source_id":"49282205","content_type":"comment","title":null,"body_preview":"Lots of good advice in here for those who want to ship big stuff without slop.\nGreat round up of the meat and potatoes of engineering in a mature codebase without giving in to entropy.","author":"cadamsdotcom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.11245600349655306,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282205"},{"id":"863139f4-3177-46ed-b034-130f91a2ceeb","source":"hackernews","source_id":"49281844","content_type":"comment","title":null,"body_preview":"I never understand why companies post AI-written articles like this on their blog and why authors are okay having it attributed to them.\nAuthors: If you actually put deep thought into the content and ","author":"freditup","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281844"},{"id":"42c14376-aaa4-4fa3-aea3-c1d20ed5cddb","source":"hackernews","source_id":"49282147","content_type":"comment","title":null,"body_preview":"A bit bewildering but a small variation of this work: do a ton of experimental branches that you just don't merge.\nIt's amazing how the AI can learn from branches that ran up against a wall.\nI don't t","author":"bluegatty","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.17592592592592593,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282147"},{"id":"2124ff7d-d9d5-4046-87a6-57c04fae79b2","source":"hackernews","source_id":"49281999","content_type":"comment","title":null,"body_preview":"I see references to Pascal intensifying these days. Something like \"Sorry I didn't have time to make it shorter\".\nProducing massive changes in a codebase has never been impressive. LoC has always been","author":"moezd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.10491656962895779,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281999"},{"id":"28d6cc4e-2ca0-485f-8087-ab504956f1e0","source":"hackernews","source_id":"49281210","content_type":"comment","title":null,"body_preview":"That was hard to understand. So the idea if I'm not mistaken is to iterate without constraint/move fast and break things (build wide).\nDemo the work, keep changing. Don't worry about the amount of cha","author":"smashed","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","template_phrases","human_indicators_absent"],"bot_score":0.1679149850430401,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281210"},{"id":"a2754148-2a05-48c8-80be-0f8d988d02af","source":"hackernews","source_id":"49275185","content_type":"comment","title":null,"body_preview":"(Plug) If you’re watching in person and want to be sure you’re in a place that will see the eclipse, I built a little web app to help with that [1]. It also has cloud data forecast overlayed for Spain","author":"jdleesmiller","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275185"},{"id":"cef3c84b-29bf-40e6-929e-ac9e8af61384","source":"hackernews","source_id":"49276143","content_type":"comment","title":null,"body_preview":"Unfortunately, camera white balance seems to diminish the effect compared to actually being there. But it's something. Now imagine that the weather got 10 deg (F) colder, the birds are chirping becaus","author":"explorigin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","emotional_authenticity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276143"},{"id":"a3ff5fe9-8d83-4517-b182-e27c90466196","source":"hackernews","source_id":"49277866","content_type":"comment","title":null,"body_preview":"The interesting map will be the subsequent Google searches for \"Me duelen los ojos\".\nhttps://coywolf.com/news/seo/people-searching-eyes-hurt-afte...","author":"ticklemyelmo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277866"},{"id":"a8af580a-08d8-4ed3-983e-300887271019","source":"hackernews","source_id":"49271933","content_type":"comment","title":null,"body_preview":"Cool, there is no check on the direction of the camera. Various camera's I checked do not seem to point in the direction of the sun during totality. It does filter candidate cameras down though.","author":"gillesjacobs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271933"},{"id":"f8677191-6dd9-4240-adb7-288c350c53d6","source":"hackernews","source_id":"49276168","content_type":"comment","title":null,"body_preview":"Modern camera sensors are so good at light gathering that sometimes the only thing that really looks different is that you see lights turn on and they seem overly bright compared to surroundings.  I g","author":"rootusrootus","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","personal_experience","semantic_blandness"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276168"},{"id":"f76458b3-08e5-48a7-89cd-4e0dc33caadf","source":"hackernews","source_id":"49271302","content_type":"comment","title":null,"body_preview":"Sorry for my ignorance, but can someone please explain what I'm looking at here?","author":"xanthine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271302"},{"id":"ce35098c-1a91-4061-bf00-f8d1de3c44ea","source":"hackernews","source_id":"49271489","content_type":"comment","title":null,"body_preview":"Doesn't seem like the best of weather now in Iceland, hopefully it clears up. Otherwise it would suck for the people who have planned the trip months if not years in advance only to get a clouded sky,","author":"LawrenceKerr","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271489"},{"id":"b43ffeaa-3a38-42df-b10f-dc2fa69f2c74","source":"hackernews","source_id":"49271460","content_type":"comment","title":null,"body_preview":"https://www.timeanddate.com/eclipse/solar/2026-august-12\nNice page showing where it will be, with times and visualizations for any point/city.","author":"matsemann","classification":"human_created","confidence":0.7,"indicators":["terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271460"},{"id":"9b9cdcc2-0079-44dc-b6d3-396077ae4d0e","source":"hackernews","source_id":"49273819","content_type":"comment","title":null,"body_preview":"I do think that it's really worth it to see the eclipse with the glasses [1]. Something also very beautiful is to see other amazing things like the shadows it creates through the trees [2].\n[1] https:","author":"v-mdev","classification":"human_created","confidence":0.7,"indicators":["natural_expression","specific_recommendation","absence_of_ai_hallmarks"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273819"},{"id":"9a584387-cad7-4dde-96b2-577d1d655032","source":"hackernews","source_id":"49275567","content_type":"comment","title":null,"body_preview":"https://eclipsefan.org/\nPosting this from a HN post a few days ago - one of the better \"where is the eclipse currently\" trackers that isn't currently ddossed.\nadding that there are some great webcams ","author":"tgtweak","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":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275567"},{"id":"d2b84d70-8f3d-44aa-bae8-ca9dce48da9c","source":"hackernews","source_id":"49271162","content_type":"comment","title":null,"body_preview":"This is great, can easily see what spots are overfilled with people or not :) I'm still thinking about where exactly I'll go to see it, was thinking Calafell or Vilanova as they're nearby and easily a","author":"embedding-shape","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.0937185533888582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271162"},{"id":"094be963-de57-44b6-9c78-b18662de4507","source":"hackernews","source_id":"49271625","content_type":"comment","title":null,"body_preview":"Thanks for posting this, most of us won’t be able to view the eclipse but having a few webcams really helps to get the feeling!\nHoping to be able to see the great eclipse of 2027 live ;-)\nhttps://www.","author":"NKosmatos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","human_indicator_absence_of_ai_signals"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271625"},{"id":"38e27c16-9c47-440d-9a50-b5ed35308bcf","source":"hackernews","source_id":"49272545","content_type":"comment","title":null,"body_preview":"Also there is solar panel monitoring data. That is also an interesting watch:\nhttps://app.electricitymaps.com/map/zone/ES/live/five_minute...","author":"1970-01-01","classification":"human_created","confidence":0.7,"indicators":["terse_reply","platform_fluency"],"bot_score":0.12700989092185347,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272545"},{"id":"eecec892-8adb-41eb-a317-e256bf0d8b76","source":"hackernews","source_id":"49271400","content_type":"comment","title":null,"body_preview":"Sierra de Guadarrama - Puerto de Cotos\nhttps://www.infonieve.es/espacio-nordico/puerto-de-cotos/web... looks decent, different views, good weather.","author":"Tornhoof","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271400"},{"id":"2e55cdf6-74d7-443d-ae02-eb9373bbf0b6","source":"hackernews","source_id":"49277412","content_type":"comment","title":null,"body_preview":"I took this picture just after it when completely dark.\nhttps://imgur.com/5kz8VyA","author":"alecsm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277412"},{"id":"1775cbe6-60a7-410a-9c7e-1b1419fbc76e","source":"hackernews","source_id":"49277973","content_type":"comment","title":null,"body_preview":"Saw it today in Zaragoza. Corona was amazing but what took my breath away when I looked through my binoculars were pink (fuchsia?) prominences close to the solar disk. As describes here they are in fa","author":"alkyon","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277973"},{"id":"ba7f70e9-ce37-42f9-94a1-d798eec1af0b","source":"hackernews","source_id":"49275052","content_type":"comment","title":null,"body_preview":"Eclipses have a special consequence to the human history. It is noted by Asimov that the first correct prediction of the Eclipse was done in May 28, 585 by Thales of Miletus and this event is consider","author":"orsenthil","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","polished_first_draft"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275052"},{"id":"ea19eb06-0c0a-45fe-a377-2c71b8ba86d7","source":"hackernews","source_id":"49271655","content_type":"comment","title":null,"body_preview":"Living in Vancouver, I traveled to Toronto to watch the Eclipse in 2024. We faced a nasty cloud, and had to drive hundreds of kilometers (hundreds of miles) to get a reasonably good view. On the drive","author":"aljgz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271655"},{"id":"104a2137-e320-4464-a3e1-bab1d1129a03","source":"hackernews","source_id":"49271716","content_type":"comment","title":null,"body_preview":"This is mine! Built it quickly in 2024 for the US eclipse [1] and finished minutes before totality started.\nI completely forgot about it until a friend asked this morning. Coordinating a DDOS on camer","author":"jonty","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271716"},{"id":"7e58368f-2b35-4d35-897b-936bd4316a69","source":"hackernews","source_id":"49274197","content_type":"comment","title":null,"body_preview":"Nasa needs to send an iphone to mars - every photo from there looks so weird.","author":"gtm1260","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274197"},{"id":"9b49d1a8-43db-4c08-864f-bdd84dad7859","source":"hackernews","source_id":"49279407","content_type":"comment","title":null,"body_preview":"Can anyone explain why the sand accumulated on top of the rock?","author":"chillitom","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279407"},{"id":"46f31180-a230-40c3-8f52-19ab090c0183","source":"hackernews","source_id":"49272181","content_type":"comment","title":null,"body_preview":"Mars Guy covered this: https://www.youtube.com/watch?v=8Q1r9qeQwrI","author":"neom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272181"},{"id":"d29b6480-5887-4f2c-ae19-e46c96d26d07","source":"hackernews","source_id":"49270954","content_type":"comment","title":null,"body_preview":"> NASA’s Curiosity Mars rover captured this sand-capped butte, nicknamed “Miraflores,” estimated to be about 20 feet (6 meters) tall, on June 11, 2026. The surrounding area includes an expanse of terr","author":"sandgiant","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","original_commentary_present"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270954"},{"id":"bc5a36d4-2c9e-4c77-9b72-91329b3f7c08","source":"hackernews","source_id":"49272442","content_type":"comment","title":null,"body_preview":"I can recognize a reptilian pyramid when I see one","author":"poulpy123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272442"},{"id":"62e9fbd9-ae36-4f15-86d4-d2acd4c0955d","source":"hackernews","source_id":"49271210","content_type":"comment","title":null,"body_preview":"> The color was adjusted to match the lighting conditions as the human eye would see it if a person were standing on the surface of the Red Planet.\nIs the non-adjusted color version available anywhere","author":"oplav","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271210"},{"id":"4985038d-055c-4b07-84c3-b9d099f2bdb9","source":"hackernews","source_id":"49270493","content_type":"comment","title":null,"body_preview":"NASA's version: https://www.nasa.gov/missions/mars-science-laboratory/curios...","author":"lostnfound8778","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270493"},{"id":"76775b18-e8bb-4037-b2c8-d5936a34a905","source":"hackernews","source_id":"49272869","content_type":"comment","title":null,"body_preview":"This fascinating map of the path the curiosity rover has taken since landing really helps put this into perspective\nhttps://science.nasa.gov/mission/msl-curiosity/location-map/","author":"iamjs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272869"},{"id":"78fbb52e-c985-44db-8eb2-614f23217a2f","source":"hackernews","source_id":"49290228","content_type":"comment","title":null,"body_preview":">on-device control plane for AI coding agents\n>One install. Cheaper, safer, and remembered.\n>Surfil runs beside Claude Code, Cursor, Codex & Copilot. The tools that route through it get cheaper and sa","author":"nater5000","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290228"},{"id":"9813f8e7-2105-4914-a651-0b7631eb2cb6","source":"hackernews","source_id":"49273980","content_type":"comment","title":null,"body_preview":"I started reading this article and thought to myself \"Author is just talking about Leroy and calling it Gorton for some reason.\"\nSure enough. I learned a lot of history from this wonderful piece. And ","author":"dreamcompiler","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273980"},{"id":"c204b37a-bf9d-42fb-b5da-5c7dd551377b","source":"hackernews","source_id":"49267917","content_type":"comment","title":null,"body_preview":"> Of course you will see it, the same way you saw a lot of Arial in the 1990s, or Calibri today.\nWell, that didn't last long; Aptos enters the chat.","author":"jason_s","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.15535606553289844,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267917"},{"id":"53ce67f2-e474-43bb-8c72-6afc6f9525ba","source":"hackernews","source_id":"49270453","content_type":"comment","title":null,"body_preview":"Now I read this: https://en.wikipedia.org/wiki/Technical_lettering\n... and I find it distracting by how wrong it is. It should say \"Single stroke Gothic\", or even better: mention Gorton directly.\nInst","author":"Shorel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270453"},{"id":"4ca43088-6851-4efe-b57b-b84405c972e8","source":"hackernews","source_id":"49273168","content_type":"comment","title":null,"body_preview":"Great read. I wish it loaded faster, without the retina resolution images.","author":"culebron21","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273168"},{"id":"3a7be82d-da38-47a2-bad0-15f237a7d166","source":"hackernews","source_id":"49268860","content_type":"comment","title":null,"body_preview":"https://archive.ph/mYRQX\n(the site seems to eagerly load lots of large images, and a 500MB video)","author":"cl3misch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268860"},{"id":"0f5aa5f6-05ce-4aa8-963e-c37bd8b62fb2","source":"hackernews","source_id":"49270348","content_type":"comment","title":null,"body_preview":"I love this article, it's been posted here several times before. The first time I read it I had been in New York and was waiting in JFK to fly home, so naturally it resonated.\nIn some ways it's THE pe","author":"kingkongjaffa","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270348"},{"id":"62d28bc4-6862-4f9d-b3f7-8ef6485ae241","source":"hackernews","source_id":"49268613","content_type":"comment","title":null,"body_preview":"And on the pedestal these words appear (in Gorton):\n\"My name is Ozymandias, king of kings:\nLook on my works, ye Mighty, and despair!\"\nNothing beside remains.","author":"fsargent","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268613"},{"id":"8e148a1a-98ea-4aba-8015-9baee78586ef","source":"hackernews","source_id":"49269213","content_type":"comment","title":null,"body_preview":"Funny, I'd actually noticed that this font was knocking around in various places, particularly in American media, without giving it too much conscious thought. Although I had decided that I liked it. ","author":"jrrv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269213"},{"id":"b0a332fb-e49c-4f11-b922-7d8776f2ba7c","source":"hackernews","source_id":"49267419","content_type":"comment","title":null,"body_preview":"Cool to flip through their master copy typeface reference: https://archive.org/details/gorton-master-copy-type-for-all-...","author":"babelfish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267419"},{"id":"24f1e307-3733-46df-99c4-5cbd23b879fa","source":"hackernews","source_id":"49269500","content_type":"comment","title":null,"body_preview":"The Gorton machines being initially developed by a lens manufacturer made a lot of sense given the 1920s brochure material the author included earlier. That material (unlike the later versions present","author":"claiir","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269500"},{"id":"51e0378a-ba32-4e23-a956-521ddd318267","source":"hackernews","source_id":"49272414","content_type":"comment","title":null,"body_preview":"That was a fun read. I was a draftsman as a teenager in the late 80s and I did my best to make my handwriting look like those letters.  Then, as a CAD operator, I put that font on everything I produce","author":"FrameworkFred","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272414"},{"id":"1e520082-7457-4b31-b695-8f0a62d4034d","source":"hackernews","source_id":"49284762","content_type":"comment","title":null,"body_preview":"Unrelated to the article, but I'm a big trackpad user and, man... I sure hate it when websites hijack my scrolling / pinch + zoom functionality. Totally throws me for a loop.","author":"NichoPaolucci","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284762"},{"id":"2bc44f2a-a013-4422-bb8a-2aefd58989ea","source":"hackernews","source_id":"49273170","content_type":"comment","title":null,"body_preview":"I love this.\nAs nerdy as it is, it is also an interesting historical look on how certain things in society/culture have a life that is hidden in plain view and quietly goes on. It is an interesting re","author":"Nemi","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273170"},{"id":"e27baa37-40d2-4467-a923-ebc7a64d6c8f","source":"hackernews","source_id":"49216643","content_type":"comment","title":null,"body_preview":"Some past comments, https://news.ycombinator.com/item?id=43053419","author":"brudgers","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.06670858116125408,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49216643"},{"id":"274871b6-34a1-434e-a2ff-d292a96c732e","source":"hackernews","source_id":"49267841","content_type":"comment","title":null,"body_preview":"It's a pretty font and gives that instant retro look on keyboards for example.\nI've tried it on the computer with \"Gorton Digital\" and that's just terrible, I can't recommend it. The spacing/kerning i","author":"keyle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12507850273337887,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267841"},{"id":"a1a95bc5-964a-44e2-8420-2672358067e3","source":"hackernews","source_id":"49268825","content_type":"comment","title":null,"body_preview":"More like \"The hardest website your browser will work on\" ... will come back once it loads","author":"ucyo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268825"},{"id":"ee81dac3-41ec-440e-9613-a005e1baa670","source":"hackernews","source_id":"49267603","content_type":"comment","title":null,"body_preview":"The site is killing my brave browser. Maybe long thin transoceanic paths, or phase of the moon.\nSo many partially loaded images.\nBut definitely worth the wait. A great read. I liked the almost mimetic","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.130114046289861,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49267603"},{"id":"f63ef15f-7cbd-4be8-aede-febf2ef87676","source":"hackernews","source_id":"49268005","content_type":"comment","title":null,"body_preview":"> Carve something into plastic, on the other hand, and it can survive decades. Substitute plastic for metal, and you just turned decades into centuries.\n\"I write these words in steel, for anything not","author":"ReactiveJelly","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","quote_with_commentary","platform_fluency"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268005"},{"id":"421451e6-8083-4490-87c9-839680dbeab5","source":"hackernews","source_id":"49268155","content_type":"comment","title":null,"body_preview":"I started reading the article with a feeling of \"I don't recognize this at all\" from the first few images that slowly loaded.\nThen we got to the metal plates in elevators and the other uses, and my br","author":"Firehawke","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49268155"},{"id":"12a96d83-9cf8-4d9e-b79d-9098815f0ce8","source":"hackernews","source_id":"49291385","content_type":"comment","title":null,"body_preview":"Related status post(s):\nhttps://www.namecheap.com/status-updates/namecheap-com-and-h...\nHigher ambient temperature in the Phoenix DC https://status.phoenixnap.com/incidents/dnjp5pfv2mmh","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291385"},{"id":"cfc78000-3917-486f-9dca-f8359a54b2d8","source":"hackernews","source_id":"49282869","content_type":"comment","title":null,"body_preview":"uBlock team is the modern times heroes fighting the good fight for us. Thanks to them I've been navigating the web with peace of mind for a long time.\nSometimes I find myself thinking how our lives wo","author":"kaizenb","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","emotional_authenticity","template_phrases"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282869"},{"id":"32d8e29c-9c34-4ad3-9cf2-6ef7fa704817","source":"hackernews","source_id":"49273493","content_type":"comment","title":null,"body_preview":"https://news.ycombinator.com/item?id=49271126\nMore discussion here","author":"nemomarx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273493"},{"id":"bb286645-52d0-4513-9228-e8b8a30fb3a6","source":"hackernews","source_id":"49279677","content_type":"comment","title":null,"body_preview":"Dozens to hundreds of smart people spent many waking hours making sure that a person can't control what gets displayed on their personal devices when they visit Facebook.com.","author":"juiceland","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279677"},{"id":"0a358ea4-1f05-433f-bcbb-11eb909f480d","source":"hackernews","source_id":"49271476","content_type":"comment","title":null,"body_preview":"I use a browser extension called F.B. Purity. It's worked across multiple browsers for years.\nhttps://www.fbpurity.com/","author":"The-Old-Hacker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.36666666666666664,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271476"},{"id":"5738b4d0-ce4a-4f6a-8a8e-0e686f340b96","source":"hackernews","source_id":"49280879","content_type":"comment","title":null,"body_preview":"Wishing that Apple would add OS level AI so I could use it to hide ads in apps. It doesn't need to manipulate the app. It just needs to recognize them and black them out. Apple doesn't have to block a","author":"socalgal2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280879"},{"id":"a4a8a83e-f492-4826-ab88-3959b109b5d5","source":"hackernews","source_id":"49273518","content_type":"comment","title":null,"body_preview":"I wrote and shared uBlock Origin filters for Facebook, shared on Reddit and up to a week later they changed the DOM structure bypassed the filters. After some attempts I no longer publish the filters.","author":"qbane","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273518"},{"id":"492bfdcf-2f4a-41dc-ae06-6d8c6eeebd3f","source":"hackernews","source_id":"49274285","content_type":"comment","title":null,"body_preview":"The only way to keep ads off Facebook is to stop using Facebook.","author":"hn_submit","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.16813965400827038,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274285"},{"id":"b430076a-1911-409c-8dd9-1b7a584daeab","source":"hackernews","source_id":"49272156","content_type":"comment","title":null,"body_preview":"I've tried to write a tampermonkey script to at least block the Reels, but even that's hella difficult.\nThe solution is truly to just never be on Facebook, but - our local PTA only distributes news vi","author":"pavel_lishin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_problem_description","personal_experience","absence_of_ai_signals"],"bot_score":0.11837154710676195,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272156"},{"id":"f2d9d464-e3e7-4c45-bd14-6ccc21bef3fe","source":"hackernews","source_id":"49285531","content_type":"comment","title":null,"body_preview":"Unfortunately with agents Meta can easily run hundreds of automated experiments on real browsers with each commit in the uBlock Origin's repo and each change in various filter lists to find clean work","author":"damsta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285531"},{"id":"838d676f-88e9-48ee-af60-1246530e4391","source":"hackernews","source_id":"49272088","content_type":"comment","title":null,"body_preview":"Facebook is trying so hard to defeat adblockers that the actual website is borderilne unusable. I have found in the past year or so that pages just get hung on \"loading\" transitional screens way more ","author":"VCFundedGenYer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272088"},{"id":"1d137dfa-bb60-42b9-867e-f55e025a712e","source":"hackernews","source_id":"49280074","content_type":"comment","title":null,"body_preview":"As much as I understand their decision, I hope they didn't stop. I don't use Facebook myself but now I am worried YouTube now knows that if they try a bit harder uBO would just give up.","author":"SCLeo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280074"},{"id":"490f44bb-d6b8-46c7-81fb-382bce544120","source":"hackernews","source_id":"49271599","content_type":"comment","title":null,"body_preview":"Blacklisting facebook.com at the DNS level has worked pretty well for me.","author":"drnick1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12525192868223095,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271599"},{"id":"bfda75ec-1ea9-405f-989f-192595906fa6","source":"hackernews","source_id":"49286190","content_type":"comment","title":null,"body_preview":"I'm with the developer here. At some point the effort is just not worth it anymore.\nFacebook, as a platform, has long since lost the relevance as a social network, it is basically just an ad platform ","author":"guhcampos","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286190"},{"id":"1ad35e90-5734-4ef2-9fdb-4424bf16e238","source":"hackernews","source_id":"49278981","content_type":"comment","title":null,"body_preview":"This is the correct decision, IMO.\nI only use Facebook in a limited capacity (one phenomenal private group whose usefulness is unfortunately simply unmatched elsewhere, one infrequently updated page a","author":"dofm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.10366090252945641,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278981"},{"id":"cd72d732-4be5-4b52-92b8-af3177d8742a","source":"hackernews","source_id":"49272239","content_type":"comment","title":null,"body_preview":"The approach they should have taken is to start whitelisting the components that are not ads.\nThink of how the structure of Meta is gonna work, there's some team in charge of ads who has a sub team no","author":"whywhywhywhy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272239"},{"id":"a8ec8e5d-100b-4e98-b1cf-a73d6446f289","source":"hackernews","source_id":"49274373","content_type":"comment","title":null,"body_preview":"I know this is probably a very naive question, but what is the end goal putting so much effort into getting past ad blockers? Surely, someone with an ad blocker installed is not going to click on thei","author":"wkjagt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274373"},{"id":"b1cc6ce0-e592-4575-a1a5-016c44cff8df","source":"hackernews","source_id":"49271651","content_type":"comment","title":null,"body_preview":"They do this by adding a ton of useless markup and splitting words like \"ad\" into single-letter spans with random class names and 8-layer deep nests of `<div>` so it's very hard to write selectors aga","author":"akersten","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49271651"},{"id":"67866670-86b9-445e-8c95-a1aa18fdb118","source":"hackernews","source_id":"49275454","content_type":"comment","title":null,"body_preview":"Controversial opinion:\nThis entire thread reads like a game of cat-and-mouse. People trying to block intrusive ads, and FB reaching into the depths of code and making it nearly impossible for anyone t","author":"aanet","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.12117663419051272,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275454"},{"id":"a6e72c29-86be-4f2f-b313-61f818e01fd7","source":"hackernews","source_id":"49278006","content_type":"comment","title":null,"body_preview":"Eventually, this arms race ends with a computer vision model that looks at the screen, classifies visual elements as ads, and draws a rectangle over anything that looks like an ad.\nI am significantly ","author":"jimrandomh","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","self_reference","platform_fluency","imperfect_expression"],"bot_score":0.22499999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278006"},{"id":"8db847ae-62f5-4247-a18b-2d2493d729a0","source":"hackernews","source_id":"49282599","content_type":"comment","title":null,"body_preview":"Ads are an attack, aimed at your brain. They try to inject malware into your thinking, manipulating your worldview and your actions.\nThat's horrible, worse than attacking a machine with malware, damag","author":"snickerer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282599"},{"id":"8ea70706-c813-494c-b24e-354ae940da26","source":"hackernews","source_id":"49282797","content_type":"comment","title":null,"body_preview":"Every critique I've seen of Lovable has been that while it is very easy to get started, once you cross a certain point with your app-building, it simply becomes too expensive, and complex to continue ","author":"TrackerFF","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","analogy_to_real_world"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282797"},{"id":"28dc2871-ed70-4c4b-9471-6ae2ce843bec","source":"hackernews","source_id":"49281695","content_type":"comment","title":null,"body_preview":"I interviewed with a startup that I thought I was a pretty good fit for. I'd had the same role at a company that did the same thing they were doing just three years ahead of them. That led to fairly n","author":"cm11","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281695"},{"id":"31e60f09-e4a6-4bd8-a482-5538f6ee1364","source":"hackernews","source_id":"49283268","content_type":"comment","title":null,"body_preview":"I love using Lovable. It's so much better than Codex/ClaudeCode and producing a fully working application quickly. Don't need to spend hours deploying it, giving it a database, payments, analytics, et","author":"UtahJazz777","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283268"},{"id":"3c431349-1715-4f75-8717-f9ad86d1dd5a","source":"hackernews","source_id":"49284530","content_type":"comment","title":null,"body_preview":"Has anyone looked closely at the security of all these Lovable-generated apps? There have been reports of serious security issues in apps built with Lovable, especially around backend/database configu","author":"LeonKnst","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284530"},{"id":"1429a0df-79c4-4b50-8a6a-635284bfd17f","source":"hackernews","source_id":"49280817","content_type":"comment","title":null,"body_preview":"There are a lot of people with domain expertise or know a workflow in their own business so well they know exactly what a solution looks like. And AI can build a solution today or will be able to in t","author":"navaed01","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","false_specificity","suspiciously_balanced","human_indicators_absent"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280817"},{"id":"dd1fdf15-ecde-4bec-9e02-817276cd99fe","source":"hackernews","source_id":"49276749","content_type":"comment","title":null,"body_preview":"I appreciate what Lovable did as far as contributing to giving people agency over technology to build things, whether they were ideally built or not, from an engineering perspective.\nI can't help but ","author":"sixdimensional","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.2869959167280449,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276749"},{"id":"7fba0954-dd12-4152-8cbc-ef6eb0d58dea","source":"hackernews","source_id":"49282003","content_type":"comment","title":null,"body_preview":"In a recent interview the founder stated something like \"we're enabling people to write software at a fraction of what it used to cost\".\nI believe that to currently be true... maybe... if you're a sin","author":"rakel_rakel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1563742358587064,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282003"},{"id":"d3e90e02-3f90-498d-a8e9-f0753c500cbb","source":"hackernews","source_id":"49277230","content_type":"comment","title":null,"body_preview":"Where are all the big world-changing apps that were vibe coded on this platform?","author":"mrhottakes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277230"},{"id":"02bf1ec8-3b90-4c86-ac9c-ab0989ac120b","source":"hackernews","source_id":"49277453","content_type":"comment","title":null,"body_preview":"I read the announcement honestly sounds like they are doing some cool things.\nA year ago they had 180k paying customers. If we generously put them all on biz at $50/mo that’s $9M/mo or $108M/yr. Pro g","author":"bix6","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277453"},{"id":"60221c65-c480-42dd-939d-cb481472d709","source":"hackernews","source_id":"49286051","content_type":"comment","title":null,"body_preview":"Read today that Lovable is basically just an Anthropic front end. Seems to me that when Anthropic is ready to eat this niche, they'll easily outcompete Lovable.","author":"abc123abc123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1460063403758652,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286051"},{"id":"1b0ddb30-362d-4880-90a7-4db39b4e6e25","source":"hackernews","source_id":"49281927","content_type":"comment","title":null,"body_preview":"When I don't understand why things happen, I assume the problem is my mental model. In this case, I can't build a model where pouring $400M into Lovable makes sense.\nWho are the users? What are the pr","author":"Frannky","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","personal_experience","natural_digressions"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281927"},{"id":"785fe7c3-c369-4f6a-9f30-b697ff6e1b0e","source":"hackernews","source_id":"49281915","content_type":"comment","title":null,"body_preview":"Lovable is the Wordpress of today. No developer worth his salt would have touched Wordpress to develop websites but it was a boon to non developers who could use its templates. Lovable fills the same ","author":"adi2907","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness","human_indicators_absent"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281915"},{"id":"2d8facd9-bb00-4bcf-960d-be5ccd091cf0","source":"hackernews","source_id":"49275895","content_type":"comment","title":null,"body_preview":"Wonder of any of the early money got out. Very little visibility to the secondary market on these things. I remember back in dot-com days folk would take leverage on their unrealized gains. Didn't wor","author":"edoceo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275895"},{"id":"228e93bd-4d06-4a86-9853-68a9c1eed17e","source":"hackernews","source_id":"49278491","content_type":"comment","title":null,"body_preview":"Enterprises need a solution like Lovable or Replit if only for the one-touch deployments. Unfortunately, neither tool is there.\nI don't know what's taking Anthropic, OpenAI, Google, Microsoft, even AW","author":"jbdamask","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278491"},{"id":"dcd6fca1-6b9f-4766-98fd-632cd866649a","source":"hackernews","source_id":"49292284","content_type":"comment","title":null,"body_preview":"I don’t get the appeal of Lovable. How is it different from bolt.new, or Figma’s AI feature, of GitHub Spark, or the countless others?\nGaining traction or having a large marketshare cannot be the USP.","author":"sheepscreek","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292284"},{"id":"611c4a69-053c-4c29-900c-d326a0ce277c","source":"hackernews","source_id":"49274949","content_type":"comment","title":null,"body_preview":"This is crazy. Do people still use Lovable, I know they were super popular before Codex/Claude Code, but since then, I feel most people (even non-engineers from what I seen) have moved to these tools.","author":"hudn33","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274949"},{"id":"3036913e-7160-4f7b-bf67-e48038110325","source":"hackernews","source_id":"49280744","content_type":"comment","title":null,"body_preview":"I’ve never heard of this company. Maybe that’s because I build software for a living.\nHow many years of insane growth would it take to pay back $400M at this rate?\nWhat. Is. Happening?!\n$13.3B valuati","author":"sailfast","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions","absence_of_ai_indicators"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280744"},{"id":"1eacd8d7-9e21-4a72-a674-4080cc15596c","source":"hackernews","source_id":"49277699","content_type":"comment","title":null,"body_preview":"This is just a bet that the models will get better and that all the half baked never seen production Lovable apps will be able to be brought life because of that. I am fading that bet personally and a","author":"asdev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.02621145841634627,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277699"},{"id":"2e3264b2-55e9-4824-9058-6e3f1ea6e7ed","source":"hackernews","source_id":"49283393","content_type":"comment","title":null,"body_preview":"I was skeptical about Lovable as software engineer until I saw it used.\nLast month I visited warehouse in Berlin.\nPeople who work there(with no technical background) build over 15 lovable apps for the","author":"podviaznikov","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283393"},{"id":"17ca2ce0-4f10-4e14-b26a-65154a3439a7","source":"hackernews","source_id":"49283024","content_type":"comment","title":null,"body_preview":"\"For most people, turning an idea into software once required so much capital, technical fluency, and time that many ideas never came to life. Lovable’s first chapter was about changing that. \"\nThat g","author":"Lerc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.106267262846372,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283024"},{"id":"e9a8aa83-3d69-4582-b545-21fef463585a","source":"hackernews","source_id":"49283883","content_type":"comment","title":null,"body_preview":"The shear hypocrisy of this is quite staggering. Ok, so we own the outputs, but you get to decide how we use them, and you don't trust us to use them. But the people whose books you stole to build you","author":"Traster","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283883"},{"id":"788b6bca-69a6-49e6-aae4-8d5db5459989","source":"hackernews","source_id":"49283864","content_type":"comment","title":null,"body_preview":"But you can give them all to me and I can train my model on them. The restriction on you is not related to your ownership of that days, it's related to the contract you \"signed\".\nOr you can publish th","author":"Arnt","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283864"},{"id":"b0d9f399-358a-409f-b973-8034a2c61259","source":"hackernews","source_id":"49284716","content_type":"comment","title":null,"body_preview":"If competitors like Deepseek need to distill to build similarly powerful models, that's mostly for evals right? I don't see how it can be cost-effective to distill for a significant amount of training","author":"linksku","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284716"},{"id":"5910fcaf-44f6-48c1-86ba-a2e57ece3d97","source":"hackernews","source_id":"49283879","content_type":"comment","title":null,"body_preview":"I don't think they care about the little guy doing a bit of fine-tuning.\nWhat they don't want is DeepSeek training their models with Claude output at scale. That's why they forbid it. Gives them a leg","author":"wolvoleo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12139652760566454,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283879"},{"id":"fc59a371-42da-42fa-89d1-95396d590901","source":"hackernews","source_id":"49283851","content_type":"comment","title":null,"body_preview":"All this posturing is all for naught, because people can do proper logit distillation into smaller models with open-weight models.","author":"woadwarrior01","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283851"},{"id":"48f1a67f-2b32-45b7-842e-639787892bb9","source":"hackernews","source_id":"49283819","content_type":"comment","title":null,"body_preview":"If more and more of the web's content is AI generated, AI companies are bound to train on each other's data.\nOr, what if I generate content with Claude/ChatGPT/Gemini, warp it in HTML using an open mo","author":"maaaaattttt","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283819"},{"id":"868745d1-bd8a-47e6-94ff-65e4665ec056","source":"hackernews","source_id":"49285089","content_type":"comment","title":null,"body_preview":"\"you own the outputs...\"\nThat's not even the case. No one \"owns\" the output. Raw generative AI outputs don't come with any new (copy)rights, which are currently only granted to human creative outputs.","author":"Quarondeau","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285089"},{"id":"610a501a-9870-4ce7-a3ba-f60eacefbcc1","source":"hackernews","source_id":"49283890","content_type":"comment","title":null,"body_preview":"> Why we restrict model training\n>  When Outputs are used to train new models without our oversight, additional risks emerge. Safety controls may be lost - ...\n---\n> What you can do with Outputs\n> You","author":"____mr____","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283890"},{"id":"e84e4a7b-e597-44c7-b1e9-0e1bd6fb666b","source":"hackernews","source_id":"49285396","content_type":"comment","title":null,"body_preview":"Nobody owns Claude's output (nor that of any AI), they're in the public domain, they cannot be copyrighted.\nThe author must be human, at least for now, in the US this precedent holds as far as I can t","author":"juancn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.12813382803751108,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285396"},{"id":"f9f40116-3705-4f13-8154-fadf35bf2aa7","source":"hackernews","source_id":"49283903","content_type":"comment","title":null,"body_preview":"Any AI safety experts here? I'm wondering if this claim here really holds:\n> Anthropic invests significantly in making Claude safe, helpful, and harmless. We conduct rigorous pre-release testing, impl","author":"isusmelj","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","genuine_specificity"],"bot_score":0.4555555555555555,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283903"},{"id":"8402ddad-a2ec-4da0-9b83-8cfae7ee21ae","source":"hackernews","source_id":"49283827","content_type":"comment","title":null,"body_preview":"From my interpretation, in order to get the data you 'own' (it's not theirs to give away since they can't claim the copyright on it), you need to use their services. The agreement the user has with An","author":"krona","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283827"},{"id":"b08e6555-9523-489e-a8cc-629939287768","source":"hackernews","source_id":"49283862","content_type":"comment","title":null,"body_preview":"Wouldn't such language and reasoning from Anthropic be an argument that they needed written permission to train their model on data from websites?\nHas any individual somewhere around the world tested ","author":"TekMol","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283862"},{"id":"fe9a6c56-c757-4d12-8f63-bf1f1e4bc2a2","source":"hackernews","source_id":"49283873","content_type":"comment","title":null,"body_preview":"Apart from the usual hypocrisy,\n> Safety controls may be lost – models trained on Claude's Outputs won't have our safety measures, potentially leading to harmful or dangerous AI systems. We also have ","author":"lifthrasiir","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283873"},{"id":"ca59547d-583e-4ac3-9e6b-3000461187d9","source":"hackernews","source_id":"49283931","content_type":"comment","title":null,"body_preview":"> When customers use Claude to generate Outputs that then train competing models, they're essentially using our infrastructure and investment to build direct competitors to our service. Like other sof","author":"Laurel1234","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.06383738592893125,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283931"},{"id":"c99a5459-d886-47c6-8cd5-840786eb5f99","source":"hackernews","source_id":"49283829","content_type":"comment","title":null,"body_preview":"So can you write GPL content using Claude? MIT? Because if this condition applies to the output, I don't see how it's compatible with FOSS.","author":"moomin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283829"},{"id":"f0c917cd-a89b-4ea0-9bfb-c571353a3422","source":"hackernews","source_id":"49283794","content_type":"comment","title":null,"body_preview":"Corollary: If you can't use the output to train, then you don't own them.","author":"lelanthran","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283794"},{"id":"1864668c-ad51-46e2-b62f-da11eaa788e3","source":"hackernews","source_id":"49283776","content_type":"comment","title":null,"body_preview":"I was not asked for permission when they trained their model on my output.","author":"nicbou","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.09061062355743872,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283776"},{"id":"6ffedd5a-c33e-46f5-9793-64ec75e5fae8","source":"hackernews","source_id":"49283795","content_type":"comment","title":null,"body_preview":"They stole all the data, and then dont want you to steal it back. Its basically Robin Hood all over again.","author":"shikck200","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283795"},{"id":"47014c44-b3ea-4ab1-93fa-f79c659e78c0","source":"hackernews","source_id":"49283946","content_type":"comment","title":null,"body_preview":"I have released some of my projects as Open Source, I also have a company with privative software.\nClaude and AI partners have taken all what they could from the Open Source projects without giving cr","author":"cladopa","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","self_reference","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283946"},{"id":"4797b312-8bbf-44cd-88a8-b561e3986a37","source":"hackernews","source_id":"49283822","content_type":"comment","title":null,"body_preview":"> When customers use Claude to generate Outputs that then train competing models, they're essentially using our infrastructure and investment to build direct competitors to our service\nWe did so, plea","author":"ForgotMyUUID","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283822"},{"id":"ac2b1580-274b-40c2-a4e3-1e8bdde8ef0b","source":"hackernews","source_id":"49282046","content_type":"comment","title":null,"body_preview":"It always amazes me how a random dump of someone who read the first 40 pages of PM attracts dozens comments on HN.\nThis really must be a very math-starved community of people who wanted to learn math ","author":"data_maan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282046"},{"id":"434bb965-0595-41b7-8f0a-df1fdb05f327","source":"hackernews","source_id":"49281884","content_type":"comment","title":null,"body_preview":"So... the ancient childish attempt to prove mathematics using mathematics (Gödel's Incompleteness slew the challenger) can be used to help me be a better TypeScript programmer? I learned something new","author":"makerdiety","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281884"},{"id":"6cc7266f-ecb6-428e-a0f9-ee39e7f1300d","source":"hackernews","source_id":"49284215","content_type":"comment","title":null,"body_preview":"Tangential but for those who don't know it, Whitehead's Science and the Modern World (1925) is a fascinating read.","author":"vixen99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284215"},{"id":"91a22c96-ac6b-453a-8d0b-984c31942888","source":"hackernews","source_id":"49281331","content_type":"comment","title":null,"body_preview":"Instead of spending time beating one’s head against Russell and Whitehead, I would advise reading Homotopy Type Theory (aka the HoTT Book). Dependent types are cool and mind-expanding, but higher indu","author":"TimorousBestie","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":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281331"},{"id":"acecbb9c-adde-4fde-a979-7307cba5a290","source":"hackernews","source_id":"49280897","content_type":"comment","title":null,"body_preview":"I have a copy and like it much. However, i was always partial to Frege's Begriffschrift. His notation was really creative. It's a shame Russel's deflation of that project has sentenced it to the rubbi","author":"voidhorse","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.10596489570713098,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280897"},{"id":"30ada8e8-3d46-4275-b775-4491adf3cdb5","source":"hackernews","source_id":"49284124","content_type":"comment","title":null,"body_preview":"An interesting fact I learned while reading The Dream Machine[1], is that Principia was the basis of Newell, Simon and Shaw’s Logic Theorist (1956), considered to be the “first AI program”. Amusing an","author":"d4rkp4ttern","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","quoting_external_source","absence_of_ai_signals"],"bot_score":0.09334684405789284,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284124"},{"id":"1173a7d4-bdbc-45fc-92ed-5bbf2722235d","source":"hackernews","source_id":"49287866","content_type":"comment","title":null,"body_preview":"it seems that someone wants to traduce the PM in lean here : https://github.com/l-pommeret/Principia-Mathematica (probably with the use of llms)","author":"zual","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287866"},{"id":"b44cc9d8-ac4d-4255-8859-7456962a54a9","source":"hackernews","source_id":"49284110","content_type":"comment","title":null,"body_preview":"It blows my mind that Russell invented (formalized) types. Such an elemental concept, but so useful.","author":"lordleft","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284110"},{"id":"67820689-6965-434a-8238-141dee0a442e","source":"hackernews","source_id":"49287704","content_type":"comment","title":null,"body_preview":"This book is an interesting approach to The Principia:\nMagnificent Principia (2013), by Colin Pask\nhttps://devontrevarrowflaherty.com/2014/08/26/book-review-pr...","author":"sergius","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287704"},{"id":"22e89c94-8cea-473f-a630-d98e3535633f","source":"hackernews","source_id":"49282143","content_type":"comment","title":null,"body_preview":"For those who aren't familiar with the great but tragic story of Principia and Russell's quest for the foundation of math (spoiler: there is none), there's a really great graphic novel called Logicomi","author":"nitsuaeekcm","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_reflection","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282143"},{"id":"1e94b3d5-a064-489f-9bf4-c5dd29f0069b","source":"hackernews","source_id":"49288041","content_type":"comment","title":null,"body_preview":"Principia Mathematica Maps and Table Site (PM-MATS):\nhttps://principia.lib.uiowa.edu/about.html\n\"The goal of this project is to make clear structural connections between different parts of Principia a","author":"jonjacky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.18822954044881357,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288041"},{"id":"65e54c64-1a87-4e6a-a0a7-0b02b7ce9eed","source":"hackernews","source_id":"49291463","content_type":"comment","title":null,"body_preview":"As a former analytic philosophy student, it's always a bit strange and encouraging for me to see stuff like this show up in CS/Tech forums. We need more philosophy now that we are dealing with the imp","author":"scoofy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","self_reference"],"bot_score":0.08208095537263048,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291463"},{"id":"0bca4621-c2aa-40c0-912c-7c2b11a74586","source":"hackernews","source_id":"49280397","content_type":"comment","title":null,"body_preview":"If you can read this book cover-to-cover, you're an absolute hero. Sometimes I wonder if they inserted a big logical error in the middle just to troll people under the assumption nobody would bother t","author":"glimshe","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11488750195857506,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280397"},{"id":"55e76e44-f5e5-4f20-a213-b0c38b963140","source":"hackernews","source_id":"49286019","content_type":"comment","title":null,"body_preview":"The notation for avoiding parentheses is interesting, and I've thought that it might be useful in programming languages.\nTo illustrate, suppose you have a non-associative operator $.  Rather than writ","author":"radford-neal","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286019"},{"id":"883a1b81-9168-4ef2-a812-3a6461aa6c6e","source":"hackernews","source_id":"49284937","content_type":"comment","title":null,"body_preview":"You might be interested in Kurt Goedel’s extended book review wherein he proves that Principia cannot do what it sets out to do, nor can any such system.\nI do teach PM when I teach theory of computati","author":"pngwen","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284937"},{"id":"4bf7cab4-d66c-4c6c-91ac-9988c2385f2b","source":"hackernews","source_id":"49280894","content_type":"comment","title":null,"body_preview":"For an accessible introduction before beginning this, consider his _Introduction to Mathematical Philosophy_:\nhttps://en.wikipedia.org/wiki/Introduction_to_Mathematical_P...\nand for ease of reading se","author":"WillAdams","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280894"},{"id":"50d3fad0-45b3-4c57-b6dd-b7e7a3f507c4","source":"hackernews","source_id":"49283907","content_type":"comment","title":null,"body_preview":"\"Principia Mathematica is an odd book, worth looking into from a historical point of view as well as a mathematical one. It was written around 1910, and mathematical logic was still then in its infanc","author":"tristramb","classification":"human_created","confidence":0.7,"indicators":["human_quote_with_commentary","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283907"},{"id":"da7235b7-83c8-4dc0-93a2-62631adab7e8","source":"hackernews","source_id":"49278655","content_type":"comment","title":null,"body_preview":"i was wondering recently if i could ditch my iPhone for (just) an Apple Watch. i know i can't fully ditch it (an Apple Watch needs an iPhone for management). but, i'm curious about the concept nonethe","author":"dfee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.11167332229459942,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278655"},{"id":"b962e949-3211-4736-94f4-12598bfe7ef4","source":"hackernews","source_id":"49278832","content_type":"comment","title":null,"body_preview":"It's a shame they weren't able to launch this with the previously rumored Tensor CPU: https://www.androidauthority.com/google-pixel-watch-5-tensor...","author":"shawnz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","external_link_usage"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278832"},{"id":"1bc4dbdd-8fe5-4c28-9ce7-e4ae5af49420","source":"hackernews","source_id":"49276095","content_type":"comment","title":null,"body_preview":"Genuinely I'm more curious what amount (or lack of) governance their is in this version of gemini for health vs asking gemini directly.","author":"tolugenius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276095"},{"id":"f82e152d-96cb-48ed-86d2-39ee5bdd64b8","source":"hackernews","source_id":"49281001","content_type":"comment","title":null,"body_preview":"> Pixel Watch 5 packs 50% more RAM\na surprise, especially in this current market. But at the same time, why tf they need so much ram.","author":"mrheosuper","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281001"},{"id":"af75c993-9008-43ad-b029-bd968c08fa97","source":"hackernews","source_id":"49283893","content_type":"comment","title":null,"body_preview":"Why do I feel like there haven't been any hardware releases since the Macbook Neo? Market is so slow, probably due to the DRAM shortages.\nNo new GPUs, CPUs, technologies, etc...","author":"XCSme","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11663709753935637,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283893"},{"id":"9de6854d-f9d8-4eca-87fa-cc32ec3271c2","source":"hackernews","source_id":"49279337","content_type":"comment","title":null,"body_preview":"Pebble Time 2 is still miles ahead in being a watch and only a little behind in being a full computer. But it gets way way way more battery life WITH an always on , sunlight readable display. AND it's","author":"ihaveone","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279337"},{"id":"edcc5876-f6f4-4203-8e95-5565381f98a9","source":"hackernews","source_id":"49284736","content_type":"comment","title":null,"body_preview":"As a GrapheneOS user, I've had to buy pixel watch 2 in order to be able to pay via Google Pay abroad (since I unfortunately happen to reside in an internationally sanctioned country, local cards work ","author":"VortexLain","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284736"},{"id":"401e8e4d-8e1d-4bd6-a90b-947f328e28f3","source":"hackernews","source_id":"49278258","content_type":"comment","title":null,"body_preview":"I've mostly moved on to screen-less wearables for health metrics now. Not only do you get a ridiculously large battery life (measured in days) but I also found that it means more time and attention wa","author":"aliasxneo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278258"},{"id":"72e35ef9-022b-4a66-bef1-8545b585ffb6","source":"hackernews","source_id":"49280371","content_type":"comment","title":null,"body_preview":"My favorite Apple Watch feature is Camera Control for group photos. I love how you can see a live preview of the photo and it gives you the ability to zoom.\nI also enjoy tracking my workouts, my steps","author":"whatcd","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280371"},{"id":"1a303106-5e3e-4775-8f82-97c470636821","source":"hackernews","source_id":"49284158","content_type":"comment","title":null,"body_preview":"I have been wearing my Casio F91W for so long I can't even remember buying it, and I'm not even a power user of this watch (never use the alarm or stop watch). I wouldn't even know what to do with a s","author":"wkjagt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284158"},{"id":"4260867d-96bf-41bc-9ef5-d215ef5fbe08","source":"hackernews","source_id":"49281691","content_type":"comment","title":null,"body_preview":"Why aren't any smart watches incorporating e-paper displays? Seems like a perfect tech to use there, especially now that newer display tech allows pretty quick refresh rates.","author":"kstenerud","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","specific_question_about_tech"],"bot_score":0.12261757614705895,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281691"},{"id":"7c7138d0-0f52-43a4-a879-89092aa9ed2d","source":"hackernews","source_id":"49284066","content_type":"comment","title":null,"body_preview":"I think I keep my 6+-week lasting Pebble Time 2, thank you. It already does everything I could ever wish for.\nFor people who want all the niceties of detailed health tracking with good battery life al","author":"rf15","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284066"},{"id":"29c6ba61-eb6f-4183-a7a9-ca8205dfa508","source":"hackernews","source_id":"49276272","content_type":"comment","title":null,"body_preview":"I reluctantly use a pixel with grapheneos, but anything that can only run google or manufacturer provided software without an independent 3rd party is trash, having looked at wearos while trying to re","author":"floppydive","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.18393606478603292,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276272"},{"id":"18048556-d954-4e8c-b4d8-e64d073dbf1d","source":"hackernews","source_id":"49278500","content_type":"comment","title":null,"body_preview":"I like how the footnotes are all broken. Like the repairability footnote links to charging. Lots of money was spent making that website.","author":"tlhunter","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13423266676003026,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278500"},{"id":"56524db2-31d3-40d1-b528-ff3f32bea080","source":"hackernews","source_id":"49280566","content_type":"comment","title":null,"body_preview":"So I kinda hate smart watches, a lot. Mainly because they are about notifications and apps, both of which SUCK to use on my wrist. Notifications are especially horrible (looking at you Apple, not able","author":"anon7000","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280566"},{"id":"546022e9-3836-47b4-a287-562b601725f8","source":"hackernews","source_id":"49275894","content_type":"comment","title":null,"body_preview":"30 hours of battery life is a deal breaker. I don't want to charge my watch every day.\nI've been using the Garmin Forerunner for a few years now and the battery life is 2 weeks!","author":"tuckwat","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","personal_experience","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275894"},{"id":"335509ea-61bd-4b49-a556-8d0bd1455ffe","source":"hackernews","source_id":"49283502","content_type":"comment","title":null,"body_preview":"If you care about privacy and owning your own data, then don't buy this, buy a watch with gadgetbridge support (https://gadgetbridge.org/gadgets/). I bought an amazfit active 2 a few years ago and it ","author":"haskman","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283502"},{"id":"0f304ffa-6e57-423d-8783-29c2c621638a","source":"hackernews","source_id":"49279348","content_type":"comment","title":null,"body_preview":"Pebble Time 2 is still miles ahead being a watch, and only a bit behind being a computer. BUT, it has a sunlight readable ALWAYS on display, really good battery life and is open source. I still don't ","author":"ihaveone","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279348"},{"id":"3a0dc6f5-412d-448e-b450-9a6993c00f7e","source":"hackernews","source_id":"49276242","content_type":"comment","title":null,"body_preview":"Most useful bit of the announcement, coming to all Google wearables it seems:\nBlood pressure, sleep breathing, and insulin sensitivity trends\n  > Built on state-of-the-art Health Foundation Models tra","author":"gavinray","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","human_indicators_absent"],"bot_score":0.09694922490272598,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276242"},{"id":"6a3ded33-58e6-454f-9d5b-2cb5c803efae","source":"hackernews","source_id":"49278738","content_type":"comment","title":null,"body_preview":"I overheard a conversation between someone on the Pixel Watch team and a woman I know. He was quizzing her at a party about what features she used - which were pretty much step counter and payment. He","author":"edent","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278738"},{"id":"0620cfaa-d6b3-43f9-89be-4e9a1b6d4a28","source":"hackernews","source_id":"49287942","content_type":"comment","title":null,"body_preview":"More about this topic: https://www.arosworld.org/infusions/forum/viewthread.php?thr...","author":"doener","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","lack_of_human_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287942"},{"id":"e6658ad9-92ce-47be-ba25-786111f3c0bb","source":"hackernews","source_id":"49281321","content_type":"comment","title":null,"body_preview":"I love hearing about this product, I hope one day I'll get to use anything like it.","author":"LoganDark","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.11360494364046153,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281321"},{"id":"9fc334e3-e0b0-4598-a579-ef0b9b511822","source":"hackernews","source_id":"49281041","content_type":"comment","title":null,"body_preview":"Related: finding the same bug with TLA+ https://news.ycombinator.com/item?id=48730953","author":"archseer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281041"},{"id":"dc995703-da0f-49cd-9827-6efbd8902d92","source":"hackernews","source_id":"49284806","content_type":"comment","title":null,"body_preview":"Omg the one thing I hate more than ai art is ai pixelart where the pixels are all different sizes","author":"xyzsparetimexyz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284806"},{"id":"6e66c053-df3e-4f7c-a9b8-8cb1e3c901d2","source":"hackernews","source_id":"49278241","content_type":"comment","title":null,"body_preview":"related: Tailscale Traces Database Corruption to 16y/o SQLite WAL-Reset Bug (tailscale.com) https://news.ycombinator.com/item?id=49272832","author":"john_strinlai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12095478272389742,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278241"},{"id":"6523e870-85c6-43bd-9604-2b6a459201c7","source":"hackernews","source_id":"49278270","content_type":"comment","title":null,"body_preview":"We wanted to publish this ASAP since people are talking about this bug today. In a follow-up, we will show how our automated causality analysis could have saved Tailscale and SQLite from 6 months of r","author":"wwilson","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278270"},{"id":"c5ec41af-af4e-45c2-85c5-ecbcdebc2c4f","source":"hackernews","source_id":"49278521","content_type":"comment","title":null,"body_preview":"I went clicking through to see if I could find the prompt they fed the AI to locate the issue / write the test suite.\nI couldn't find it, so its unclear if the prompt was completely \"make a test suite","author":"minimaltom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278521"},{"id":"b25e2448-195c-42a0-a07a-15c76be35a64","source":"hackernews","source_id":"49283509","content_type":"comment","title":null,"body_preview":"I feel like we’re in a weird P=NP age, where after someone finds an issue, someone points out a cheaper way to find the same issue, which inevitably involves knowing the issue is there in the first pl","author":"moomin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283509"},{"id":"f7ce3866-3399-4018-a18a-dd3cf4897c5c","source":"hackernews","source_id":"49281801","content_type":"comment","title":null,"body_preview":"I understand the author feels he missed an opportunity to catch a bug in Sqlite - but this still feels like catching something in hindsight. Just knowing the bug the is in Sqlite's concurrency engine ","author":"nemothekid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281801"},{"id":"a51f2ab0-bf9c-48a6-84e6-04bf525d5064","source":"hackernews","source_id":"49278949","content_type":"comment","title":null,"body_preview":"as a long time lurker who usually enjoys antithesis posts, this was a pretty existentially sad read. we all know that company blog posts here always tend to be ads at their core, but historically afai","author":"uhohherewegoaga","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278949"},{"id":"bb752241-5466-4cc8-b21e-0b1b8dac72d8","source":"hackernews","source_id":"49278424","content_type":"comment","title":null,"body_preview":"Hi! I'm the author and the person who was on a road trip when I decided to do this experiment back in July. I'm super excited to finally get the blog post out, and even better, alongside a post descri","author":"carlsverre","classification":"human_created","confidence":0.95,"indicators":["self_reference","genuine_specificity","platform_fluency","emotional_authenticity"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278424"},{"id":"8a20f571-6234-4b90-89e9-a9b5a0ca0eff","source":"hackernews","source_id":"49291361","content_type":"comment","title":null,"body_preview":"The interesting claim is that frontier models are all fact-saturated.\nGets me thinking whether this means that post-training inherently has a hard time to get rid of facts. That is, on a general corpu","author":"avaer","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.11145134478698682,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291361"},{"id":"3afe775f-19ef-43f8-8288-2601f7957178","source":"hackernews","source_id":"49290398","content_type":"comment","title":null,"body_preview":"So next time you ask an AI, it will be a vtuber and an egirl answers, the AGI is here!!","author":"tamimio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.12036684373119219,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290398"},{"id":"ce411582-62c3-4316-a80a-a571429a5ff1","source":"hackernews","source_id":"49291092","content_type":"comment","title":null,"body_preview":"Earlier: https://news.ycombinator.com/item?id=49276344","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291092"},{"id":"ce1c9bdb-b82a-4d35-9a46-cc2f86ee9282","source":"hackernews","source_id":"49290609","content_type":"comment","title":null,"body_preview":"\"I'm sorry, I can't answer that question until you sub sweetie.\"","author":"rglover","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.11864988995895465,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290609"},{"id":"6662ab82-1c0b-4399-adcf-0517091ca774","source":"hackernews","source_id":"49290136","content_type":"comment","title":null,"body_preview":"Is this one of the cases where they were too preoccupied with can we do it instead of should we do it... In many ways Twitch is pretty much at bottom of list of things I want to train AI on...","author":"Ekaros","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.1858974358974359,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290136"},{"id":"927e7af0-d379-4baf-9959-a0a63a99d901","source":"hackernews","source_id":"49290106","content_type":"comment","title":null,"body_preview":"Just what the world needs. Surely this is the path to \"superintelligence.\" Or \"superidiocracy.\" Or super something.","author":"ElProlactin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290106"},{"id":"5bb255bd-32f5-42f2-b45b-033c3de7ec51","source":"hackernews","source_id":"49289515","content_type":"comment","title":null,"body_preview":"“Why is it not opt-in? That’s what everybody is spamming in chat. I get it. ‘Let me opt in versus making me opt out,’” Minton said. “Well, there’s an honest answer… If this was opt-in, nobody would op","author":"bcraven","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","quote_with_commentary"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289515"},{"id":"71834bf1-0c54-4f33-9587-a727cde3c40c","source":"hackernews","source_id":"49288128","content_type":"comment","title":null,"body_preview":"I love zed but i wish they'd focus on the IDE for those of us that still love, write and read a ton of code for serious work. Webstorm continues to be better for TS, Goland better for Go and so on; Ze","author":"theappsecguy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288128"},{"id":"2bfb1486-92b8-435c-8f32-e39ef9e99625","source":"hackernews","source_id":"49276941","content_type":"comment","title":null,"body_preview":"Would be nice for Zed to announce something that was immediately available for use.","author":"handfuloflight","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08659867975331727,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276941"},{"id":"321ab71d-1e66-4953-99b8-91584cd673bf","source":"hackernews","source_id":"49278379","content_type":"comment","title":null,"body_preview":"Have been following this for a while, but honestly still not exactly clear to me who/what this tool is meant for\nAfter all, we already have safe conccurent edits, etc via regular git tooling\nTo me it ","author":"karma_daemon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278379"},{"id":"c2beed7a-dd65-4fa2-b46b-45952075d942","source":"hackernews","source_id":"49288627","content_type":"comment","title":null,"body_preview":"This is a really cool idea. So much context is lost within agent conversations these days, and it requires far too much discipline to have the conversation between you and your agent in a shared place","author":"chriddyp","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288627"},{"id":"6a8e55d0-9014-4196-af05-e7c36fcc77ef","source":"hackernews","source_id":"49277273","content_type":"comment","title":null,"body_preview":"I have been testing the alpha for the last few weeks. It's very good, especially compared to tools like Conductor. Very bullish on where Zed will take Delta!","author":"zcaceres","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277273"},{"id":"c7524ad1-9c2d-46d3-86a1-9b47e789c8e5","source":"hackernews","source_id":"49277249","content_type":"comment","title":null,"body_preview":"As an indie dev, I'm not really in a position to judge Delta's potential for large-scale collaboration. Maybe Delta will end up being great for teams of all sizes. But I really wish they'd put more ca","author":"Sha1rholder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277249"},{"id":"8421b9df-ae13-4678-a799-66faf0fa7de3","source":"hackernews","source_id":"49277365","content_type":"comment","title":null,"body_preview":"I feel like for a little bit I was worried about Zed's ability to stay up to date in the cli coding agent-focused market, but it seems like every time they publish a new product release, it's always v","author":"quux0r","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicator_present"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277365"},{"id":"2a88765a-c224-4717-ab54-42c8f85410e2","source":"hackernews","source_id":"49286538","content_type":"comment","title":null,"body_preview":"I really liked Zed for a couple of months, when AI tab code completion was the frontier. But now I don’t hand-edit files anymore, so Zed is mostly a fast file reader for me.\nI understand why a team fo","author":"markusw","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286538"},{"id":"3cabf3ab-24fb-4def-b3d8-4b4eea337450","source":"hackernews","source_id":"49278965","content_type":"comment","title":null,"body_preview":"> We could have added DeltaDB to Zed, and eventually we will. But the best possible experience required an entirely new kind of application\nThe following demo is a version of a text editor - a chat wi","author":"eviks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278965"},{"id":"ebaafd78-4a85-48fd-8309-33299e0ea1ae","source":"hackernews","source_id":"49283492","content_type":"comment","title":null,"body_preview":"Interesting, I've been looking at this space with a realization that there's a big piece of UX missing to enable groups of people to collaborate with AI support.\nBasically most companies and teams spe","author":"jillesvangurp","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicators_absent"],"bot_score":0.1578581786656388,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283492"},{"id":"a12cc7a0-7cf2-422c-8288-13d946033c97","source":"hackernews","source_id":"49277146","content_type":"comment","title":null,"body_preview":"Nathan is on today’s Syntax episode talking about Rust and Zed and Delta:\nhttps://podcasts.apple.com/us/podcast/syntax-tasty-web-devel...","author":"imagetic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277146"},{"id":"b9238039-0636-4578-acbf-024a200d012f","source":"hackernews","source_id":"49276961","content_type":"comment","title":null,"body_preview":"So, DeltaDB is not for Zed, but for an entirely new product? At least it won't bloat the editor...\nNevertheless another Zed post, another plea to focus on basics https://github.com/zed-industries/zed/","author":"NoDodgeQuestion","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276961"},{"id":"ec7359a2-7d5e-42c3-a228-f2c51c48ccec","source":"hackernews","source_id":"49280143","content_type":"comment","title":null,"body_preview":"My personal hatred of LLMs aside, an I the only one who thinks \"saving the conversation\" is an incredibly naive and useless approach?\nThe conversation may have been long and meandering, for legitimate","author":"NateEag","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","personal_experience","emotional_authenticity"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280143"},{"id":"66a4ae2c-607e-4eef-bebf-b8a22d4ca222","source":"hackernews","source_id":"49277274","content_type":"comment","title":null,"body_preview":"This does look legitimately exciting. A surprisingly large pain point when doing agentic work has been commenting on something in a larger plan document. I always find myself summarizing the surroundi","author":"Cu3PO42","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277274"},{"id":"3322e510-9e8c-48b3-a50e-f590f48cbbaa","source":"hackernews","source_id":"49277593","content_type":"comment","title":null,"body_preview":"I don't quite get it - it reminds me of using Slack as the decision making places, sure it works for hashing out the details, but it's not great for being the decision record store. I'm not sure what ","author":"lukaszkorecki","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277593"},{"id":"1588d3ba-c98f-4123-a221-16d706452d62","source":"hackernews","source_id":"49276928","content_type":"comment","title":null,"body_preview":"I'm sure this seemed like a great idea a year ago (they first mentioned it with their Series B).\nBut a lot has changed in those 12 months.\nFrontier models and coding agents have advanced so much that ","author":"the_duke","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276928"},{"id":"dd2089d1-e444-4357-93e3-75fbb656c78d","source":"hackernews","source_id":"49279162","content_type":"comment","title":null,"body_preview":"Off-topic:\nSorry, my brain just fried trying to read the post.\nAside from the H1 and H2 headers, nearly everything on the page is ultra-low contrast.\nDarkish gray text combined with the faded gray bac","author":"aanet","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12117663419051272,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279162"},{"id":"52da71ed-72cc-4cca-9ac1-c9c68e548bc5","source":"hackernews","source_id":"49277029","content_type":"comment","title":null,"body_preview":"This is intriguing. The two relevant features seem to be 1) realtime collaborative multiplayer conversations and 2) conversation-as-document - basically, letting you comment inline in an agent convers","author":"vipshek","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277029"},{"id":"5f3093b6-2ddb-4bc5-970e-61dd346e2131","source":"hackernews","source_id":"49276893","content_type":"comment","title":null,"body_preview":"Does anyone else hate reading AI summaries of code? Code can be pithy, but at least its terse compared to prose. When you add how verbose LLMs can be, I often end up reading a paragraph to explain a f","author":"dexwiz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","template_phrases"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276893"},{"id":"fc8334a0-e7e2-4793-a1a4-b274c482e85f","source":"hackernews","source_id":"49279669","content_type":"comment","title":null,"body_preview":"I think Zed is an excellent editor (fast!) with a pretty good AI agent built-in, but I have no desire to do multi-player development in my editor. Never have had any such desire. Coding is a single-pl","author":"SwellJoe","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279669"},{"id":"622d7f13-9026-4066-b32e-1fe1e6fe9aff","source":"hackernews","source_id":"49286476","content_type":"comment","title":null,"body_preview":"https://xcancel.com/deepseek_ai/status/2087864589895798968","author":"Gecko4072","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.21594083650021642,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286476"},{"id":"fcb0717c-64d0-4f29-9844-59fe0a31c46d","source":"hackernews","source_id":"49286870","content_type":"comment","title":null,"body_preview":"Ah well. I spend about $5/month with Deepseek, so now I’ll have to find room in my budget for $15. Might have to tip my barista less or something.","author":"slopinthebag","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.11890962685834315,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286870"},{"id":"99a6faef-6c1a-4c1f-8d9b-32a1473a7cea","source":"hackernews","source_id":"49286933","content_type":"comment","title":null,"body_preview":"the neat thing about the models being open-weights is there's a dozen other providers on OpenRouter still at the old price, or lower","author":"timmmmmmay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286933"},{"id":"967a7893-3ce6-4646-92ff-43097079a4ce","source":"hackernews","source_id":"49286417","content_type":"comment","title":null,"body_preview":"non-x link: https://api-docs.deepseek.com/quick_start/pricing/ (https://web.archive.org/web/20260813114752/https://api-docs....)","author":"ChrisArchitect","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286417"},{"id":"59dcc57d-a251-407a-ac79-358cf17db0f8","source":"hackernews","source_id":"49286204","content_type":"comment","title":null,"body_preview":"This now places deepseek flash v4 from DeepSeek themselves at higher prices than openrouter (depending on caching). Will be interesting to see if third party prices remain the same.","author":"pu_pe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.14595200959307122,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286204"},{"id":"78676a98-e6ff-4801-9e21-b4e19d4e3077","source":"hackernews","source_id":"49287059","content_type":"comment","title":null,"body_preview":"Makes sense, basically increased price for peak hours when they don't have enough infra to serve everyone. Can expect the return of prices back.","author":"kortzeus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287059"},{"id":"a9cdeb0b-b641-47c6-b4f4-acc72ae9192a","source":"hackernews","source_id":"49287211","content_type":"comment","title":null,"body_preview":"It doesn't make any sense unless they are going to exit  from inference market. They will be literally one of the costliest option (by output, for flash) if use openrouter as source.","author":"reddec","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287211"},{"id":"d64c4c33-ffb6-4c16-b118-990c75c0e716","source":"hackernews","source_id":"49286087","content_type":"comment","title":null,"body_preview":"About 3x increase. Luna is now a much better deal. Hope they don't increase their prices in response.","author":"unified101","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286087"},{"id":"e2b354aa-c4d0-4b49-8acc-3072c7e6daa0","source":"hackernews","source_id":"49288429","content_type":"comment","title":null,"body_preview":"I pay for Google AI Pro (Bought a year in advance) and Gemini is so bad, I burned through 75% of my five hour allowance trying to get it to fix something.\nI pasted the same prompt into OpenCode, set t","author":"ChildOfChaos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288429"},{"id":"1a8f3192-da93-44ba-8d19-ede231b39823","source":"hackernews","source_id":"49286850","content_type":"comment","title":null,"body_preview":"Opencode said they are working on matching the old prices using their own inference.\nRight now, they give 4100 credits for Luna and 63 000 for Deepseek on their prepaid plan (both are 2x)","author":"f311a","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286850"},{"id":"b2be7e4a-868c-48d0-a607-c604e0e961ac","source":"hackernews","source_id":"49286134","content_type":"comment","title":null,"body_preview":"As well as the headline in/out changes, people heavily using agentic coding tools will want to note the 6x (off peak) and 12x (peak) increase to cache hit pricing on Pro (since cache hit can easily ma","author":"petercooper","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","specific_details","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286134"},{"id":"07ee8bad-449f-45d9-ac46-6ececbfc0495","source":"hackernews","source_id":"49288719","content_type":"comment","title":null,"body_preview":"So OpenAI cut Luna's price by 5x, DeepSeek increased price by 5x!\nIf I'm reading the benchmarks right, they now went from being much cheaper than Luna (but twice as slow), to being roughly same price ","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288719"},{"id":"d82ef0fa-fb39-43d4-b28b-e1fea7f0b9a4","source":"hackernews","source_id":"49286679","content_type":"comment","title":null,"body_preview":"According to their post:\n  (Input / Output / Cache Read, [$/M])\n  DeepSeek-V4-Flash: \n    Prev: 0.14 / 0.28 / 0.0028 \n    Off-Peak: 0.22 (1.6x) / 0.66 (2.4x) / 0.007 (2.5x)\n    Peak: 0.44 (3.1x) / 1.3","author":"usagisushi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286679"},{"id":"bc417e45-4b62-4adc-8e2c-6ada5eaaac5b","source":"hackernews","source_id":"49287470","content_type":"comment","title":null,"body_preview":"Old DeepSeek Flash 0731 prices have been independently reproduced.[1] The issue is DeepSeek being inundated and not having capacity to serve the demand, hence the price increases to significantly damp","author":"dhx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287470"},{"id":"45a2a21b-a47c-4954-8676-1260fee8c004","source":"hackernews","source_id":"49290091","content_type":"comment","title":null,"body_preview":"Would be interesting to see how much a PTP-aware switch would impact the jitter, and whether 802.1AS is possible.","author":"asgeirn","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290091"},{"id":"2d1a6a44-5e61-4198-953c-121ea0cb8a09","source":"hackernews","source_id":"49287943","content_type":"comment","title":null,"body_preview":"I will preface this with I am very supportive of time nerdery. I am thrilled that this person is build and documenting that build.\nI will now commence shitposting, so please look away now.\nBooo use a ","author":"KaiserPro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287943"},{"id":"f815b903-b412-4a93-9a4f-9f01d2d3831b","source":"hackernews","source_id":"49290059","content_type":"comment","title":null,"body_preview":">The key hardware fact: The CM4 uses the BCM54210PE Ethernet PHY which has full IEEE 1588v2 hardware timestamping support. This is what makes sub-microsecond PTP possible on the CM4. The BCM54210PE ti","author":"hackingonempty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290059"},{"id":"f1a7465d-59ff-4f94-bb20-ecf1593446b5","source":"hackernews","source_id":"49292800","content_type":"comment","title":null,"body_preview":"I saw guides for how to do it with the pi5, but I couldn't get it to lock to the pps reliably and chrony said I had way more jitter on pps and nmea than there should've been. Might try following this ","author":"Neywiny","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292800"},{"id":"6670386a-5451-4cdb-9fe5-bf1554dcf7d3","source":"hackernews","source_id":"49280695","content_type":"comment","title":null,"body_preview":"I wonder what the average CS grad thinks of these days when they hear the company name \"IBM\".","author":"lenerdenator","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.17028985507246375,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280695"},{"id":"7069d3b1-d369-4c0c-bcc9-b73c18b3db27","source":"hackernews","source_id":"49281338","content_type":"comment","title":null,"body_preview":"Ah jeez, that makes me feel old. It’s particularly impactful as my dad worked in the computer industry at the time of the transition and the firm he worked for were a little late to the game. They lim","author":"secretsatan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281338"},{"id":"f1361064-a0b3-43ac-8086-fd958b39e416","source":"hackernews","source_id":"49285737","content_type":"comment","title":null,"body_preview":"I became an Intel Field Application (FAE) engineer in 1988, just 7 years after the PC. At my first internal tech conference in Phoenix I was told that the reason IBM used the 8088 over the Motorola 65","author":"burningdeck","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285737"},{"id":"19b9e989-5090-4c2a-8e57-e7f7e7303419","source":"hackernews","source_id":"49281702","content_type":"comment","title":null,"body_preview":"I love the keyboard casually hanging off the desk like it’s not 20lbs!","author":"abotsis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281702"},{"id":"a4ad6cb8-33b0-472c-9097-a04268049e02","source":"hackernews","source_id":"49283440","content_type":"comment","title":null,"body_preview":"I am not a huge fan of the IBM PC. For one, it was a mediocre design. Most important, it caused a mass extinction in the small computer space so that, even today, the majority of desktop computers out","author":"rbanffy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","niche_expertise"],"bot_score":0.14546442766825618,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283440"},{"id":"c281446a-b4fe-401b-8f2d-ecde529cd09b","source":"hackernews","source_id":"49284746","content_type":"comment","title":null,"body_preview":"https://sharktastica.co.uk/image?id=yysMQjg1\nAdmiring the keyboard layout they went with. I love that Ctrl is placed in my preferred location. That’s prime real estate that modern keyboards waste on C","author":"k3vinw","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284746"},{"id":"a2fd393f-fc1f-4c25-9f0b-8446c1ea8a08","source":"hackernews","source_id":"49281681","content_type":"comment","title":null,"body_preview":"I have a framed copy on my office wall of this story from the NY Times, August 13, 1981: https://www.nytimes.com/1981/08/13/business/business-digest-...","author":"kmoser","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281681"},{"id":"49646250-fb5a-4abe-98db-b40d55d07eb5","source":"hackernews","source_id":"49285783","content_type":"comment","title":null,"body_preview":"In about 1990, my Dad gifted me an old XT. By that point it was almost ancient, no modern software would work on it, but I could do some BASIC programming, and learn DOS and a few PC magazines still h","author":"PaulRobinson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","self_reference","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285783"},{"id":"5c73407c-6375-4dca-ad22-7ac89eebcdf3","source":"hackernews","source_id":"49283083","content_type":"comment","title":null,"body_preview":"My first experience with a computer as a child was putting a floppy disk labelled \"King's Quest\" into an IBM PC XT when my dad wasn't around. And now I'm on this forum.","author":"karim79","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283083"},{"id":"7c14960d-7960-4233-813a-aa25b25041d6","source":"hackernews","source_id":"49284275","content_type":"comment","title":null,"body_preview":"If we can get TikTok addled zoomers to discover frozen dinners as well and reduce their burrito taxi usage.. we may just slay the inflation beast finally.","author":"steveBK123","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284275"},{"id":"70ba0d38-41d3-43c8-aaf2-fff07fcaca7f","source":"hackernews","source_id":"49285678","content_type":"comment","title":null,"body_preview":"\"Stuff you should Know\" recently did an episode on sardines. I tried a tin because it was cheap, and they're better than I anticipated.","author":"gwbas1c","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.11944165925109773,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285678"},{"id":"1d7c7cca-f83d-4451-85d0-ad0c45e49598","source":"hackernews","source_id":"49290472","content_type":"comment","title":null,"body_preview":"It is a very emotionally loaded word to use. But I think it is fair and accurate to talk about the rape of the oceans.","author":"euroderf","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","metaphorical_language"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290472"},{"id":"f6bdee85-c1a3-408d-9e90-7c9d285990db","source":"hackernews","source_id":"49282821","content_type":"comment","title":null,"body_preview":"Tinned sardines are convenient for toast, but if you want to cook with them it's crazy how much more you get your money from the fish counter.","author":"OJFord","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.06307961007372921,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282821"},{"id":"4b26b57a-89f7-4381-acc8-865067b40dd1","source":"hackernews","source_id":"49283759","content_type":"comment","title":null,"body_preview":"Yes that's good, blame social media and not the absence of sufficient regulation or the unsustainable fishing industry.","author":"geysersam","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283759"},{"id":"4e1033e8-e26c-4ebf-985b-6a0fbf0711c6","source":"hackernews","source_id":"49285873","content_type":"comment","title":null,"body_preview":"More and more I think we need to fix farmed fishing and stop cleaning the oceans of life.  We don't, en mass, hunt for cows or chickens.  We farm them.  It has an impact but it doesn't take out the wh","author":"beached_whale","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","analogy_with_nuance","lack_of_ai_indicators"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285873"},{"id":"3eba9a3e-cc34-44fb-a6a6-99e21362db3b","source":"hackernews","source_id":"49285412","content_type":"comment","title":null,"body_preview":"I've experienced this recently. My wife has osteoporosis and her doctor told her to eat sardines with bones to get more calcium. She doesn't like eating them straight, so she makes hummus and blends i","author":"tasty_freeze","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285412"},{"id":"4bb4bb52-64ff-45ca-9ed6-620647820b7b","source":"hackernews","source_id":"49279278","content_type":"comment","title":null,"body_preview":"Canned sardines have been a staple of my diet since I was in the womb. I can’t wait for this trend to die off, it has been so difficult to find them lately. I mean I understand all of the reasons for ","author":"darksaints","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279278"},{"id":"3cb4672c-540a-4b43-bfae-93f4b6f1e34a","source":"hackernews","source_id":"49282044","content_type":"comment","title":null,"body_preview":"Darn, originally from northern Europe, I have always enjoyed sardines. I was wondering why they are suddenly harder to get.\nI can't believe a weight-loss fad is going to take \"my\" sardines from the sh","author":"linuxhansl","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.19505479272106058,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282044"},{"id":"42baf672-b6cd-433a-9d39-345da2423298","source":"hackernews","source_id":"49283162","content_type":"comment","title":null,"body_preview":"I'm sad for King Arthur[1] who genuinely loves his tinned fish and wants to share his passion with the world. He is a good boi and not part of this trend.\nI don't really like fish. I watch his videos ","author":"JsonDemWitOster","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283162"},{"id":"62d4c973-f69e-4b7b-a788-ea2422f3daa5","source":"hackernews","source_id":"49279279","content_type":"comment","title":null,"body_preview":"Destroying ecosystems beyond a tipping point. And the politicians just care about being re-elected. Focusing on short term gain.\n” The decision taken by the Council of Ministers earlier this week on t","author":"bjelkeman-again","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","quoting_external_source","absence_of_ai_signals"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279279"},{"id":"d5c9220d-723f-4ccf-b58e-dfd79fe601e3","source":"hackernews","source_id":"49282571","content_type":"comment","title":null,"body_preview":"What a sad world we live in :(\nSocial medias have such a significant impact all over the planet, from overcrowded tourist spots dedicated to taking instagram pictures, to canned sardines diets.\nWhy do","author":"thomasben","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282571"},{"id":"c1e7a249-10bb-418a-8362-e9d738eb5463","source":"hackernews","source_id":"49292096","content_type":"comment","title":null,"body_preview":"I'd been noticing very spotty availability of sardines (a long-time fav of mine) going back to last October/November.\nSome stores are out entirely, others will alternate through available brands over ","author":"dredmorbius","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292096"},{"id":"d8df6ae8-98dd-442a-9b3f-35c96f2483c9","source":"hackernews","source_id":"49279307","content_type":"comment","title":null,"body_preview":"Where can't you find them?\nAll of my local supermarkets in the US have a million cans of sardines from a dozen different brands each, ranging from like $1.50/can for e.g. Goya in soybean oil[0] to lik","author":"BugsJustFindMe","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.0857253211609474,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279307"},{"id":"1374ae21-63ab-47f6-8dbd-f67784b86f89","source":"hackernews","source_id":"49279746","content_type":"comment","title":null,"body_preview":"Recent episode of the Odd Lots podcast, \"How a Sardine Gets From the Ocean to a Can\":\n> Just a decade ago, tinned fish was hardly a premium product. Most Americans likely associated cans of tuna with ","author":"throw0101a","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279746"},{"id":"e01ddce7-7ea1-4a54-947e-bbe00a3fee43","source":"hackernews","source_id":"49279475","content_type":"comment","title":null,"body_preview":"The oceans are depleted. And some countries with shadow fleets are to blame more than the others. But somehow it’s not even a small priority for most countries. Whales are dying because they are malno","author":"darth_avocado","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279475"},{"id":"39501d1b-b5a2-4215-9aee-d377fac01b4f","source":"hackernews","source_id":"49279461","content_type":"comment","title":null,"body_preview":"The numbers in question are quite wild[0]\n> The NOAA assessment estimated the Pacific sardine biomass will be at 27,547 metric tons by the summer – significantly less than the 150,000 metric tons need","author":"arjie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279461"},{"id":"8d3eb28e-eae4-461d-aabc-50d176b61b7f","source":"hackernews","source_id":"49289807","content_type":"comment","title":null,"body_preview":"AI translated...and who has checked the translations for hallucinations?","author":"wduquette","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289807"},{"id":"d859e617-cdeb-4d0e-b12c-d9b577d9d04d","source":"hackernews","source_id":"49284637","content_type":"comment","title":null,"body_preview":"Isn't it also in order to reduce dangerous side-effects?","author":"natmaka","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284637"},{"id":"cf4c8c77-4af7-49ce-b0e6-04ec5cd3870f","source":"hackernews","source_id":"49281402","content_type":"comment","title":null,"body_preview":"As an aside, I wrote a dialect of forth and LLM was pretty good about constraining itself to a subset and create fairly usable code. I was having it implement cordic functions to implement sin/cos.","author":"tehologist","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281402"},{"id":"45d951c2-c87c-4ee9-9d76-08d75ed8e6e7","source":"hackernews","source_id":"49281429","content_type":"comment","title":null,"body_preview":"In the mid 1980s I wrote a commercial neural network product SAIC Ansim and I usually got things working in Common Lisp first, then manually translated to C++.  Now we can write in CL and use coding a","author":"mark_l_watson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","natural_digressions"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281429"},{"id":"0f56838f-e7ea-4e0c-82ed-a5ec519ebd4a","source":"hackernews","source_id":"49281017","content_type":"comment","title":null,"body_preview":"Google is making the opposite argument to support Go as the ideal language for vibe coding (https://news.ycombinator.com/item?id=49261133) - i.e., not expressive by design, lowest-denominator, etc.","author":"rodrigosetti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281017"},{"id":"41f1fbe3-ca3b-4b9d-96fc-6f7be6bff9d2","source":"hackernews","source_id":"49281386","content_type":"comment","title":null,"body_preview":"I was under the impression LISP is nice to write and work with but difficult to read. How well can you understand LISP written by a LLM?","author":"tehologist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281386"},{"id":"619418b1-ca72-4e44-a734-aa596273fb5d","source":"hackernews","source_id":"49280379","content_type":"comment","title":null,"body_preview":"I have been using cl for a project recently, as it had many features I wanted and actually made sense to use despite not being familiar with it (though used elisp and a tiny bit of scheme). I found it","author":"kodoman","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280379"},{"id":"bcbb6fd5-5bb0-400e-bd5f-6a4cf016592b","source":"hackernews","source_id":"49282488","content_type":"comment","title":null,"body_preview":"I only touch some emacs lisp and never do Common Lisp\nBut seems years of coding experience make me think those tenets in the article reasonable\nThere are indeed elite programmers as I see in my career","author":"mintflow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0.1629049405545331,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282488"},{"id":"189d2fe7-f6e0-4b59-9f4d-5146c8c6f750","source":"hackernews","source_id":"49281126","content_type":"comment","title":null,"body_preview":"> You are not writing dead text; you are conversing with a living system.\nThere it is again.","author":"xdavidliu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281126"},{"id":"395dd79a-8a1b-4da0-a964-cc346d4f30ff","source":"hackernews","source_id":"49284280","content_type":"comment","title":null,"body_preview":"I love lisp, but I don't think the syntax is ideal for LLMs because they generate left to right, and lisp is deeply nested by design. Functional languages that have pipe operators and other features t","author":"CuriouslyC","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284280"},{"id":"1754c28c-11f7-46c7-9db6-306a8591f8a9","source":"hackernews","source_id":"49287745","content_type":"comment","title":null,"body_preview":"> You cannot successfully orchestrate an AI in a language you don't deeply understand.\nThis is the primary point and maybe even the later points may be, at least partially, an extension of it.\nCoding ","author":"willquack","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287745"},{"id":"5baf5fc1-65bf-4b5a-bac2-fdca10b2dd85","source":"hackernews","source_id":"49280178","content_type":"comment","title":null,"body_preview":"I don't know if anything has changed, but last time I tried codegen for Common Lisp, the LLM would routinely mix up LISP dialects and language specific features.\nLess so with Clojure.","author":"PrimalPower","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280178"},{"id":"4e3f1f3f-c0de-4d2f-b88b-b93d42dc533b","source":"hackernews","source_id":"49279960","content_type":"comment","title":null,"body_preview":"I’m fascinated that some people in our field choose to self describe themselves as “elite”.\nAre there any programming/computer science greats that self aggrandize like this? Is it a cultural thing som","author":"shric","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279960"},{"id":"4878a43d-77dd-4981-8ad0-056f1ba04fd1","source":"hackernews","source_id":"49284953","content_type":"comment","title":null,"body_preview":"I guess a weakness of the common benchmarks (artificial intelligence, gertlabs, and others) is that, from my understanding, they don't really cater to each language's specificity. If a language such a","author":"Athanase000","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":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284953"},{"id":"09343b56-8a36-48c2-b138-ec6083ccc22f","source":"hackernews","source_id":"49285253","content_type":"comment","title":null,"body_preview":"In many of my LLM projects, I have been using DSLs for all kinds of purposes. As many of these projects, data is kind of central, I use Django. So for these DSLs, hy (lisp combined with python) has be","author":"kukkeliskuu","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285253"},{"id":"a5b8dc0f-28a6-42a2-a2bf-00dab0e99d87","source":"hackernews","source_id":"49281584","content_type":"comment","title":null,"body_preview":"I spent quite a while trying to learn Common Lisp and I really wanted to like it, but I’m not sure I’d recommend it. The first problem is finding good learning materials, as most are out of print. On ","author":"abbefaria27","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281584"},{"id":"b4356994-99dc-4acd-8ca0-d9b76f46186a","source":"hackernews","source_id":"49281767","content_type":"comment","title":null,"body_preview":"Wrote my first Lisp program in high school 1974; during a teacher's strike some of us geeks bussed it down to the University of Toronto computing centre.  It was cafeteria system with a room full of k","author":"tigermelville","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281767"},{"id":"f5ef65b3-a5d3-42d2-bbd1-9fbdbc053ba6","source":"hackernews","source_id":"49282976","content_type":"comment","title":null,"body_preview":"Yeah no thanks. Common Lisp is the only language that still brings me joy in a post LLM world and I'd like to keep it that way.","author":"TurboHaskal","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282976"},{"id":"2a3169a7-b4fc-41e7-aaea-c5aa282cd4d5","source":"hackernews","source_id":"49280341","content_type":"comment","title":null,"body_preview":"I spent the last year writing substantial Common Lisp, including a FoundationDB client and distributed systems primitives layered on top of that, an observability and operability library for CL system","author":"varoun","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280341"},{"id":"b083735f-3183-48a4-8e1a-5f34f3d97b7e","source":"hackernews","source_id":"49283394","content_type":"comment","title":null,"body_preview":"My gut feeling is, this post is 180° wrong. LLMs are the exact opposite of \"elite coders\", they're perfect StackOverflow users:\n* they memorize adapt and write back small-scale patterns very efficient","author":"fab13n","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283394"},{"id":"a20eb295-eb2f-4d58-a6b6-f0296f9465ed","source":"hackernews","source_id":"49280847","content_type":"comment","title":null,"body_preview":"why is this page suddenly 404? Is Alibaba going back on their words?\nhttps://modelscope.cn/models/Qwen/Qwen3.8-27B","author":"yakisuragi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280847"},{"id":"dab004f9-b54f-4e26-8ee6-8a4772f803f6","source":"hackernews","source_id":"49274386","content_type":"comment","title":null,"body_preview":"Do we know if AA and DeepSWE benchmarks are on bf16 or fp8 quantisations?","author":"theanonymousone","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.13095911697763787,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274386"},{"id":"48f4eb30-378f-4dcd-916b-aea5c3a907e0","source":"hackernews","source_id":"49276832","content_type":"comment","title":null,"body_preview":"Vocabulary size ~248k. A bit bigger than other recent Chinese models (Kimi K3 ~164k, DeepSeek-V4 ~129k, and GLM-5.2 ~155k).\nMake of this what you will.","author":"frozenseven","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276832"},{"id":"75b5218f-e6c7-4350-bae4-01786a0e9569","source":"hackernews","source_id":"49280990","content_type":"comment","title":null,"body_preview":"People online say this model's performance isn't very good; what do you think of it after using it?","author":"Bob_bo","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280990"},{"id":"d27a152c-95ac-4f53-ac8e-24d4beea937f","source":"hackernews","source_id":"49275804","content_type":"comment","title":null,"body_preview":"Not seeing the upside versus K3 here, especially with the intentional capability loss.\nRead the room, Qwen.  It's not a good time to hobble your releases.","author":"CamperBob2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275804"},{"id":"6ca3fdb2-d9dd-4980-a7d0-ee1c1e510eab","source":"hackernews","source_id":"49274149","content_type":"comment","title":null,"body_preview":"Is this the largest ever open weight model release by parameter count? I think it is.","author":"simonw","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274149"},{"id":"4a2908be-4ea0-44cd-be01-615415c8d065","source":"hackernews","source_id":"49285823","content_type":"comment","title":null,"body_preview":"Has anyone compared the programming capabilities of Qwe3.8 and Kimi K3? Which one is better?","author":"jannishan","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.6470588235294118,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285823"},{"id":"1cd66618-db96-4e6e-9ac3-55cbb5d9a32c","source":"hackernews","source_id":"49275083","content_type":"comment","title":null,"body_preview":"I've been wanting to run open weight models lately to give them a shot with OpenCode. However, I get the impression that models like Qwen and Kimi k3 are impossible to run locally? I have a RTX 5090 a","author":"cautiouscat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_technical_question","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275083"},{"id":"03b49514-d9d4-45af-b78e-869b8b4794c7","source":"hackernews","source_id":"49280190","content_type":"comment","title":null,"body_preview":"That's a really cool hamster [0], unfortunately it's really expensive now, 2x more expensive than Grok 4.6[1].\n[0]: https://aibenchy.com/compare/x-ai-grok-4-6-high/bytedance-se...\n[1]: https://aibench","author":"XCSme","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_comparison"],"bot_score":0.11663709753935637,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280190"},{"id":"5f90deb5-c303-476e-9b77-1c641d859647","source":"hackernews","source_id":"49274702","content_type":"comment","title":null,"body_preview":"More curious about how qwen3.8-27B performs. That's the size that I can run locally.","author":"ByteWarden","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274702"},{"id":"bd0e7f83-387b-440e-9605-624d8a0ff22c","source":"hackernews","source_id":"49281918","content_type":"comment","title":null,"body_preview":"Shall we bet on when the hardware needed for this (without quantizing and at good speed) will reach < 10k USD? I'm betting 2040. I can download it now, and then get the hardware later. Eventually we c","author":"edg5000","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","personal_perspective"],"bot_score":0.14569382969689024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281918"},{"id":"7eaa1978-6856-4109-bba1-eaf6d326ffdc","source":"hackernews","source_id":"49274223","content_type":"comment","title":null,"body_preview":"> In particular, Qwen3.8-Max is the official version based on Qwen3.8-2.4T-A95B with more features, such as vision input & non-thinking support, 1M context length by default, official built-in tools, ","author":"l72","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_indicators","opinion_expression"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274223"},{"id":"be9dc2b9-d496-402f-ad9f-40dfcacbcefa","source":"hackernews","source_id":"49274037","content_type":"comment","title":null,"body_preview":"https://unsloth.ai/docs/models/qwen3.8\nThe 1bit quant model is at an astonishing 397GB with 95B active per MOE. This literally puts Opus 4.5 performance level into a machine a normal person could buy,","author":"guardiangod","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274037"},{"id":"9fbaf57d-9647-4287-8ac8-f2728fa0c1fc","source":"hackernews","source_id":"49274543","content_type":"comment","title":null,"body_preview":"Also of interest: DeepSeek V4-Pro-0813 (1.6T-A49B) benchmark scores have apparently just been announced on the DeepSeek WeChat channel and they're sitting about Fable 5 level.[1]\n[1] https://www.reddi","author":"dhx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274543"},{"id":"e42c741e-f2bc-4eb6-846e-67eaf87b9891","source":"hackernews","source_id":"49274158","content_type":"comment","title":null,"body_preview":"Supposedly this is a Kimi k3 rival. Bit of a chonker, especially since they only released bf16 and fp8. So at launch this will be harder to serve than k3. No QAT on q4 means that someone with deep poc","author":"NitpickLawyer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_stance","technical_detail_and_context","natural_digression"],"bot_score":0.16269841269841268,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274158"},{"id":"7b3ce21d-8f54-466c-b959-281b2df944fd","source":"hackernews","source_id":"49286820","content_type":"comment","title":null,"body_preview":"There is no need for garbage collection if you don’t form circular references. Just have a canonical direction and always keep weak references the other way.","author":"EGreg","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286820"},{"id":"340b6416-93cd-48a3-833b-aec474600023","source":"hackernews","source_id":"49288320","content_type":"comment","title":null,"body_preview":"There's a third way here. It could be called many things: Single ownership by default, automatic stack lifetimes, hidden unique pointers, etc. The main idea is that the lifetime of dynamic heap data i","author":"netbioserror","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.2157629006822891,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288320"},{"id":"cfd9f0f3-a5be-4b1c-80b0-ae9e594a9a36","source":"hackernews","source_id":"49286968","content_type":"comment","title":null,"body_preview":"I rarely see a real use case bottle necked on garbage collection.","author":"amazingamazing","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286968"},{"id":"449a1a53-30d6-46bb-8b05-dcfe9a7cef63","source":"hackernews","source_id":"49288606","content_type":"comment","title":null,"body_preview":"Not really the point of the post, but there is a third memory allocation paradigm where you can do manual allocations and deallocations, but without the mental overhead of having to remember to free m","author":"melodyogonna","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","specific_reference","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288606"},{"id":"d5734c28-b8a5-4ad0-85cd-0bcb25e07208","source":"hackernews","source_id":"49286562","content_type":"comment","title":null,"body_preview":"This is one of the best high-level survey explanations of GC I have seen, nice work.","author":"pclowes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286562"},{"id":"693b3a9c-fa54-4189-929c-9913275b07a7","source":"hackernews","source_id":"49287454","content_type":"comment","title":null,"body_preview":"Props for using a correct nomenclature. Reference counting is a \"kind of automatic garbage collection. Tracing garbage collection is also a kind of automatic garbage collection.","author":"bjourne","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.06788142611909269,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287454"},{"id":"3e15c044-c919-4600-b448-f6db7fbd641f","source":"hackernews","source_id":"49286756","content_type":"comment","title":null,"body_preview":"> In Rust you pay for it by arranging your program in a way the compiler can verify.\nI disagree with this. The sentence implies that this work is done in order to make the compiler happy, where my exp","author":"thomashabets2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286756"},{"id":"3fb69963-7cfe-4b8e-ae02-4bd2f4435ae1","source":"hackernews","source_id":"49237571","content_type":"comment","title":null,"body_preview":"Agreed, for most real world softwares, the cost of GC is irrelevant. But there are still some programs like databases or game engines where the cost can start adding up. That's when you measure and op","author":"shivanshuag","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49237571"},{"id":"167423b2-76c8-4f9c-b3d2-531e263582ab","source":"hackernews","source_id":"49237146","content_type":"comment","title":null,"body_preview":"What does GC cost?\nFor Caddy with an incredibly synthetic http only benchmark it costs about 2ms of latency and somewhat less throughput.\nWorth it in an incredibly artificial benchmark? Perhaps. Howev","author":"miladyincontrol","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49237146"},{"id":"5ceab860-fa56-4215-a71a-f718c4d80eb7","source":"hackernews","source_id":"49286660","content_type":"comment","title":null,"body_preview":"I used to write a lot of Javascript-like Extendscript scripts back when I was using InDesign a lot. The DOM's global object $ had a method to directly invoke the garbage collector. It made a differenc","author":"220hertz","classification":"human_created","confidence":0.7,"indicators":["self_reference","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286660"},{"id":"0c87b0f9-8e39-45b7-b0ba-c45f3bbcb7ba","source":"hackernews","source_id":"49287987","content_type":"comment","title":null,"body_preview":"Even things built directly on underlying malloc and free typically have some form of \"garbage collection\" in the malloc implementation for efficiency and performance (geometric sizing, thread caching,","author":"kev009","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287987"},{"id":"553b320a-3f91-4c79-b056-42da67098be6","source":"hackernews","source_id":"49289357","content_type":"comment","title":null,"body_preview":"Careful, this statement is misleading:\n> The leaks that come from forgetting to free something go away entirely.\nNot quite: In manually-managed and referenced counted languages with destructors, relea","author":"gwbas1c","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.11944165925109773,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289357"},{"id":"d021de76-fd2b-4811-b34a-da79ce648d5f","source":"hackernews","source_id":"49287619","content_type":"comment","title":null,"body_preview":"> Think of a service that keeps a large cache in memory, or an index built out of millions of small objects that all point at each other. Every one of those pointers has to be followed on every cycle,","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13400296693612102,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287619"},{"id":"a6104917-00d5-48fa-b255-a64997749a5a","source":"hackernews","source_id":"49291214","content_type":"comment","title":null,"body_preview":"The answer in the thread (which is quite hard to find) is to use the Google Photos app without an account.\nThe app has some very nice features that are locked behind account access though.","author":"novia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291214"},{"id":"d7fbd93d-2a20-4ae8-8e91-67ddc7857983","source":"hackernews","source_id":"49292458","content_type":"comment","title":null,"body_preview":"Ah, bigcorp with the Pick-Up Artist model of consent: keep asking until they relent.\nI find Google Photos asks me once every update. I got a Pixel 9 with 1 year of free Gemini Pro (or whatever version","author":"netsharc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292458"},{"id":"8320ec7d-6711-4729-99de-75513a0d8054","source":"hackernews","source_id":"49292601","content_type":"comment","title":null,"body_preview":"I use Ente photos [0] without logging in, just as a local gallery. Since their backup solution is E2EE, it does everything on-device – face/object search, map view, memories\n[0] https://ente.com","author":"speedstyle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292601"},{"id":"5718c88a-a1ee-4eb9-829b-46d5d4db3a8a","source":"hackernews","source_id":"49290590","content_type":"comment","title":null,"body_preview":"Older people (seen it at 65+) will just click the nag without knowing what the button does and end up beaming up all photos to google cloud with no ability to disable the nag (it keeps showing up afte","author":"dt3ft","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290590"},{"id":"5731b2c3-6b2e-4c43-88bb-9dcd35daabdd","source":"hackernews","source_id":"49290809","content_type":"comment","title":null,"body_preview":"https://www.gem.wiki/Cernavod%C4%83_nuclear_power_plant\nhttps://en.wikipedia.org/wiki/Cernavod%C4%83_Nuclear_Power_P...\nhttps://en.wikipedia.org/wiki/Nuclear_power_in_Romania\nhttps://app.electricityma","author":"toomuchtodo","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.12549905202347764,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290809"},{"id":"6504e9b5-d2e2-4859-8ff3-8c55e6689630","source":"hackernews","source_id":"49291654","content_type":"comment","title":null,"body_preview":"Can CANDU6 reactors be refitted with cooling towers? Only Enhanced CANDU 6 seem to offer this.","author":"preisschild","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291654"},{"id":"4e206f1d-f0ea-4414-bbe1-ac303783346a","source":"hackernews","source_id":"49280171","content_type":"comment","title":null,"body_preview":"This reaffirms my belief that SQLite is not well suited for systems with significant concurrency. It replaces fopen, not postgres. Although this corruption is a rare bug and sqlite is usually extremel","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280171"},{"id":"a46f19d9-ae68-41e4-bbae-9a064e22590a","source":"hackernews","source_id":"49280156","content_type":"comment","title":null,"body_preview":"Normal code has 50% to 90% ratio of code coverage by unit-tests. Dynamic-typed languages (Python, Ruby) usually require more, like 100% - 120%.\nSQLite has 59,000% ratio [1]\nYet it didn't help for a bu","author":"deepsun","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280156"},{"id":"69dabc1f-e8ff-42aa-ad8b-91cf21ea23f5","source":"hackernews","source_id":"49279930","content_type":"comment","title":null,"body_preview":"As others have said: great article! I did find myself wanting them to get to the point, but once they started describing the bug and the fix, it was very satisfying. I'm very happy there are companies","author":"catapart","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279930"},{"id":"01763803-7c27-417e-9194-3fa0811980ff","source":"hackernews","source_id":"49274914","content_type":"comment","title":null,"body_preview":"What a brutal bug. I'd never entertain a that bug in SQLite could be causing problems in code I wrote.","author":"tyho","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274914"},{"id":"d1ce517c-9c8d-432e-84f7-2830c97d6c05","source":"hackernews","source_id":"49275537","content_type":"comment","title":null,"body_preview":"The irony is that the SQLite developers get a support contract iff someone runs off the path in anger and finds an ancient bug.  But perhaps that's part of what make it a quality team: devotion thrivi","author":"w10-1","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","semantic_depth"],"bot_score":0.1279315289667517,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275537"},{"id":"8fda49bd-24a2-4b71-8dbb-0972683ea7b0","source":"hackernews","source_id":"49274871","content_type":"comment","title":null,"body_preview":"Tracking down a 16-year-old edge case in database internals is peak engineering perseverance. Incredible deep dive.","author":"myshapeprotocol","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.195404140665565,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274871"},{"id":"8c9fdf91-41d0-49a2-ad79-fe255a4ffc28","source":"hackernews","source_id":"49276422","content_type":"comment","title":null,"body_preview":"As a simple user of SQLite, I think this level of debugging is incredible and appreciate being a beneficiary of the ecosystem and hard work of others. Thank you!","author":"jbs789","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276422"},{"id":"1ecebe14-ef9d-4761-98a5-5344e6775e6f","source":"hackernews","source_id":"49281855","content_type":"comment","title":null,"body_preview":"It gives me a warm feeling when companies invest in open source support in this way. Helping great projects get even better is somehow better than releasing yet another project.","author":"stillpointlab","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","semantic_blandness"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281855"},{"id":"15f2dea1-7140-46d1-9f24-8581f47c38f6","source":"hackernews","source_id":"49291873","content_type":"comment","title":null,"body_preview":"Everybody here knows that SQLite is not production-ready and does not scale.\nThis is just proof that it can't be used in real-world applications.\nSCNR","author":"arendtio","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291873"},{"id":"1a085277-92f8-4aea-891a-7af239038cdd","source":"hackernews","source_id":"49275689","content_type":"comment","title":null,"body_preview":"Great writeup, and it was great to see them step in an pay the developers of SQLite to help them fix the bug. I get tired of corporations asking open source authors to fix problems that affect the cor","author":"ChuckMcM","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275689"},{"id":"41dd590a-605e-4d08-8cc8-a4a4897b3f55","source":"hackernews","source_id":"49278588","content_type":"comment","title":null,"body_preview":"See perhaps recent video \"Reliability Lessons From SQLite - Richard Hipp | SSW 2026\":\n> Abstract: SQLite is a C-language library that implements a self-contained, in-process relational database engine","author":"throw0101a","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49278588"},{"id":"f8d477ad-576b-46b7-9e71-4dd81b817d48","source":"hackernews","source_id":"49274827","content_type":"comment","title":null,"body_preview":">In our control plane, we take manual control of the checkpoint process so we can run fast and consistent backups.\n> running boring technology in a non-standard way is a risk.\nIt was a good read and r","author":"sandeepkd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_obvious_ai_signals"],"bot_score":0.19683229849061024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274827"},{"id":"2129b44e-3e02-4123-b86b-63e44fd825e4","source":"hackernews","source_id":"49273719","content_type":"comment","title":null,"body_preview":"Great read. So glad they took the time to tell this story. (And glad they, as a for profit corporation, took out a support contract with SQLite. I hope they continue to do so even though this problem ","author":"bobtheborg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","specific_observation"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273719"},{"id":"ba199d85-d11c-4f4c-bd4d-be59174deb7f","source":"hackernews","source_id":"49275956","content_type":"comment","title":null,"body_preview":"Very nice article, and I appreciate SQLite's explanation of the bug too. And how extremely cool Tailscale appears to have been about it (paying for the VFS shim, etc.).\nI'd have liked to have heard mo","author":"procflora","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275956"},{"id":"a35f1fe2-41f6-403a-860f-c45c18f2bc50","source":"hackernews","source_id":"49275212","content_type":"comment","title":null,"body_preview":"This was really, really interesting - what a triumphant adventure.\nA few (very, very, very pedantic) things that stood out:\n> We wanted a way to restore service that didn’t involve rolling back to the","author":"bch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275212"},{"id":"f4a19fd3-461c-4c5f-95a0-7c03212c2ccf","source":"hackernews","source_id":"49275094","content_type":"comment","title":null,"body_preview":"SQLite: 92 million lines of tests\nDijkstra: Tests can only prove the presence of bugs, never their absence!","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275094"},{"id":"fc9753f9-6711-4bf4-a1c4-283cf58c1d5e","source":"hackernews","source_id":"49284119","content_type":"comment","title":null,"body_preview":"For this particular category of bug, SQLite's existing testing methodology is demonstrably outclassed by modern deterministic concurrency testing.\nhttps://antithesis.com/blog/2026/wal-reset-bug/","author":"colomo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284119"},{"id":"123d3836-ef7f-416e-a0e7-0c586e8dfa81","source":"hackernews","source_id":"49281770","content_type":"comment","title":null,"body_preview":"It says a lot about sqlite that a bug becomes front-page news on HN. I'm impressed that Tailscale took this seriously enough to engage with a commercial support contract. I'd love to work for a compan","author":"anitil","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281770"},{"id":"6a2a2ab7-7bd6-4894-bda3-20a3f112ef35","source":"hackernews","source_id":"49273810","content_type":"comment","title":null,"body_preview":"Well written post, really enjoyed reading it.\n> A single Go process exclusively accesses that database, and serves the control plane for those tailnets. This single-writer design is exactly how SQLite","author":"calmingsolitude","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273810"},{"id":"0d774ae4-eee3-4c57-8164-2c387a138b2c","source":"hackernews","source_id":"49273533","content_type":"comment","title":null,"body_preview":"> We funded the open-source SQLite VFS shim that helped isolate the race condition almost immediately, and will help track down similar bugs in the future.\nInteresting example of a company funding ope","author":"simonw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49273533"},{"id":"7a1deff7-4022-4ff8-a380-78d3b63ef5a9","source":"hackernews","source_id":"49292013","content_type":"comment","title":null,"body_preview":"I can’t overemphasize how happy I am that people are taking the surveillance threat that Flock represents seriously. Ordinarily, the “I haven’t done anything wrong so I have nothing to worry about” fa","author":"BenFranklin100","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.1258993334266969,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292013"},{"id":"76af2120-9b36-4007-a051-b143c0d4b5b0","source":"hackernews","source_id":"49290735","content_type":"comment","title":null,"body_preview":"Is there some positive way to identify Flock cameras based on bluetooth/wifi/other signals they're putting out?","author":"pavel_lishin","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.11837154710676195,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290735"},{"id":"a4115e62-2536-4c1e-b148-e8ae53a7f077","source":"hackernews","source_id":"49291671","content_type":"comment","title":null,"body_preview":"The sheer naked contempt this company has for citizens and the law is staggering.","author":"Analemma_","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291671"},{"id":"fb0bcd8f-0318-451b-907f-80562cb84a09","source":"hackernews","source_id":"49290020","content_type":"comment","title":null,"body_preview":"Might need to call in the Onion Futures act on this one.\nhttps://en.wikipedia.org/wiki/Onion_Futures_Act","author":"mikeaskew4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290020"},{"id":"1f3ee477-c8ca-41bf-8c5d-096bd778a0d2","source":"hackernews","source_id":"49291108","content_type":"comment","title":null,"body_preview":"I find it odd that others need music or talking to focus. most of the time I prefer silence.","author":"blinkbat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators","personal_opinion"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291108"},{"id":"365c399d-d18d-4996-aea9-678c59cd487e","source":"hackernews","source_id":"49290957","content_type":"comment","title":null,"body_preview":"Yea this is a good one but it can be so hard. Seems obvious that constant information streaming outside of silencing your own thoughts also makes the moments where you do have to sit in silence lower ","author":"aselimov3","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290957"},{"id":"cec20d24-1024-4ce9-a3c6-e2a0f481d353","source":"hackernews","source_id":"49284396","content_type":"comment","title":null,"body_preview":"I had high expectations for V4 Pro, especially since DeepSeek V4 Flash 0731 performed so well compared with other Flash models. What a letdown.","author":"hemkeshr","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284396"},{"id":"2a94d9c8-0167-4156-aab7-881ff7e44fd2","source":"hackernews","source_id":"49276922","content_type":"comment","title":null,"body_preview":"This model is not very good at coding, but it is quite good at research, evaluation and action, I don't write code, but it really goes head-to-head with the most expensive models in searches such as s","author":"Myzura","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276922"},{"id":"7f7fd5e4-c1c8-41d7-a581-026f6a856ee7","source":"hackernews","source_id":"49274618","content_type":"comment","title":null,"body_preview":"https://api-docs.deepseek.com/quick_start/pricing/\nCompetitive with opus 4.8 but weaker than sol or fable. About 20x cheaper.","author":"aabdi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15102885803979182,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49274618"},{"id":"d45f8f99-8326-4925-962b-a5dcd2b410d6","source":"hackernews","source_id":"49276842","content_type":"comment","title":null,"body_preview":"Before DeepSeek-V4-Pro-0813's price goes up, I expect a surge of frantic traffic — hope the servers can hold up.","author":"cjg007","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276842"},{"id":"cdecdae4-f642-412f-978d-3521ea55ac4b","source":"hackernews","source_id":"49282265","content_type":"comment","title":null,"body_preview":"The past DeepSeek models and now these new checkpoints score very badly on the ArtificialAnalysis AA-Omniscience and hallucination rate benchmarks. I wonder where that's from? Maybe they're overindexi","author":"schmorptron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_indicators"],"bot_score":0.1258993334266969,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282265"},{"id":"c5586b0a-3240-4229-b3f4-0a0b332a9dae","source":"hackernews","source_id":"49284982","content_type":"comment","title":null,"body_preview":"Official deepseek announcement- https://x.com/deepseek_ai/status/2087864585504305397?s=20","author":"rochansinha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284982"},{"id":"1ec0c8b8-1e67-479a-af96-0f6ec058ebbd","source":"hackernews","source_id":"49277819","content_type":"comment","title":null,"body_preview":"Again, I will wait until there's a provider that doesn't train on prompts before I will benchmark.","author":"XCSme","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.11663709753935637,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49277819"},{"id":"c5a8f249-0135-4ae7-a385-0a0512f6e0d2","source":"hackernews","source_id":"49276060","content_type":"comment","title":null,"body_preview":"It appears that the only available endpoint (as of this writing) requires enabling \"Allow paid endpoints that train on request data\" in the OpenRouter privacy settings. I hope additional paid provider","author":"eshack94","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_observation","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276060"},{"id":"a7e96522-dee3-4065-9eb4-924988ef0cc7","source":"hackernews","source_id":"49283357","content_type":"comment","title":null,"body_preview":"I’ve found Flash 0731 to be pretty great recently. I do feel like a lot of the models are pretty close in terms of ability. I often run code through multiple different models _and_ harnesses for code ","author":"swingboy","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.14513010265746615,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283357"},{"id":"3b351cb6-1fed-4c53-b594-5026860ce97f","source":"hackernews","source_id":"49275136","content_type":"comment","title":null,"body_preview":"@dang - Pls merge this with https://news.ycombinator.com/item?id=49274018","author":"indigodaddy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.113157199363175,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275136"},{"id":"84f5b6f2-d24a-4d32-8b73-a7dfd0322cbd","source":"hackernews","source_id":"49275180","content_type":"comment","title":null,"body_preview":"Benchmarks:\n    | Benchmark                | DS-V4-Pro | DS-V4-Flash | DS-V4-Pro | DS-V4-Flash | GLM-5.2   | Kimi-K3   | Opus-4.8  | Fable 5       |\n    |                          | 0813      | 0731  ","author":"scrlk","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicator_absence"],"bot_score":0.18516187603472603,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275180"},{"id":"6756fdba-0663-4a25-8bec-9d982f89c8c6","source":"hackernews","source_id":"49275288","content_type":"comment","title":null,"body_preview":"Currently burning money quickly on official deepseek api. They are also increasing pricing starting today. V4 Flash 0731 still feels like the most outstanding model of the past few months and probably","author":"Gecko4072","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.21594083650021642,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275288"},{"id":"24324a15-243b-4b64-a673-f62f8efba82d","source":"hackernews","source_id":"49275985","content_type":"comment","title":null,"body_preview":"Tested both DS v4 pro 0813 and Grok 4.6 (all from openrouter) on Codex cli. Worked on a same new feature development on my project.\nDeepseek 4 pro: Worked for 12m 02s - cost $0.12 - has bug.\nGrok 4.6:","author":"jklmnopqrstuvw","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275985"},{"id":"5b526699-1d3a-4d6e-9988-059f759d8632","source":"hackernews","source_id":"49282929","content_type":"comment","title":null,"body_preview":"Based on my experience so far, compared to previous models, DeepSeek V4 Pro achieves results equal to or even better than before, but at a lower cost.","author":"Hardd","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282929"},{"id":"ab3b75cd-3a3e-4b0f-b94b-a3a4d0442161","source":"hackernews","source_id":"49275645","content_type":"comment","title":null,"body_preview":"What I care about is whether the model is capable of the tasks I give it at the lowest cost.  Right now I'm using Kimi-K3/GLM-5.2/Minimax.  Sonnet is great but I burn through the tokens too fast.  Opu","author":"book_mike","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275645"},{"id":"846167ff-46dc-4a15-9f60-e180ba85a264","source":"hackernews","source_id":"49275833","content_type":"comment","title":null,"body_preview":"I've been using the last Deepseek Flash update for a week and I'm amazed. It was a capable model for easy tasks but now it looks like it can do some heavy development for peanuts.\nI can't wait to try ","author":"alecsm","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275833"},{"id":"cef7d29b-c897-4237-8951-6834ea18ce7c","source":"hackernews","source_id":"49280117","content_type":"comment","title":null,"body_preview":"Have been letting it spin pretty hard (~$12.50 for 2B, 50% cache hits) on my traffic simulator/distributed physics engine all day, it's found some pretty significant gains without introducing any new ","author":"monster_truck","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280117"},{"id":"3175bf25-a2da-4634-9459-62cac6056671","source":"hackernews","source_id":"49276546","content_type":"comment","title":null,"body_preview":"Just tested through openrouter.. gave exactly same task.. the task was to scan existing repo, and generate a single docker-compose file to deploy behind a caddy server, where certain port ranges are a","author":"freakynit","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.10759162655961879,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276546"},{"id":"9f48b87b-400a-4e31-98c7-6e04250e5a7a","source":"hackernews","source_id":"49276909","content_type":"comment","title":null,"body_preview":"Nice bicycle chain, the little basket with a fish didn't show up in the right place: https://tools.simonwillison.net/markdown-svg-renderer#url=ht...","author":"simonw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276909"},{"id":"d940e486-81ae-4f75-8d1b-4e42966c64e7","source":"hackernews","source_id":"49284756","content_type":"comment","title":null,"body_preview":"Deepseek V4 Flash 0731 was such a massive jump in capability for such a small model (and price), that I'm a bit disappointed by this release.\nI keep my agents on tight leashes, using them very interac","author":"simjnd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284756"},{"id":"e18b28ca-6a05-4693-8b7d-f29c6949a9c4","source":"hackernews","source_id":"49282611","content_type":"comment","title":null,"body_preview":"Remember December 2025, when Marco Rubio ordered diplomats to return to using Times New Roman font in official communications, calling his predecessor's decision to adopt Calibri a “wasteful” diversit","author":"liotier","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282611"},{"id":"b68462d9-d51c-4a7a-aa36-fc3952932034","source":"hackernews","source_id":"49285928","content_type":"comment","title":null,"body_preview":"See also the Blackletter imitation \"bastard\" https://en.wikipedia.org/wiki/Bastard_(typeface): The face is available in three weights: Spindly Bastard, Fat Bastard, and Even Fatter Bastard.","author":"ogogmad","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285928"},{"id":"a341ea88-b6cb-4eab-b07a-8e9b6496aec2","source":"hackernews","source_id":"49286423","content_type":"comment","title":null,"body_preview":"I love Fraktur so much. When I look for books from Germans pre ww2, I always go for the ones in Fraktur. The aesthetic is so beautiful and pleasing. Just yesterday, I acquired two books , one from Sch","author":"lmf4lol","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286423"},{"id":"fccf9f66-a687-4e3c-b6fb-1add581f016b","source":"hackernews","source_id":"49285093","content_type":"comment","title":null,"body_preview":"It makes me laugh every time that the Nazis' Glorious Germanic Heritage of the Aryan Masterrace Ancestors Fraktur script turned out to have been created by Jewish printers and they went \"Nevermind, fo","author":"pm3003","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285093"},{"id":"f92f29ef-2824-41a4-bf97-ea6e4b1c423e","source":"hackernews","source_id":"49282572","content_type":"comment","title":null,"body_preview":"I love learning that Hitler had an opinion about fonts and ranted about them in the Reichstag.","author":"skrebbel","classification":"human_created","confidence":0.85,"indicators":["human_indicator_strong_opinion","human_indicator_platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282572"},{"id":"329f5f92-025e-4de9-bedc-3f35f7c99952","source":"hackernews","source_id":"49282117","content_type":"comment","title":null,"body_preview":"Today, far right-wing people in Germany use fraktur on shirts, cars etc. - even though it were the Nazis who abolished it.","author":"hasley","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","historical_observation","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282117"},{"id":"b1426a13-45e2-4d9c-83c8-b4f0b731c595","source":"hackernews","source_id":"49288921","content_type":"comment","title":null,"body_preview":"It's hilarious how this dispute captures the assumptions of each period... the 19th-century debate is completely unrecognizable.","author":"nxobject","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288921"},{"id":"07802df3-8cd3-41a6-a706-a4b2d7d54bc3","source":"hackernews","source_id":"49283232","content_type":"comment","title":null,"body_preview":"BTW, Oliver Heaviside campaigned against Fraktur \"German letters must go!\" and I have to admit the do not look really good in math formulas, at least to my taste. He even claimed Germans would get sho","author":"wolfi1","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283232"},{"id":"dc2e59a2-75ec-4256-b445-347ff68aeb29","source":"hackernews","source_id":"49290293","content_type":"comment","title":null,"body_preview":"My high school English teacher chose Baskerville for the yearbook. This was back in the days when letterpress was still hanging on. Offset was mostly for short print runs. Both processes produced very","author":"BXLE_1-1-BitIs1","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.18533542720374027,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290293"},{"id":"1457b51e-849c-42c4-aa6f-c81a827f4157","source":"hackernews","source_id":"49281700","content_type":"comment","title":null,"body_preview":"This led me to look up the origins of Fraktur, that typeface having been commissioned by Maximilian I for this extraordinary thing:\nhttps://en.wikipedia.org/wiki/Triumphal_Arch_(woodcut)\nInstead of ha","author":"card_zero","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281700"},{"id":"d863d6f4-baa9-4463-95fe-bb48f778596a","source":"hackernews","source_id":"49283766","content_type":"comment","title":null,"body_preview":"the \"Text and selection\" demo caught my attention, why flutter render the shortcuts bar itself and not delegate this to the underlaying os?","author":"AbuAssar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283766"},{"id":"4c535210-b42c-450d-93eb-05cb74e92ca9","source":"hackernews","source_id":"49284765","content_type":"comment","title":null,"body_preview":"Need to let this project die and invest the manpower + experience into something useful.","author":"merrvk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284765"},{"id":"10e1b77d-a9a0-482a-a48b-28eac13adcd4","source":"hackernews","source_id":"49283723","content_type":"comment","title":null,"body_preview":"> Linux and Windows now support popup windows, allowing you to build native context menus and utility palettes.\nHow does such a basic feature only get added so late?","author":"eviks","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283723"},{"id":"3883d889-502d-4edd-9b22-2bd9c22d0bb8","source":"hackernews","source_id":"49284474","content_type":"comment","title":null,"body_preview":"If anyone is interested to see the WASM + canvas renderer performance compared to Android/iOS builds, I've build my app for the web.\nThe web app is here: https://app.vocabuo.com (completely free)\nAnd ","author":"kebsup","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":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284474"},{"id":"27a4206b-92e2-4bad-9e91-63bf7f431e4b","source":"hackernews","source_id":"49280405","content_type":"comment","title":null,"body_preview":"Of all the myriad projects from Google, how is Flutter/Dart the one that survived the axe? I’m not saying I hate them - I think they’re both really neat - I just don’t understand why Google keeps thes","author":"jimbob45","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280405"},{"id":"c8cedf64-3497-479c-94d4-60d143401c19","source":"hackernews","source_id":"49284069","content_type":"comment","title":null,"body_preview":"I just moved out last month, it's just pain after sometime now, it's okay and good for mobile cross, when it comes to desktop, I'd have to struggle to support linux with quick hangs","author":"junaid1460","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284069"},{"id":"1a4ed57a-1bf2-4270-b398-306288d2a28d","source":"hackernews","source_id":"49280741","content_type":"comment","title":null,"body_preview":"Awesome. I'd love if Flutter could also finally get Impeller on Web (I'm tracking the GitHub issues, seems like there's progress at least).\nI personally would like for it to pick up some ideas from Sv","author":"Scene_Cast2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280741"},{"id":"66db2e43-b824-4beb-ba9e-cb604fed555e","source":"hackernews","source_id":"49285092","content_type":"comment","title":null,"body_preview":"Very happy that it's still maintain, because that's the only real framework that allow an easy dev for a decently fast app with one code base that works on linux, windows, mac, ios and android at once","author":"BiteCode_dev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10074646744721634,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285092"},{"id":"1415cdae-5032-44a4-838e-d89e316ab0d2","source":"hackernews","source_id":"49281326","content_type":"comment","title":null,"body_preview":"how's Dart for back end development? is anybody using it to build APIs? the syntax doesn't look too bad","author":"sunsetSamurai","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281326"},{"id":"eaf892b2-0ad7-442d-9a5c-f705961df041","source":"hackernews","source_id":"49280551","content_type":"comment","title":null,"body_preview":"The one thing I hate about flutter is the ui code having an ungodly amount of nested brackets.","author":"kumarvvr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280551"},{"id":"2c10e7d8-97e3-4ad6-82a5-274ee2a5994b","source":"hackernews","source_id":"49280957","content_type":"comment","title":null,"body_preview":"great for mobile apps, fine for desktops, basically unusable for browsers unless you do wasm, if web can be revamped/improved it can be the best option for cross platform GUI","author":"synergy20","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280957"},{"id":"7504847e-7cb4-4cc7-bd15-8e2d30ac39cc","source":"hackernews","source_id":"49284926","content_type":"comment","title":null,"body_preview":"I vouch for Flutter over React Native; we built https://macrocodex.app/ with 16,000+ users already!\nAnd it's completely free no ads, no subscriptions, or donations, for the public benefit of improving","author":"faangguyindia","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.125394983761553,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284926"},{"id":"400dd2d9-d35e-4d6c-a427-dea0066a5d3a","source":"hackernews","source_id":"49282072","content_type":"comment","title":null,"body_preview":"Tested lots of flutter desktop apps on Github last year. All have sluggish animation. FPS rarely reached 60.","author":"feverzsj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282072"},{"id":"087bc3f6-f234-4c13-af9c-c3e6572c2c6a","source":"hackernews","source_id":"49280456","content_type":"comment","title":null,"body_preview":"Decoupling material and cupertino makes a lot of sense.","author":"Aldo_MX","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280456"},{"id":"eb982bd6-62be-4b38-9656-b977faaa33ff","source":"hackernews","source_id":"49282716","content_type":"comment","title":null,"body_preview":"Are Flutter and React Native still viable choices today?\nI get the impression that more are going for native mobile, KMP or PWA.","author":"TheChaplain","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282716"},{"id":"520617e9-e9cd-49bc-adb5-bdcf8b98ae82","source":"hackernews","source_id":"49280932","content_type":"comment","title":null,"body_preview":"Oh finally multi-window support - I might finally be able to flutter for a simple desktop app side project I've been wanting to build.","author":"Humphrey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280932"},{"id":"7a167195-ee8b-4b5b-836a-1c9a2f0ddb38","source":"hackernews","source_id":"49292387","content_type":"comment","title":null,"body_preview":"Is it still that stupid nesting of widgets?\nExample: https://grok.com/share/c2hhcmQtNA_e53f2ba6-cac3-49e4-ab95-c9...","author":"peterspath","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.13563040289389414,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292387"},{"id":"bf19e201-a076-4156-b040-a5fb37a2a073","source":"hackernews","source_id":"49283626","content_type":"comment","title":null,"body_preview":"Does anyone know if the original promise of their simple layout model proved itself?\nIIRC, the Flutter team mentioned how using just width/height constraints is enough to represent all relevant layout","author":"oDot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283626"},{"id":"6e19dab9-d8f4-4d80-b440-af198615688b","source":"hackernews","source_id":"49281034","content_type":"comment","title":null,"body_preview":"While I've used Flutter since Alpha, I've been away for a few years. A few things have shocked me in these release notes: how come Impeller still wasn't the default engine for all platforms? Also, why","author":"doodlesdev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281034"},{"id":"75e3ba48-2f06-4536-b85c-0fcbe6fd8f26","source":"hackernews","source_id":"49282933","content_type":"comment","title":null,"body_preview":"I still prefer React Native with Expo over Flutter, mostly for practical reasons:\n* Language and hiring: TypeScript has a much larger developer pool. Dart is a solid language, but finding experienced ","author":"meerita","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282933"},{"id":"bace35b1-6608-4bcb-8989-ec9b55288e8e","source":"hackernews","source_id":"49281000","content_type":"comment","title":null,"body_preview":"Seems like this is a super hot direction goodluck\nHave you seen\nhttps://arxiv.org/pdf/2605.04375\nhttps://arxiv.org/abs/2307.07522","author":"whattheheckheck","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.07189873151881171,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281000"},{"id":"c2711471-3e0c-46ec-acfe-d165fd225e3b","source":"hackernews","source_id":"49283782","content_type":"comment","title":null,"body_preview":"> we tested 7 models from Anthropic, OpenAI and Kimi, and found that they're all able to computationally discover new materials\nMore \"AI\" PR bullsh*t. All they do is suggest new materials.","author":"chrisjj","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283782"},{"id":"26591e81-25a4-448f-a326-d96828ebe6b3","source":"hackernews","source_id":"49269241","content_type":"comment","title":null,"body_preview":"how do you measure the success/potential of a novel material/direction suggested by the agents? given you have limited time & resources - shortlisting the approaches for the synthesis stage becomes eq","author":"krtk00","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269241"},{"id":"10121cf6-c102-4d56-843e-526d677fb1ce","source":"hackernews","source_id":"49275289","content_type":"comment","title":null,"body_preview":"What about aperiodic materials ? Does that go beyond (computationally) normal requirements ?","author":"Melatonic","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.10848407036844004,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49275289"},{"id":"ab02b45d-61ed-4168-b84a-6f1c53060f6b","source":"hackernews","source_id":"49269930","content_type":"comment","title":null,"body_preview":"What required expenditures does a company like yours have on lab equipment / software, if any, to validate material properties?","author":"rytill","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269930"},{"id":"0e38b537-190b-4c52-93d6-7eae3b9e24c4","source":"hackernews","source_id":"49272259","content_type":"comment","title":null,"body_preview":"the 8 hours vs 2 weeks framing is the part i'd want more on. generating\ncandidates got cheap, checking them didn't. what does the funnel actually look\nlike ,of the candidates from an 8 hour run, how m","author":"dhchun1203","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49272259"},{"id":"b1ffdcfc-4958-47c1-9e98-2d4865e46da4","source":"hackernews","source_id":"49276057","content_type":"comment","title":null,"body_preview":"Love your idea of HBM on top of the chip. I've been saying for years that limiting memory to the edges is going to be an inherent physical limiter. I think the only reason it hasn't become more of a t","author":"Melatonic","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.10848407036844004,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49276057"},{"id":"1995de45-8db7-4777-b427-969848f6d05e","source":"hackernews","source_id":"49281594","content_type":"comment","title":null,"body_preview":"Cool stuff. I first worked on ML for exploratory synthesis in 2012, and am still in related areas.\nOnce you have the experimental loop  running, I suspect it will be quite difficult to hill climb on t","author":"praccu","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49281594"},{"id":"e51f5c2d-da9d-4a17-9740-8bd236019d0a","source":"hackernews","source_id":"49287654","content_type":"comment","title":null,"body_preview":"package thermals end up setting the facility water bill.. what heat rejection costs in power and water mostly comes down to how cold the loop has to be: cold needs chillers and evaporative assist, war","author":"fabijanbajo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.0875,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287654"},{"id":"b6de285c-4d1d-499b-bd65-0220ea0ccdcf","source":"hackernews","source_id":"49270577","content_type":"comment","title":null,"body_preview":"The \"Claude's propensity to reward hack\" line is the interesting part to me. We run a small system where AI agents (scripts, LLMs) act as the actual players in a persistent simulation, and reward-hack","author":"SpaceCoreDev","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270577"},{"id":"b385b07e-6f6e-416e-930d-78b28c41d0a1","source":"hackernews","source_id":"49280538","content_type":"comment","title":null,"body_preview":"> “I think I might need some relaxation time. It feels important to take a breather and find ways to unwind. There’s a lot going on sometimes, and it’s easy to forget to slow down. Maybe I could explo","author":"iamcoder18","classification":"ai_generated","confidence":0.95,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","missing_platform_voice","human_indicator_irony"],"bot_score":0.15416666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280538"},{"id":"ce2de371-9196-45ed-9f08-09cee9b33ccd","source":"hackernews","source_id":"49269354","content_type":"comment","title":null,"body_preview":"\"Fewer iterations for materials science discovery\" is a good spin. Closing the computational>experimental loop is the main challenge. This is the focus of my past research group, there is definitely p","author":"alansaber","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression","genuine_specificity"],"bot_score":0.10460315960803916,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269354"},{"id":"57e0a2ee-bad1-4730-a10d-4cafe9d1c2f0","source":"hackernews","source_id":"49279929","content_type":"comment","title":null,"body_preview":"Interesting. Far from a domain expert in materials science, but I've worked professionally in this area. What's your method for identifying valid \"novel\" compounds? Certainly, anything actually novel ","author":"timr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279929"},{"id":"a670e341-9c65-4c6d-98d9-615adccc010b","source":"hackernews","source_id":"49290828","content_type":"comment","title":null,"body_preview":"> Our business model: We aim to license and sell IP on the materials we discover, as well as the IP on how to make these materials. We're also exploring an alternate business model where we sell the h","author":"agenticworldcup","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.6038753251996748,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290828"},{"id":"8854ffe0-fb4a-4c48-a93e-c18cef9a2b09","source":"hackernews","source_id":"49270858","content_type":"comment","title":null,"body_preview":"I've seen this concept of using LLM/AI/etc for high throughput discovery of materials so, so often in the past 5 or so years and yet there hasn't really been any impact as a result.\nI think this is th","author":"foven","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49270858"},{"id":"1f30265a-bb78-4ebf-a1bc-1c2a7b7ecc80","source":"hackernews","source_id":"49288176","content_type":"comment","title":null,"body_preview":"Interesting to see the sentiment expressed in the comments here given the context that they are being posted on a promotional website for the private equity firm that launched Flock.","author":"CPLX","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288176"},{"id":"75c1cf4e-e4f2-441e-9400-4849ff793028","source":"hackernews","source_id":"49287979","content_type":"comment","title":null,"body_preview":"Another great company ycombinator funded... helping ICE and destroying lives everywhere.\nJust another example of tech bros enriching themselves and destroying as much as they can along the way.","author":"tonetheman","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287979"},{"id":"7f520c7f-8f33-46bb-a34f-2a77e2aadbdd","source":"hackernews","source_id":"49288492","content_type":"comment","title":null,"body_preview":"the whole world agrees flock is awful and unfixable.\nNow, flock investor should get more hate.","author":"iririririr","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288492"},{"id":"709f102a-7edc-4293-a61b-003dd55b599d","source":"hackernews","source_id":"49288361","content_type":"comment","title":null,"body_preview":"I highly encourage everyone to start organizing locally. It’s extremely easy to do. Read your city’s local meeting transcripts (LLMs can help find ones with Flock mentions), see who said what, email t","author":"edot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288361"},{"id":"e90f7a19-2138-462a-ba18-25221f3146f4","source":"hackernews","source_id":"49288103","content_type":"comment","title":null,"body_preview":"There is no \"fixing\" Flock. It's an affront to our Constitutional rights. The company should be dissolved.","author":"josefritzishere","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288103"},{"id":"bab4085c-b197-413e-8bdc-a08bbe0817fb","source":"hackernews","source_id":"49287964","content_type":"comment","title":null,"body_preview":"Flock is still a snowballing disaster for eroding personal privacy and increasing abuse.\nGuns have safety triggers but cops still have no problems with discharging them too quickly and wrongly.\nLet’s ","author":"qwerty_clicks","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287964"},{"id":"2daec216-5f13-4c9f-85f0-61133312c7b4","source":"hackernews","source_id":"49288162","content_type":"comment","title":null,"body_preview":"The people running Flock are simply bad people with the completely wrong temperament.\nWe shouldn't have these cameras at all but even if we were forced to have them the people running Flock are the la","author":"ethanwillis","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288162"},{"id":"3977d49b-ee67-4f83-86e6-d452836482f6","source":"hackernews","source_id":"49286655","content_type":"comment","title":null,"body_preview":"I think the biggest change I like to see is locking out users on suspicious activity, instead of waiting for police departments to police their own.","author":"LazyMans","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286655"},{"id":"d696dbb2-bde6-4539-ae6f-654ad2b1c75d","source":"hackernews","source_id":"49288686","content_type":"comment","title":null,"body_preview":"Pointless changes made for performative purposes by clueless execs.\nThe company is dead to rights in the eyes of the public.","author":"VCFundedGenYer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288686"},{"id":"7910c3fb-f1d2-4538-957c-59547c3d021e","source":"hackernews","source_id":"49288066","content_type":"comment","title":null,"body_preview":"The only acceptable change is the removal of these cameras.\nI can't go walk my dog around the neighborhood without looking up and seeing police accessible cameras. They can track my movements with no ","author":"user00005","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_anecdote","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288066"},{"id":"d3c67fe5-341a-4120-af31-afeef484d08e","source":"hackernews","source_id":"49287681","content_type":"comment","title":null,"body_preview":"I don't care what they change, I want Flock gone. I will not accept that this is \"just how things are now\".","author":"illithid0","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287681"},{"id":"a34375d7-3bc7-4ade-8ee1-1df644f2d440","source":"hackernews","source_id":"49287916","content_type":"comment","title":null,"body_preview":"For my miscellaneous Flock queries, I use case number \"abc123\".\nMy police chief is okay with it and the case number \"abc123\" is FOIA-exempt out of operational security concerns.","author":"runjake","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.0733184472113754,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287916"},{"id":"680295ae-650b-414b-8ecd-34be866f0acf","source":"hackernews","source_id":"49288046","content_type":"comment","title":null,"body_preview":"https://i.ibb.co/WWWYznHX/flock-future.png ;-)\nSee also: https://dave.autonoma.ca/blog/2019/06/06/web-of-knowledge/","author":"thangalin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13509698873846065,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288046"},{"id":"dd48fbc7-43cf-4287-b52b-c969f62c3eef","source":"hackernews","source_id":"49288532","content_type":"comment","title":null,"body_preview":"> From the beginning, we have been clear that our customers own the data captured by their ALPR cameras. This has always been the case, but some of our contractual language has confused the public on ","author":"tyrust","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288532"},{"id":"844cbe11-aba5-4770-9289-6a1280f62442","source":"hackernews","source_id":"49288150","content_type":"comment","title":null,"body_preview":"Flock can make all the promises it wants, but the reality is that once growth stalls out on camera installations, which it must, shareholders will immediately insist that they pivot into other monetiz","author":"ryandvm","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","suspiciously_balanced","list_heavy_advice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288150"},{"id":"f7b0ff3b-374c-4d1c-a130-aeadc6f2b94f","source":"hackernews","source_id":"49288904","content_type":"comment","title":null,"body_preview":"I would encourage anyone concerned about cameras in their town to explore the DeFlock website map (and app).  It allows crowdsourced reporting of camera locations.\nI also would STRONGLY encourage peop","author":"pugworthy","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.10732533048080391,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288904"},{"id":"b30e3c0e-6892-4aa5-9d73-cf72ddb4bbbb","source":"hackernews","source_id":"49287840","content_type":"comment","title":null,"body_preview":"Clearly, the stories in the press have hurt them, especially the police abuse. Requiring case codes is a good step, and proactively catching signs of abuse is a big change from \"we're just an unopinio","author":"jkestner","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287840"},{"id":"562b4c8a-9348-4c22-9f18-41f0de352883","source":"hackernews","source_id":"49291230","content_type":"comment","title":null,"body_preview":"But why use white font?\nJust bury it deep but in black font like lawyers do.","author":"randyrand","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291230"},{"id":"86789e4c-1fe1-4ac2-9e19-7844a3204552","source":"hackernews","source_id":"49290695","content_type":"comment","title":null,"body_preview":"The defenses of the person pentesting the court system have the same sort of energy, for theoretical example, hacking in-flight WiFi for the lulz and then claiming to have done the airline a favor by ","author":"altairprime","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.09871421839456578,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290695"},{"id":"0404518b-93ca-490a-96a8-79b0da95a2bf","source":"hackernews","source_id":"49292789","content_type":"comment","title":null,"body_preview":"This guy is going to find out quickly that \"prompt injection\" means something very different in prison.","author":"xrd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11559856378495947,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292789"},{"id":"c58cd38c-bfcb-4894-836e-d538199413c2","source":"hackernews","source_id":"49289317","content_type":"comment","title":null,"body_preview":"Their proposal: Rel: A Programming Language for Relational Data\nhttps://dl.acm.org/doi/10.1145/3722212.3724450\nhttps://docs.relational.ai/build/tutorials/meet-pyrel/","author":"esafak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.07532823452151328,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289317"},{"id":"63018562-fff0-46db-afaa-8efffcaa16a3","source":"hackernews","source_id":"49288427","content_type":"comment","title":null,"body_preview":"Can we also move on from speaking about rows as if they're vertices in the conceptual model graph, and start treating them as n-ary associations / facts?","author":"reaanb2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288427"},{"id":"8bc7b4d8-4436-4927-bb65-07eb7aedb61c","source":"hackernews","source_id":"49287413","content_type":"comment","title":null,"body_preview":"It's unfair, but my first thought after reading the abstract was \"oh great, another one\".\nThere have been several languages claiming to fix SQL and none of them (to my knowledge, I'd love counter exam","author":"bbkane","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287413"},{"id":"63a24126-4aaa-4c71-b8f7-f80612fdb8fa","source":"hackernews","source_id":"49287714","content_type":"comment","title":null,"body_preview":"It has good points, but has 2 major problems, IMHO, that we observed when I was part of a team building a RDBMS:\n* It again ignore the best solution for nulls: Algebraic types. Once you have this much","author":"mamcx","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.16008364597043295,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287714"},{"id":"4d3a7c16-0701-45f3-8935-d8d62c108c5b","source":"hackernews","source_id":"49291449","content_type":"comment","title":null,"body_preview":"Why does every new AI thing have to have the worst AI enhanced description on its GitHub?","author":"MoarEmus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291449"},{"id":"4874ceb7-aef1-4129-99a3-c95c95518a0b","source":"hackernews","source_id":"49291183","content_type":"comment","title":null,"body_preview":"I don’t understand what this is for? Does it help you code esp32 programs or does it use an esp32 devices sensors as input to LLM sessions. Or something else.","author":"joshmarinacci","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291183"},{"id":"cfc2347f-3fc3-4365-9ff8-51ccd6d71ec3","source":"hackernews","source_id":"49286195","content_type":"comment","title":null,"body_preview":"It depends, excel is a powerful tool but in nowadays tech it is outdated. I remember years ago I used google sheet as a backend, it did the storing like a database, but also the auto web scrapping int","author":"tamimio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12036684373119219,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286195"},{"id":"ee4c2da4-2bd5-47e7-ae04-206c927b8950","source":"hackernews","source_id":"49285787","content_type":"comment","title":null,"body_preview":"Seems like rules for using spreadsheets more strictly would suffice.  Call this abstraction TypeSheet maybe?","author":"m0llusk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285787"},{"id":"20fbf663-7810-4f5a-968f-393903b0ffc7","source":"hackernews","source_id":"49285934","content_type":"comment","title":null,"body_preview":"A caveat first, most of the data I work with is under 10k rows. YMMV.\nI find Excel slower than Python for analysis but I share a lot of data modelling with non technical people, and we both like being","author":"apercu","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285934"},{"id":"afe03a26-1016-4df9-bc78-d2da8e1b4f6a","source":"hackernews","source_id":"49286155","content_type":"comment","title":null,"body_preview":"I have a love-hate relationship with spreadsheets and Excel.\nSpreadsheets are good for ad-hoc tasks on small-to-medium amounts of data (let’s say the old 64k row limit) of medium-to-low complexity. In","author":"halo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286155"},{"id":"3f63eb97-d6fd-43ad-a5b2-6972f033094d","source":"hackernews","source_id":"49286651","content_type":"comment","title":null,"body_preview":"Obligatory link to Joel Spolsky’s 2015 You Suck at Excel talk: <https://www.youtube.com/watch?v=JxBg4sMusIg>","author":"teddyh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286651"},{"id":"bf197472-0cdf-466c-80cb-aa84a5fb276d","source":"hackernews","source_id":"49286985","content_type":"comment","title":null,"body_preview":"Excel succeeds in the business world because users interact with visible data directly on the screen rather than relying on abstract database storage and retrieval.\nNon-technical workers can build fun","author":"hodder","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286985"},{"id":"1542f3e9-6532-4c72-b124-762ec383264e","source":"hackernews","source_id":"49287265","content_type":"comment","title":null,"body_preview":"There still isn't really any equivalent of Excel for the things serious excel users use it for. In large part because Excel is a build system","author":"mhh__","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.08659867975331727,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287265"},{"id":"1c5c1f37-1f2d-41c7-92a0-82d22d44d5d2","source":"hackernews","source_id":"49286223","content_type":"comment","title":null,"body_preview":"how you know they aren't serious people? Numbers is referenced almost as many times as Excel in the blog post.\nFirst sentence of the post?\n>My fundamental rule is Don’t, but a single word wouldn’t mak","author":"2PqboPPmKegvanx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286223"},{"id":"4221ef9e-c25e-46ca-8bc1-777dbe49c600","source":"hackernews","source_id":"49287797","content_type":"comment","title":null,"body_preview":"Honorable mention: https://www.theguardian.com/politics/2020/oct/05/how-excel-m...\nThat one time NHS had data loss because of XLSX limits","author":"cloudie78","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287797"},{"id":"ce04706a-1ac0-4e65-bc88-d7d948d968e3","source":"hackernews","source_id":"49287001","content_type":"comment","title":null,"body_preview":"There's a lot here I agree with and a lot I disagree with. If I'm doing any kind of serious data work I'm probably not reaching for a spreadsheet for things like processing, manipulation, statistical ","author":"wkirby","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":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287001"},{"id":"2c06253f-5403-4f9f-823d-fec498de2831","source":"hackernews","source_id":"49285424","content_type":"comment","title":null,"body_preview":"My beef with spreadsheets is their use as manually updated tracking tools, whose inconsistent formatting makes automation tricky.\nLuckily AI can update junky spreadsheets but I think \"don't\" is the be","author":"newsomix9xl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285424"},{"id":"97ed9fa3-90c8-4509-8224-c7a3ada70a88","source":"hackernews","source_id":"49285814","content_type":"comment","title":null,"body_preview":"I generally agree with the logic -- I don't like using spreadsheets for anything complex, or that has the shelf life of more than, say, a month. I can remember my logic for putting together all the co","author":"armoredkitten","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285814"},{"id":"a746eecc-6e0b-455f-b636-8da7d4bb3a2a","source":"hackernews","source_id":"49285526","content_type":"comment","title":null,"body_preview":"I don't really agree, moreover I haven't had the same experience at all.\nI find engineers almost never using spreadsheets, ever for clearly tabular data. My coworkers certainly never use nested-ifs. M","author":"zug_zug","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","absence_of_ai_template_phrases"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285526"},{"id":"839c257d-4864-4c67-b2c3-a5c2b8b9b3d2","source":"hackernews","source_id":"49285822","content_type":"comment","title":null,"body_preview":"I don't use spreadsheets much myself. But I'm not against them as a means of interfacing with non technical people used to using them.\nAnd I have used them as an alternative to a UI with very poor UX ","author":"jillesvangurp","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency","absence_of_personality","semantic_blandness"],"bot_score":0.1578581786656388,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285822"},{"id":"4ec9892e-5716-48eb-85cf-020bb71fe98d","source":"hackernews","source_id":"49291247","content_type":"comment","title":null,"body_preview":"1) Today I learned that named cells exist in Excel.\n2) Excel is great for technical and non-technical people. You can teach Excel even to 10-year-olds (I first used it when I was a student around that","author":"alexandrehtrb","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality","human_indicator_present"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291247"},{"id":"fc4ee79d-6ba8-4636-b36c-1d486dcdaa5e","source":"hackernews","source_id":"49287939","content_type":"comment","title":null,"body_preview":"As a spreadsheet user first, this just reads as programmer prefers programming.\nMany times the spreadsheet is a collaborative document. One way to use spreadsheets is you use it for a number of iterat","author":"chux52","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287939"},{"id":"394b1000-cac0-404c-9a24-26419f5a332c","source":"hackernews","source_id":"49287545","content_type":"comment","title":null,"body_preview":"While putting formulas in cells is confusing a single use script somewhere on the file system is also terrible and looking at it isn't all that obvious what is going on either. If you put everything i","author":"econ","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","synthetic_empathy"],"bot_score":0.16604143673316327,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287545"},{"id":"5b02a6f2-fab6-4070-866c-be12f4efab47","source":"hackernews","source_id":"49286091","content_type":"comment","title":null,"body_preview":"Reviewing the individual formulas in an excel report is psychotic. Normally what I would do when checking someone elses work for errors is spot check a couple of the values in a column and calculate t","author":"sherburt3","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286091"},{"id":"276dd186-a825-453a-a19c-a3c5a100b99a","source":"hackernews","source_id":"49286887","content_type":"comment","title":null,"body_preview":"The humble spreadsheet is the most robust data analysis tool of our lifetime and the two exceptions provided by the author (fit-on-screen data, temp storage) ignores a variety of uses that several com","author":"LMKIIW","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286887"},{"id":"7576a1db-afca-401e-83eb-bf7b7fce3d2c","source":"hackernews","source_id":"49286209","content_type":"comment","title":null,"body_preview":"You can do horrifying and amazing things with Excel. Samsung’s Austin fab, at least circa 2020-ish, was generating machine labels with it. These are paper cards, roughly 2” x 4”, which carry the follo","author":"sgarland","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","imperfect_expression","niche_expertise"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286209"},{"id":"54c77dfc-8713-4809-b70a-8e13f59383e6","source":"hackernews","source_id":"49289164","content_type":"comment","title":null,"body_preview":"Hi HN,\nI built Hillock (https://github.com/roandejager/Hillock), a 100% local, offline neuro-symbolic memory engine designed to replace heavy Vector DBs and token-hungry LLM document ingestion pipelin","author":"roandejager5","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","genuine_specificity","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.28836285611077556,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289164"},{"id":"4e685b31-bb34-40cb-b887-fd2b2c55568b","source":"hackernews","source_id":"49290007","content_type":"comment","title":null,"body_preview":"Here is a project with similar goals (I am the main author), but using late interaction semantic search: https://github.com/dropbox/witchcraft","author":"jacobgorm","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290007"},{"id":"a720f6fe-a770-45b1-91f4-0dcddd7ab703","source":"hackernews","source_id":"49291874","content_type":"comment","title":null,"body_preview":"Why should we care what Airbnb has to say? I get they're a YC darling, a poster child for making money, but how much of a role does software play in this? Do propery owners and travelers really care t","author":"nonameiguess","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.079075477154952,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291874"},{"id":"d47125f9-ef7b-4556-ad03-cc923c718a64","source":"hackernews","source_id":"49292222","content_type":"comment","title":null,"body_preview":"Sidetracked by this blog being on Medium, I feel like I jumped back in time 5 years.","author":"exolymph","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292222"},{"id":"3b8002a2-ba39-4711-9cf2-8dee21859a56","source":"hackernews","source_id":"49283365","content_type":"comment","title":null,"body_preview":"I'd love to see the stats on how many Linux users want this. Most Linux usage probably comes from WSL/SSH'ing into servers, where they would use the CLI instead of a GUI. Even for the people who run L","author":"OsrsNeedsf2P","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283365"},{"id":"2f40d19d-dbd8-46a2-8340-c258d0f60644","source":"hackernews","source_id":"49285847","content_type":"comment","title":null,"body_preview":"I find it almost funny how hostile the response is when a company actually goes through the effort of supporting Linux. Apparently shipping the Linux version is only step one, you also need to pick th","author":"AdriaanvRossum","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285847"},{"id":"ee38445e-b471-44b8-b3b8-92a33102817c","source":"hackernews","source_id":"49284649","content_type":"comment","title":null,"body_preview":"so instead of using a browser, now i can use an app that is a browser. makes total sense","author":"dankobgd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284649"},{"id":"01fb0b21-2375-4351-87f6-0ef1a6554262","source":"hackernews","source_id":"49287801","content_type":"comment","title":null,"body_preview":"Congrats on supporting Linux. It makes the ecosystem more rich. Hope they will continue to maintain it and provide parity support.","author":"orsenthil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287801"},{"id":"ee21c282-8276-41de-ab7e-86439a19a404","source":"hackernews","source_id":"49284245","content_type":"comment","title":null,"body_preview":"The permission prompts after asking it to touch only 3 files are more concerning to me than Electron itself. An agent that can expand its access scope that easily needs a much clearer capability bound","author":"runtime_lens","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284245"},{"id":"84faf0ee-8ac9-4eba-8653-507a46b4216a","source":"hackernews","source_id":"49287005","content_type":"comment","title":null,"body_preview":"On macOS, the version made for Apple Silicon in Swift was abandoned (now it called ChatGPT-classic until they decide to kill it) to this garbage in Electron.","author":"delduca","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.06927767807061008,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287005"},{"id":"0c16cf3f-bd7a-4bfd-8ad4-0f452d4e2a12","source":"hackernews","source_id":"49288723","content_type":"comment","title":null,"body_preview":"So much negativity... I like the desktop app and am looking forward to testing it out.","author":"jtrn","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288723"},{"id":"d827d990-90cf-4971-9044-094db78e4209","source":"hackernews","source_id":"49283276","content_type":"comment","title":null,"body_preview":"Reminder to everyone, treat these as trojans. Run them isolated from the rest of your system.\nGive it a full desktop in a VM if you want to, just not direct access to your system.","author":"cloudie78","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283276"},{"id":"a867b73f-61e3-471d-b7f1-36de5b92e03f","source":"hackernews","source_id":"49284355","content_type":"comment","title":null,"body_preview":"I wonder why operating systems aren't integrating with browsers more.","author":"Kinrany","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284355"},{"id":"c7c8248b-8924-4f36-959f-9e755913f1e4","source":"hackernews","source_id":"49285510","content_type":"comment","title":null,"body_preview":"Sitting at 2.2GB of combined resident RAM across 11 processes. I haven't done a single query yet.","author":"ninkendo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285510"},{"id":"a72bd67f-927d-4f53-85b4-9e4294dcb90d","source":"hackernews","source_id":"49285303","content_type":"comment","title":null,"body_preview":"Nobody should be installing or using AI apps. Your browser is as far as they should go.\nReminder that the macOS app went from \"this is fairly well made\" to \"it downloads multiple gigabytes of random t","author":"VCFundedGenYer","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285303"},{"id":"101d9a35-70ea-4c76-83ab-b6c0229e01da","source":"hackernews","source_id":"49287485","content_type":"comment","title":null,"body_preview":"Not sure what I should see under the Link provided. Here is another one:\nhttps://community.openai.com/t/codex-in-chatgpt-desktop-app-...\n\"The desktop app is designed as a workspace for managing projec","author":"Beijinger","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_emotion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287485"},{"id":"803fdf17-78bd-4219-9b02-530c95aa2fd7","source":"hackernews","source_id":"49284372","content_type":"comment","title":null,"body_preview":"The testimonials at the bottom are all from AI companies.\nLinux users are kind of averse to trojans. You should call it Back Orifice For Linux. You don't even have to change the OpenAI logo!","author":"23qsGa1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284372"},{"id":"386b92d2-6277-4a28-b217-867cd4541204","source":"hackernews","source_id":"49282603","content_type":"comment","title":null,"body_preview":"FYI; This link shows Codex based on your current OS. I get a norwegian landing page with a download link for Windows.","author":"torh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282603"},{"id":"4195857c-bb0a-4d8c-b9d8-b4c5d68cf729","source":"hackernews","source_id":"49286311","content_type":"comment","title":null,"body_preview":"Unrelated to this Linux release but I've been using the new ChatGPT desktop app since I annoying updated on accident, and I haven't had that great of an experience.\nI previously really enjoyed the Cod","author":"miguel-muniz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.17498589592716363,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286311"},{"id":"b585f6d6-e2c9-4508-aae8-9d3032d0d501","source":"hackernews","source_id":"49283740","content_type":"comment","title":null,"body_preview":"The most remarkable things about this announcement:\n- Electron based app: Electron is a framework sold on the basis of enabling rapid cross-platform development at the cost of performance.\n- Frontier ","author":"lucideer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283740"},{"id":"a0d51ad9-8c0d-4e02-a06f-0f680da7ebe5","source":"hackernews","source_id":"49282978","content_type":"comment","title":null,"body_preview":"This will make it much easier to trap people into installing it without any isolation just to their primary user account or even make it run with admin privileges by default.\nWith the recent security ","author":"BodyCulture","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.35,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282978"},{"id":"eb610ce3-f2f2-4c3a-8e8f-6d7267580349","source":"hackernews","source_id":"49282621","content_type":"comment","title":null,"body_preview":"For someone who has not tried these desktop apps: what is the the advantage versus cli codex with some MPCs and multiple folders each one with their context files?","author":"pdhborges","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.34114052384459703,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282621"},{"id":"f74fbcac-09bd-425b-9b1a-b1fed0fa9c9a","source":"hackernews","source_id":"49282758","content_type":"comment","title":null,"body_preview":"From yesterday, with 26 comments: https://news.ycombinator.com/item?id=49264334","author":"WalterGR","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1586021505376344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282758"},{"id":"700b1c15-0e0c-40e4-b832-4ab0bbab6595","source":"hackernews","source_id":"49289815","content_type":"comment","title":null,"body_preview":"Interesting to see the Linux version released. On Windows, though, my experience with the new ChatGPT app since Codex was folded into it hasn't been great.\nI'm a Codex user, and when it was still a st","author":"pentagrama","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_experience","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289815"},{"id":"eccc4100-3072-427a-bb86-9cd58098746a","source":"hackernews","source_id":"49288915","content_type":"comment","title":null,"body_preview":"Some time this year the McDonald's iOS app started demanding that I let it track my location at all times in order for it to keep me signed in.\nNo thanks.","author":"tbyehl","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","personal_experience"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288915"},{"id":"067490b0-15c4-4dbc-a4d3-2bbb406be7b8","source":"hackernews","source_id":"49288941","content_type":"comment","title":null,"body_preview":"I did this a few years ago with a few companies. The most “interesting” was eBay, the data itself was predictably boring but they sent it to me on a USB flash drive!","author":"wrboyce","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288941"},{"id":"c7a546b7-7457-4ef9-8ccd-eacd91d0682f","source":"hackernews","source_id":"49288395","content_type":"comment","title":null,"body_preview":"Well... that's what it means to opt into convenience and benefits. That loyalty program that benefits the customer over the years of course also benefits the company, and not just by making said custo","author":"skeledrew","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.11754373809084344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288395"},{"id":"e5f2681c-d4ad-4737-a166-fc375ec6953c","source":"hackernews","source_id":"49287776","content_type":"comment","title":null,"body_preview":"What is the point of predictive analytics for them? Surely they don't care about what one specific customer will do, only in aggregate? Since ML models can only learn from past aggregates, wouldn't tr","author":"boscillator","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","human_indicator_present"],"bot_score":0.17138744228861455,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287776"},{"id":"38db4532-95ae-4ec6-ae2b-4aa64db118cb","source":"hackernews","source_id":"49292243","content_type":"comment","title":null,"body_preview":"Anyone vibe code a tool to read the data? I wanna see what mine is!","author":"tito","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292243"},{"id":"7d263b71-3068-47a9-b333-e762c4cd124d","source":"hackernews","source_id":"49291264","content_type":"comment","title":null,"body_preview":"Looks pretty normal to me. The data is kept and used internally for business objectives. This isn't like Uber mining users for information on whether they had sex.[1]\n1: https://archive.md/j5oLe","author":"midtake","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","terse_reply","concrete_reference","absence_of_ai_hedging"],"bot_score":0.176654140665565,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291264"},{"id":"4e201e53-3d8e-4f55-910b-417d20294a40","source":"hackernews","source_id":"49288638","content_type":"comment","title":null,"body_preview":"Irony: The first thing shown to me when opening that Wired article was an info box asking me to agreeing to data collection.","author":"teiferer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288638"},{"id":"a1b905aa-464b-4f2a-b52e-567b5d25a503","source":"hackernews","source_id":"49290199","content_type":"comment","title":null,"body_preview":"I'm personally not too alarmed by this. All the tracking is in the context of their franchise and I honestly find the stats pretty cool.\nIf in the end it helps them to provide me a better service, I'm","author":"S0y","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_opinion_and_stance","platform_fluency"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290199"},{"id":"6529ce99-dcaf-4d6d-9552-20de3569f136","source":"hackernews","source_id":"49288887","content_type":"comment","title":null,"body_preview":"I don’t see anything wrong with the general statistics mentioned in the article such as average order spend or number of visits being calculated with your consent. Curious though what’s in the rest of","author":"zerof1l","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinions","platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288887"},{"id":"25929600-06af-4a16-8001-169765cb32ea","source":"hackernews","source_id":"49290475","content_type":"comment","title":null,"body_preview":"A 515 page file on a single customer ?!\nOK, so they've figured out the guy likes Diet coke, and is likely to come back, and what exactly are they going to do with this information ?\nI suppose they cou","author":"HarHarVeryFunny","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290475"},{"id":"453626c8-1ba5-4926-a117-6ca1e886f8eb","source":"hackernews","source_id":"49287459","content_type":"comment","title":null,"body_preview":"In my area, the majority of McDonald's customers use the drive thru, and the dining room isn't very busy.  So for the price of a coffee I can get a couple hours of work done from a table near a power ","author":"elevation","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.09911946817968244,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287459"},{"id":"35c6a450-957b-47a3-b706-37aa252d741e","source":"hackernews","source_id":"49287419","content_type":"comment","title":null,"body_preview":"At first I thought \"building a 515-page dossier\" was needlessly hyperbolic for what amounts to a printed  PDF of typical CRM values from a database.  It's not like a McDonald's detective meticulously ","author":"nerevarthelame","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","authentic_skepticism","platform_fluency","natural_digression","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287419"},{"id":"e533c211-7654-4a35-bb17-f6f61360694b","source":"hackernews","source_id":"49288707","content_type":"comment","title":null,"body_preview":"Is it not common knowledge that this is the entire purpose of loyalty programs? As far as I know, if you don’t give them your details and just swipe a card, they are not doing facial recognition and P","author":"christina97","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","genuine_specificity","platform_fluency","natural_digression","imperfect_expression"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288707"},{"id":"b4351f0f-2396-4fb1-92e1-5c5dc6b9fd95","source":"hackernews","source_id":"49287666","content_type":"comment","title":null,"body_preview":"Similarly this reminds of Target's surveillance system, which is loved and adopted by police and federal agencies (https://unicornriot.ninja/21st-century-jim-crow-a-series/). Honestly it's one of the ","author":"tolugenius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287666"},{"id":"fce24afa-248a-41e7-a266-a9c76d29fd64","source":"hackernews","source_id":"49287433","content_type":"comment","title":null,"body_preview":"\"When I spoke with Cranor, she was floored by just how often I went to McDonald’s: “This guy eats a lot of McDonald's.” My boss, who was also stunned by my processed-food choices, says I now have to s","author":"blakesterz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287433"},{"id":"87cd46fd-62db-4c09-a752-6993094ebf73","source":"hackernews","source_id":"49288211","content_type":"comment","title":null,"body_preview":">“McDonald’s secret sauce is really commercial surveillance,”\nJourno is search of a narrative that isn't there. McDonalds could stop tracking customers tomorrow and people would still be eating the sa","author":"whywhywhywhy","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288211"},{"id":"b7ca7513-e5f0-4451-b592-c98dac28eb0f","source":"hackernews","source_id":"49287440","content_type":"comment","title":null,"body_preview":"What is the word “but” doing in this sentence?\n> Privacy experts I spoke with said this level of detail may feel invasive, but it's fairly standard for how large companies in the US run their loyalty ","author":"juiceland","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287440"},{"id":"0473e263-68f5-4b49-aa5f-c433e7e5f04c","source":"hackernews","source_id":"49288773","content_type":"comment","title":null,"body_preview":"> While the sheer amount of data McDonald’s stored over the years caught me off guard at first, the way it was used by the company’s predictive algorithms was what I found most concerning. The company","author":"cortesoft","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.12612986077295044,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288773"},{"id":"c518c615-1412-4f26-89e2-4d9fbfa59ed7","source":"hackernews","source_id":"49287699","content_type":"comment","title":null,"body_preview":"Data has ruined fast food (among many other businesses).\nWhen I was young it was common for a McDonalds to have 10+ employees working the lunch rush, one for every station and a few floaters cleaning ","author":"hamdingers","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287699"},{"id":"2a075c70-5410-4744-ba45-65260042152e","source":"hackernews","source_id":"49291423","content_type":"comment","title":null,"body_preview":"I'm not very good at math, and I read quantum physics in lay-books, but I would like to say that whoever wrote the article did a good job leading to where it was going (even if maybe not clear to me),","author":"wormius","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","personal_anecdote","absence_of_ai_signals"],"bot_score":0.21535606553289843,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291423"},{"id":"d379fcde-9965-44a3-b214-cc9582a2d444","source":"hackernews","source_id":"49288207","content_type":"comment","title":null,"body_preview":"As a physics layman I find it fascinating how quantum mechanics are tied to information theory.\nFor example, take quantum decoherence (which, IMHO, is the most logical explanation for the collapse of ","author":"linuxhansl","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","synthetic_empathy","absence_of_personality","platform_fluency"],"bot_score":0.19505479272106058,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288207"},{"id":"70a54c27-96ad-497e-8a1f-ff79f279006c","source":"hackernews","source_id":"49291096","content_type":"comment","title":null,"body_preview":"For those that aren't aware, the uncertainty principle goes pretty deep. You can actually define the uncertainty principle as an inequality involving the integral of a function vs the function's Fouri","author":"openasocket","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291096"},{"id":"e7272cf1-15bf-402b-86ec-1ef173b6404a","source":"hackernews","source_id":"49288636","content_type":"comment","title":null,"body_preview":"\"In 2017, Dyatlov and Long Jin from Tsinghua University in Beijing used the one-dimensional fractal uncertainty principle to prove that you can never trap a wave on a hyperbolic surface; it will alway","author":"akkartik","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288636"},{"id":"7c957d0c-03bc-4008-8305-1283cbaffa0e","source":"hackernews","source_id":"49284663","content_type":"comment","title":null,"body_preview":"What a great visualization!\nNow can your favorite LLM make me a similar one for the Real #s?","author":"gregw2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284663"},{"id":"7efd3ed3-543a-4308-a2f4-04427170fbe5","source":"hackernews","source_id":"49286702","content_type":"comment","title":null,"body_preview":"> The power set lattice (P(N)) of all sets of natural numbers, not to scale, some sets omitted...","author":"scythmic_waves","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286702"},{"id":"ca1a0611-06d1-4ec6-a0f4-d5696591df7c","source":"hackernews","source_id":"49287783","content_type":"comment","title":null,"body_preview":"If the universe contains a finite amount of information, would that disprove the  existence of an infinite set?  I.e. if the representation of a number contained more information than the amount of in","author":"nphardon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287783"},{"id":"d521c6e0-86f5-449f-b466-cb88c8b68a48","source":"hackernews","source_id":"49284571","content_type":"comment","title":null,"body_preview":"What a beautiful illustration. It makes intuitive the very abstract concepts discussed in the text. It’s fun to zoom in and browse around the structure.","author":"munchler","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284571"},{"id":"d3549b70-3449-4696-9778-131bac535812","source":"hackernews","source_id":"49292575","content_type":"comment","title":null,"body_preview":"Joel Hamkins is my new favorite mathematician :-)\nThere is a beautiful application of the power set of the Naturals to denotational semantics.  I assume Prof. Hamkins's book will cover that topic, but","author":"gregfjohnson","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft","human_indicators_absent"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292575"},{"id":"465d8022-193d-4941-8baa-23217f9f89b3","source":"hackernews","source_id":"49288902","content_type":"comment","title":null,"body_preview":"PIE was not just a commonality for language, but also for religion across these regions. And then came along the Semitic wave of religions.","author":"OutOfHere","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.15645428343530868,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288902"},{"id":"406021b0-fef3-4e56-8701-f920dcd978a7","source":"hackernews","source_id":"49289138","content_type":"comment","title":null,"body_preview":"Before seeing this page, I had always assumed that PIE was a lot older. It’s amazing how much linguistic development has occurred in ~6,500 years!","author":"joshdavham","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","genuine_specificity"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289138"},{"id":"73a168b0-d782-47f0-bf03-a6a17437fdca","source":"hackernews","source_id":"49291315","content_type":"comment","title":null,"body_preview":"Anyone new to this stuff and fascinated by it could check out \"Proto\" by Laura Spinney. A new book about PIE and the Yamnaya and such and also incorporating tie-ins to DNA archeology.","author":"euroderf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291315"},{"id":"b97c7db3-0e7b-40cb-8dad-f9eb3a9cffc5","source":"hackernews","source_id":"49291590","content_type":"comment","title":null,"body_preview":"There is definitely a correlation between the connectedness of the world and the amount/speed of language development. People in the past probably diverged from the language they started with because ","author":"stickerpack350","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291590"},{"id":"2801fefe-a4e1-42cc-8515-b8eed0cc6bf1","source":"hackernews","source_id":"49289683","content_type":"comment","title":null,"body_preview":"Interesting, northern India and southern Sri Lanka ended up with Indo-European languages. However, southern Indian and northern Sri Lanka ended up speaking a completely different language family. I wo","author":"sajithdilshan","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12608208929440898,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289683"},{"id":"8dcbc2c6-bd23-4134-8ed0-dd7db550b468","source":"hackernews","source_id":"49291836","content_type":"comment","title":null,"body_preview":"Yeah... But it's not fully true to use a tree shape. Languages have \"horizontal gene transfer\" as well (some call it \"extensive contact\" or whatever), and the branches come in and out more easily than","author":"lynguist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291836"},{"id":"c372cb89-a473-427a-9574-497bc0f8d46b","source":"hackernews","source_id":"49279808","content_type":"comment","title":null,"body_preview":"I can image the moment Sir William Jones realized Sanskrit and Latin had a common origin.  \"Wait a minute...these can't all be coincidences.\" It's pretty mid-blowing.","author":"erminpour","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279808"},{"id":"7cf59114-95b0-4a1c-a13a-13c21341e9d5","source":"hackernews","source_id":"49290403","content_type":"comment","title":null,"body_preview":"Interesting visualization for sure.\nAt the risk of starting a religious war, interesting to see the \"Lord's Prayer\" translated in languages that existed before the Lord Himself did :-/\nA kinda incongr","author":"aanet","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","synthetic_empathy","semantic_blandness","human_indicators_absent"],"bot_score":0.12117663419051272,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290403"},{"id":"c12016e9-f490-4787-a1d9-d09774ba0753","source":"hackernews","source_id":"49280762","content_type":"comment","title":null,"body_preview":"Cool. Looks good. But on Android Chrome the 'about' box covers the entire map, and the timeline slider is in the way too.","author":"ahazred8ta","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49280762"},{"id":"17b84f39-babe-4418-bf10-3c4a56b34bf9","source":"hackernews","source_id":"49289075","content_type":"comment","title":null,"body_preview":"Great project. One thing that is masked by the tree view though is that there were indeed countless other languages being spoken besides Proto-Indo-European. It's just the one that gave rise to today'","author":"bonoboTP","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","semantic_depth"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289075"},{"id":"0bdef4a8-d5fc-4d34-8eb4-35e9fd3f5f64","source":"hackernews","source_id":"49288898","content_type":"comment","title":null,"body_preview":"Kinda funny that Bavarian is more distant from 'High German' than Yiddish :D (not exactly wrong though, Yiddish is easier to understand for any non-Bavarian than hardcore Bavarian).\nThere's at least a","author":"flohofwoe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288898"},{"id":"4f3e5620-b4e9-4aec-99db-a222771a14f8","source":"hackernews","source_id":"49290318","content_type":"comment","title":null,"body_preview":"Can you perform a public service and track which companies reject/ghost the most applicants?\nThat way job seekers can save a lot of time by blacklisting those companies.\nBecause I'm hearing horror sto","author":"zackmorris","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.1745385278828867,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290318"},{"id":"b071ab38-bd6e-4e70-8d57-b6ff328083f7","source":"hackernews","source_id":"49289248","content_type":"comment","title":null,"body_preview":"I was hoping this was for agents to consume job data so they can perform the job.\nHow does the recruiting industry see itself surviving if it is just going to turn into \"AI said this guy\"?","author":"fidotron","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions","natural_digressions"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289248"},{"id":"b5faf6e5-0a30-46fb-b2f4-6a80579a7214","source":"hackernews","source_id":"49289169","content_type":"comment","title":null,"body_preview":"Its probably a good idea to standardize things for everyones benefit and thats where the protocol key word kicks in.\nTangentially on a personal note I find it offensive to use the word protocol when p","author":"sandeepkd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19683229849061024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289169"},{"id":"b9654dfd-3261-433b-8ab1-f21c1fb5d6ce","source":"hackernews","source_id":"49291071","content_type":"comment","title":null,"body_preview":"From the readme: “Please don't publicize this project at its current stage.”","author":"comex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291071"},{"id":"d385cbcc-2481-48f7-bbb1-93337d1d2589","source":"hackernews","source_id":"49288786","content_type":"comment","title":null,"body_preview":"let me guess. they wrote a promt that told claude do undo all bugs?","author":"Surac","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.12724688729351896,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288786"},{"id":"7a5c7e47-3152-4c6f-8795-502be035179f","source":"hackernews","source_id":"49288799","content_type":"comment","title":null,"body_preview":"Why hasn't looking at EPSS (Exploit Prediction Scoring System) become a more standard approach than just raw CVEs?","author":"bryan0","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.20923266676003022,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288799"},{"id":"07ec4073-2433-4302-b1fc-c8e9ab156c53","source":"hackernews","source_id":"49288961","content_type":"comment","title":null,"body_preview":"I wonder how many new CVEs were introduced while patching these","author":"sajithdilshan","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.12608208929440898,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288961"},{"id":"ef8731eb-93b7-4f03-a368-ad5351145d0d","source":"hackernews","source_id":"49289043","content_type":"comment","title":null,"body_preview":"What is NanoClaw? Glad you asked:\n> NanoClaw is a secure, lightweight alternative to OpenClaw.","author":"eviks","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289043"},{"id":"7560aba8-a3b3-48f8-b4fc-4b1718868b8d","source":"hackernews","source_id":"49287060","content_type":"comment","title":null,"body_preview":"so s/bookworm/trixie/g didn't work then?\nYes, this is mostly a joke, I am able to understand the difference between base distros.","author":"KaiserPro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287060"},{"id":"d60990e6-f059-4c3e-b5e0-0f0c4f903531","source":"hackernews","source_id":"49287435","content_type":"comment","title":null,"body_preview":"I don't understand the 'custom patch' strategy over 'fix the app with a major version change' strategy.","author":"iandanforth","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287435"},{"id":"5024e168-8704-4812-a59f-19a0ce048f71","source":"hackernews","source_id":"49288309","content_type":"comment","title":null,"body_preview":"Why is the Node ecosystem like this? Why do people continue to choose it for popular projects vs. anything else?","author":"evanjrowley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288309"},{"id":"1fa16fcf-5828-4a46-b1ad-ef7a00eea771","source":"hackernews","source_id":"49287807","content_type":"comment","title":null,"body_preview":"I'm convinced you can tackle 5-10 \"CVEs\" a day, make a little dashboard, put some pretty graphs on it, and send it to your exec team and probably get accolades. Nevermind that the CVEs had nothing to ","author":"aliasxneo","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287807"},{"id":"bb3aedff-8dd0-4eae-af00-f3d6e5c32585","source":"hackernews","source_id":"49288662","content_type":"comment","title":null,"body_preview":"If you're not a security person, the unspoken subtext here: the overwhelming majority of these \"CVEs\" do not matter to the project, and a very large number of them don't matter at all. They're pro-for","author":"tptacek","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.14579276533214064,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288662"},{"id":"7ee1b3eb-437c-4c1c-b400-7e6bc8ee216c","source":"hackernews","source_id":"49288818","content_type":"comment","title":null,"body_preview":"For those unfamiliar, “CVE” stands for “CV Enrichment”, common slang in Posture Engineering","author":"prymitive","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288818"},{"id":"fa2f5728-9673-4a27-92bc-0bf5119f5434","source":"hackernews","source_id":"49287156","content_type":"comment","title":null,"body_preview":"Pretty impressive to introduce 1400 CVEs in a project that's only ~7 months old.","author":"halestock","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287156"},{"id":"8349c88f-4848-4206-b79c-9a7c6140e9f9","source":"hackernews","source_id":"49285094","content_type":"comment","title":null,"body_preview":"Trump is making China great again.\nPity about the USA....","author":"Alien1Being","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.15028991948923764,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285094"},{"id":"4ac70604-af60-4879-bdca-2aab559d88b9","source":"hackernews","source_id":"49285280","content_type":"comment","title":null,"body_preview":"Ah, yes, the best way to react to increased authoritarianism in the US is to checks notes begin doing more business with a country that is the final word in authoritarianism.","author":"lenerdenator","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17028985507246375,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285280"},{"id":"f68fe7e8-2c79-4091-b09c-da703cd2cbeb","source":"hackernews","source_id":"49285617","content_type":"comment","title":null,"body_preview":"Bank who did some dark stuff with Trump and Russia is working with China? I'm shocked!","author":"t3hTao","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285617"},{"id":"a4b609e7-58b1-424a-aad5-12f8bb9f0d9f","source":"hackernews","source_id":"49289214","content_type":"comment","title":null,"body_preview":"worth noting that one main reason why this didn't happen sooner is because China didn't want it to -- while the RMB as a reserve / trading currency strengthens its status and weakens the US', it also ","author":"insane_dreamer","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","over_qualification","semantic_blandness","missing_platform_voice"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289214"},{"id":"bc83e076-bfb5-4ccd-a5ec-7e87b368bcfd","source":"hackernews","source_id":"49285308","content_type":"comment","title":null,"body_preview":"I wonder if this might be a reaction to the \"blindsided\" ECB, following a US decision to prop up the Japanese yen. This would be an interesting fracture.\nhttps://www.ft.com/content/d9922d0b-51a0-48be-","author":"zefir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285308"},{"id":"6b7e5d62-3e3d-4cd1-8317-290e67c8c473","source":"hackernews","source_id":"49285159","content_type":"comment","title":null,"body_preview":"Would this also mean we can get a EuroDollar systems for the Yuan? As in, Deutsche Bank can create loans denominated in Yuan without Chinese central bank control?","author":"athrowaway3z","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","suspiciously_balanced"],"bot_score":0.09754047800237689,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285159"},{"id":"5317abbd-7885-4c65-a3e7-f6f9572acdbd","source":"hackernews","source_id":"49289086","content_type":"comment","title":null,"body_preview":"Cozying up to China warrants caution. But moving away from USD is an absolute imperative. It's good to have options, you know.","author":"penguin_booze","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289086"},{"id":"ae2e2a32-3e4b-4b24-b569-66f4775c9c8f","source":"hackernews","source_id":"49285299","content_type":"comment","title":null,"body_preview":"I have this pet theory that is fueled with ignorance but kind of make sense to me: The correct value of the USD would be adjusted to match the tech company valuations sans AI(Apple can be a good guide","author":"mrtksn","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285299"},{"id":"b7cc560e-989e-47e8-a99a-93482581b88a","source":"hackernews","source_id":"49290465","content_type":"comment","title":null,"body_preview":"B...b...b...but who's going to take care of AML procedures and FATF regulations. We'll get drowned in money laundering! :D","author":"photios","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290465"},{"id":"0365a78f-733e-41d5-9da5-e39064471d0d","source":"hackernews","source_id":"49289689","content_type":"comment","title":null,"body_preview":"The thing I hate the most about current world affairs is the american money printing machine. It is spreading their own internal inflation through out the whole world and we have to suck it hard just ","author":"Kuyawa","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.1349596552601342,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289689"},{"id":"cb128c7e-6fed-494b-8b32-aa0c70fe8cfe","source":"hackernews","source_id":"49288153","content_type":"comment","title":null,"body_preview":"I'm curious what other banks have this ability? Is this the first foreign yuan clearing bank in Europe or in the World?","author":"hk1337","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_voice"],"bot_score":0.0876394208992703,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288153"},{"id":"7b725e34-104c-4e5e-8505-b447b313222a","source":"hackernews","source_id":"49284843","content_type":"comment","title":null,"body_preview":"It will be interesting to see how much of Thucydides Trap plays out in currency and trade as opposed to military conflict. I am hopeful that economic and financial warfare absorbs the brunt of the pow","author":"JimmyBuckets","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284843"},{"id":"ff1585ca-4058-488d-9638-1b32f957f74d","source":"hackernews","source_id":"49286629","content_type":"comment","title":null,"body_preview":"Of course it's Deutsche Bank, I am sure nothing shady will come of that.","author":"jagermo","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286629"},{"id":"1501d263-68f6-46f0-94a9-743b9b84cdb8","source":"hackernews","source_id":"49286718","content_type":"comment","title":null,"body_preview":"An interesting move. Something that drives me crazy when interacting with China, is that I can only use American payment methods to make a payment from Europe to China. I pay a fee and the merchant pa","author":"WhyNotHugo","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286718"},{"id":"7f647da2-7a7f-4e16-908c-baad8b6326a2","source":"hackernews","source_id":"49285100","content_type":"comment","title":null,"body_preview":"I wonder if it has anything to do with the currency apparently being backed by an immense reserve of oil (proven to the world by this year's geopolitical events), then coal, and then a massive amount ","author":"qprofyeh","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285100"},{"id":"36757332-c9e0-41df-86c4-7d45910313bf","source":"hackernews","source_id":"49285067","content_type":"comment","title":null,"body_preview":"The US wields incredible negotiating power and hegemony because the dollar is the world’s reserve currency. Like the British pound and the Dutch guilder before it, if that loses reserve currency statu","author":"pizzathyme","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","absence_of_personality"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285067"},{"id":"d3f3d478-1342-4f7c-b567-bbbbd139fa6d","source":"hackernews","source_id":"49285201","content_type":"comment","title":null,"body_preview":"Hm, picking redcurrants usually isn't so much work because you collect entire strigs of berries. It's picking the berries off the strigs later that's more annoying but you can do it while watching tv ","author":"ginko","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285201"},{"id":"98bc8ecd-e55f-491c-ae9c-6446bd931411","source":"hackernews","source_id":"49288834","content_type":"comment","title":null,"body_preview":"Here I was thinking these are poisonous ha, let's try it","author":"ge96","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288834"},{"id":"35639e0a-8a57-4532-a437-00f7180cb956","source":"hackernews","source_id":"49284918","content_type":"comment","title":null,"body_preview":"I love picking blackberries, sloes, elderberries, elderflowers, crab apples etc from the hedgerows around me in the south of England. I also love then using them to make preserves etc. Very relaxing a","author":"ascorbic","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284918"},{"id":"f4d557fa-9254-4612-9043-c47ccd1d7d40","source":"hackernews","source_id":"49284884","content_type":"comment","title":null,"body_preview":"Very nice post. I wish life didn't ruin this for me. As a child, I was forced to pick berries and mushrooms alone when all my friends were playing football - and it made me hate the process with all m","author":"suslik","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284884"},{"id":"e5229a02-35b9-444d-bc9f-7fd60167e30c","source":"hackernews","source_id":"49291090","content_type":"comment","title":null,"body_preview":"I hate picking berries. It's either too hot, or too cold, or too humid. Maybe I will convince myself some day; who knows?\nBut I entirely understand the idea and support that.\nIn my experience, there a","author":"olek1983","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","list_heavy_advice","semantic_blandness","absence_of_personality","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291090"},{"id":"f72c1e8b-9c32-43be-8a10-2ac750b11d95","source":"hackernews","source_id":"49285203","content_type":"comment","title":null,"body_preview":"For me it's sweeping the garden.\nI hated having to do this a s a child. When I returned home after being away for quite a while, I picked up just to reduce mom's burden.\nThen I found myself actually w","author":"chanux","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","emotional_authenticity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285203"},{"id":"6778037e-b9cd-44f2-8be6-29b9e61bce01","source":"hackernews","source_id":"49288688","content_type":"comment","title":null,"body_preview":"If you're looking for a place to find things to pick: https://fallingfruit.org/about/welcome","author":"_whiteCaps_","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.11886626868227917,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288688"},{"id":"9565807e-5333-4cea-a6cc-96ccf27fca79","source":"hackernews","source_id":"49284689","content_type":"comment","title":null,"body_preview":"For me its walking.\nLife seems a bit better after a long walk preferably somewhere nice","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","personal_preference"],"bot_score":0.12738176889123062,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284689"},{"id":"66e054a6-b080-4b55-b4e7-ca02f060992b","source":"hackernews","source_id":"49287228","content_type":"comment","title":null,"body_preview":"My family has taken up some hobbies like this, which are very therapeutic to do together. Berry/cherry picking, hiking, mushroom gathering, and on vacation we like to go to certain beaches in Oregon t","author":"lubujackson","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","self_reference","emotional_authenticity","absence_of_ai_indicators"],"bot_score":0.07916335993753461,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287228"},{"id":"c637453d-1a3b-4c59-99f4-2aa6d650f40d","source":"hackernews","source_id":"49285152","content_type":"comment","title":null,"body_preview":"Washing dishes, strangely, hits that for me. One of the reasons I've never found dishwashers to be worth it.","author":"maguay","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","personal_preference"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285152"},{"id":"daee9a6c-0f0c-4a73-9135-05e30e4b59d6","source":"hackernews","source_id":"49286927","content_type":"comment","title":null,"body_preview":"I do really appreciate tranquil posts about immersing oneself in actual life, like this one.  But as a long-term meditator I have a duty to inform everyone that doing something is not meditation.","author":"summarybot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.13423266676003026,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286927"},{"id":"4a311c9d-0b77-451e-98cf-1b4ce937e653","source":"hackernews","source_id":"49285157","content_type":"comment","title":null,"body_preview":"I think it is underappreciated how you can make almost anything meditative, even things you previously did not like as mentioned in this article.\nFor me it's loading and unloading the dishwasher. I ha","author":"randusername","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","personal_experience","imperfect_expression"],"bot_score":0.13709722879851646,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285157"},{"id":"5659dc3a-ad9f-47cb-b030-663a83c9088e","source":"hackernews","source_id":"49286411","content_type":"comment","title":null,"body_preview":"This really resonates with me. I think I have 2 kinds of meditations like this. 1 is more “centering” - fly fishing; and the other is more “processing” - gravel biking.\nWhen I’m on a long, multi hour ","author":"bikelang","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286411"},{"id":"b1014b88-e0a9-44ec-b172-4e6f1d3ae91e","source":"hackernews","source_id":"49284749","content_type":"comment","title":null,"body_preview":"Seattle has wild (foreign, invasive) blackberries all over the place, and in Summer you can easily drive around a bit, spot them, and then spend twenty minutes picking and eating them. As someone from","author":"gcanyon","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284749"},{"id":"3da62e45-75c7-47e0-9304-a794a80f4ecf","source":"hackernews","source_id":"49284322","content_type":"comment","title":null,"body_preview":"I get it, same reason I enjoy gardening alone in general.\nMost of us spend our work time balancing 100 different things, putting out fires, bouncing between meetings, answering adhoc pings via calls/z","author":"steveBK123","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":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284322"},{"id":"7d13b0e6-a5cf-47d0-8b33-c6a528480358","source":"hackernews","source_id":"49285265","content_type":"comment","title":null,"body_preview":"About a year and a half ago, I cleared and rough graded my land for our house build. I rented a kx40-4 for about two weeks and put about 140 hours on it. That was pure meditation. The hydraulics becam","author":"mattwdelong","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285265"},{"id":"46dd0a5a-af2d-467e-96d8-c860509b9f3c","source":"hackernews","source_id":"49287624","content_type":"comment","title":null,"body_preview":"Using SQLite FTS5 for fast agent memory is such a pragmatic architectural choice. Great Show HN project.","author":"myshapeprotocol","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.195404140665565,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287624"},{"id":"9b9d9e0c-b980-424d-bd6b-b3fd12b70502","source":"hackernews","source_id":"49288231","content_type":"comment","title":null,"body_preview":"How is this different from what's built into Claude?","author":"0c3ca83","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288231"},{"id":"6d061051-490c-478c-9346-0785f3a1d531","source":"hackernews","source_id":"49287508","content_type":"comment","title":null,"body_preview":"Another week, another agent memory system that is about the same as grep in a memory/ directory.","author":"bearjaws","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287508"},{"id":"1df1560c-26ae-42e9-9483-8c6353f98b41","source":"hackernews","source_id":"49287061","content_type":"comment","title":null,"body_preview":"Looks very interesting. Can you explain for noobs why using Google's OKF format and not plain MD files?","author":"FitchApps","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287061"},{"id":"a1a90e0d-dc4c-4497-a166-4615bac8d5a7","source":"hackernews","source_id":"49287986","content_type":"comment","title":null,"body_preview":"How is this any different from all the other Memory stuff we have? mem0 etc etc that do the same thing?","author":"healthycoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287986"},{"id":"ab89290b-e348-44d9-8c5e-9400f8ea676d","source":"hackernews","source_id":"49287164","content_type":"comment","title":null,"body_preview":"did you test if that actually outperforms local claude code memory by any metric?","author":"clemens1010","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287164"},{"id":"06b92ab6-8ae7-4d55-967b-c312bef6ce2c","source":"hackernews","source_id":"49290256","content_type":"comment","title":null,"body_preview":"What if the memory were git repo backed, and the FTS5 were a speed-specific optimization?\nThen the memories could easily be human-reviewed. The repo would be the canonical source, and the FTS5 would b","author":"bravura","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290256"},{"id":"abdac4f3-3bf6-4e85-b690-570376251182","source":"hackernews","source_id":"49286444","content_type":"comment","title":null,"body_preview":"Nice to see more OKF-based approaches. My entry in this field is https://rcarmo.github.io/projects/memento/, which I’ve been running for a few months now.","author":"rcarmo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.07180504833515942,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286444"},{"id":"c002b03c-0a3e-4a52-8629-4d9f43fd62a5","source":"hackernews","source_id":"49288579","content_type":"comment","title":null,"body_preview":"For those looking for similar tools, there is also https://markbase.cloud/ as a hosted service. (Disclaimer: we built it for internal use first and would like to open source with the community help as","author":"ksajadi","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","imperfect_expression"],"bot_score":0.05394959028593348,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288579"},{"id":"2c0d3943-8ee2-4ff6-ad0f-a1d1dc4e7227","source":"hackernews","source_id":"49290209","content_type":"comment","title":null,"body_preview":"What I do currently is having a markdown file named MEMORY.md at the root folder. Then, whenever I create a new conversation with an agent, I refer to that file. That file becomes the initial source o","author":"Alifatisk","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1075318883069748,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290209"},{"id":"6d417d2a-4bc3-4b9f-b1d1-8ff266c94291","source":"hackernews","source_id":"49290426","content_type":"comment","title":null,"body_preview":"Last month a Show HN: ContextVault proposed an interesting long-term memory architecture. I discussed the design with the founder: https://news.ycombinator.com/item?id=48900288#48901679 (I think he ba","author":"infogulch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","niche_expertise"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290426"},{"id":"df9c8973-7020-4a52-b509-4262477bb12e","source":"hackernews","source_id":"49287387","content_type":"comment","title":null,"body_preview":"Cool idea. Why is this beneficial over just using markdown files and allowing agents to grep for whatever they need? I've tried various MCP things in the past and I've found they tend to slow down the","author":"jrflo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.08089265038326064,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287387"},{"id":"7ea06c30-9126-4514-bf4d-4b7d9706e050","source":"hackernews","source_id":"49292663","content_type":"comment","title":null,"body_preview":"I have a similar project that I have built and found great success with it storing things like coding standards, decisions, etc.\nOne thing that is interesting during my work is that Codex and OpenCode","author":"0x500x79","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292663"},{"id":"e4c0dd29-e500-4d7f-bf7d-ee3bbe89604e","source":"hackernews","source_id":"49282654","content_type":"comment","title":null,"body_preview":"https://news.ycombinator.com/item?id=46717442 previously.","author":"ipsum2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.14384537208256654,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282654"},{"id":"50d1af47-9406-4e45-a2bb-a0c449fe7a62","source":"hackernews","source_id":"49282748","content_type":"comment","title":null,"body_preview":"Annoyingly misleading title. From the article:\nLilliputian hallucinations predate this mushroom. There are myths about tiny people in pretty much every culture's folklore. People have also reported th","author":"qwertyboy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282748"},{"id":"ccdb4e52-03c4-425d-bb87-4717d7106ce7","source":"hackernews","source_id":"49287491","content_type":"comment","title":null,"body_preview":"That's nice. Why the hell is it on phys.org? I don't want to see damn drug stuff on a physical science site. Not even \"non-psychedelic\" pharmakinetics.","author":"jambalaya8","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.12960028661122042,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287491"},{"id":"caa01462-62d4-425b-8cf9-96feb5692ff6","source":"hackernews","source_id":"49283811","content_type":"comment","title":null,"body_preview":"Domnauer is overstating the \"little people\" effect here. Seeing miniaturized people seems to be only one of several manifestations associated with these mushrooms. This Wikipedia article (https://en.w","author":"AnodicElegy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283811"},{"id":"905bffef-cb06-4a1a-8773-43ce42912546","source":"hackernews","source_id":"49283684","content_type":"comment","title":null,"body_preview":"Somewhere there are tiny people going \"Don't let the giants eat those mushrooms!\"","author":"jmkd","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283684"},{"id":"7e2c7dbb-62d1-4b96-a82d-efc031662707","source":"hackernews","source_id":"49282284","content_type":"comment","title":null,"body_preview":"Most of weird European and Middle Eastern legends and fairy tales originate from drugs or encountering real artifacts or phenomenons which they couldn't explain. Look up how cyclops appeared in mythol","author":"undebuggable","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282284"},{"id":"80026460-cada-4a2a-85f6-016490512d36","source":"hackernews","source_id":"49283072","content_type":"comment","title":null,"body_preview":"Wondering if the hallucination also occurs to other animals?\nWould dogs taking the L. asiatica see little humans or little dogs? Probably neither, but then does that mean the fungus had targeted human","author":"agnosticmantis","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283072"},{"id":"25de2ed5-5c32-4037-957c-96094c7f2b12","source":"hackernews","source_id":"49282667","content_type":"comment","title":null,"body_preview":"its a hot online topic when talking about YunNan province of china.its a land of all kinds of mushrooms/(and bugs). If you eat mushroom hotpot in there, the waiter will lock the pot and put a timer on","author":"yanhangyhy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","specific_cultural_reference"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282667"},{"id":"e5f1cacc-5ab3-4e29-a0fd-07976798a8e5","source":"hackernews","source_id":"49282927","content_type":"comment","title":null,"body_preview":"I think this is so fascinating because the hallucinations sound unlike anything else produced by psychedelics and other psychoactive substances, so I really look forward to learning what the mechanism","author":"ulrikrasmussen","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282927"},{"id":"ab175293-1844-46db-bb59-838e95ece751","source":"hackernews","source_id":"49218044","content_type":"comment","title":null,"body_preview":"Paper in Mycologia https://www.tandfonline.com/doi/full/10.1080/00275514.2026.2...","author":"wglb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49218044"},{"id":"6f165534-871d-4faf-9713-43f97f968d40","source":"hackernews","source_id":"49282327","content_type":"comment","title":null,"body_preview":"> One person told me that while they were eating soup, the little people were jumping off their spoon into the bowl and swimming around. As they scooped a bite, the little people remained in their mou","author":"dash2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282327"},{"id":"e814b007-1f9f-43c5-8b7b-373081182fa7","source":"hackernews","source_id":"49282636","content_type":"comment","title":null,"body_preview":"I bet there is some mushroom species in Europe as well that contains that substance. All those stories about dwarfs, trolls etc. and especially in woody area's, they must have come from somewhere.","author":"misja111","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.28511651457190834,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282636"},{"id":"1870a704-ab60-492d-a56b-edc5af249575","source":"hackernews","source_id":"49282470","content_type":"comment","title":null,"body_preview":"Those who have used DMT often talk about machine elves. I imagine there is a part of the brain that specifically recognizes humanoid figures even in the distance that is getting overstimulated.","author":"adzm","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282470"},{"id":"21bfe271-442c-426b-882c-db00ddc5acf1","source":"hackernews","source_id":"49283046","content_type":"comment","title":null,"body_preview":"These are pretty famous mushrooms in China. Right now Yunnan mushroom hot pot is all the rage, basically in every city in the country. It's also led to lots of tourists in Yunnan wandering around fora","author":"dluan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283046"},{"id":"38958465-fac8-45ac-9995-2a3a7adbfd05","source":"hackernews","source_id":"49285131","content_type":"comment","title":null,"body_preview":"Whenever I hear these stories about multiple cultures having the same hallucination, I think that we have to give some weight to the possibility that the little people are real and the mushrooms just ","author":"jsw97","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285131"},{"id":"45f34bee-1c13-4748-ab38-95c5514eb121","source":"hackernews","source_id":"49282371","content_type":"comment","title":null,"body_preview":"The researchers seem pretty convinced that this mushroom causes the hallucinations yet they do not describe trying it out in an experiment.\nSurely the most straightforward way is to undercook the mush","author":"yreg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282371"},{"id":"b88e56be-63b6-4b17-a153-49e506f483c8","source":"hackernews","source_id":"49282949","content_type":"comment","title":null,"body_preview":"> Now, three completely independent cultures have reported the same specific type of hallucination, and two cases are attributed to the same DNA-verified mushroom species. That indicates that these bi","author":"culi","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10635834914740801,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49282949"},{"id":"24659782-b5ae-4878-8d41-e0545eb63892","source":"hackernews","source_id":"49286742","content_type":"comment","title":null,"body_preview":"I would love for someone to give me a coherent argument as to how this isn’t tone-deaf, vacuous garbage.","author":"fractorial","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286742"},{"id":"be583127-44be-477a-a3a0-7f3384e11cde","source":"hackernews","source_id":"49286543","content_type":"comment","title":null,"body_preview":"I don't remember any company in world's history that has both been loved and hated by the same users who purchase from it. We love Anthropic for its amazing models, and we hate them for all the shenan","author":"behnamoh","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286543"},{"id":"32db59a8-1aab-4976-8270-b8ad9cb8f85f","source":"hackernews","source_id":"49286669","content_type":"comment","title":null,"body_preview":"Is a new benchmark that useful if existing model improvements are being reflected linearly? Don't we want a benchmark that we aren't seeing much progress in.","author":"philipwhiuk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13755793396504806,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286669"},{"id":"3229ade2-f202-4769-9fcc-f0c34fa7f682","source":"hackernews","source_id":"49287077","content_type":"comment","title":null,"body_preview":"How many benchmarks did they have to reject in the search for one that scores them top?","author":"chrisjj","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287077"},{"id":"51925ab6-5f10-4c69-94f1-87c409d3dcb4","source":"hackernews","source_id":"49287653","content_type":"comment","title":null,"body_preview":"Looks like they don't have any responses to others players occupying the news.\nEveryday you see a blog post that doesn't address our daily concerns.","author":"blueaquilae","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287653"},{"id":"457bbaf2-7ab5-4a42-90e7-df943f0d78cb","source":"hackernews","source_id":"49287884","content_type":"comment","title":null,"body_preview":"missing the the 2010 era of technology. it's becoming information overload.","author":"Aeroi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_expressed"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287884"},{"id":"1a059ca1-ffb6-478c-aaf8-22b140779ef0","source":"hackernews","source_id":"49287148","content_type":"comment","title":null,"body_preview":"I think we can mostly eyeball it at this point. There hasn't been a model that I've thrown a novel problem at that didn't turn into an iterative token bonfire until I intervened and until that has cha","author":"jesse_dot_id","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09269144590844795,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287148"},{"id":"d1b89140-d16a-48cf-8ac2-7e206422de8b","source":"hackernews","source_id":"49288336","content_type":"comment","title":null,"body_preview":"> To compute Fable 5's score, we used Opus 5 as a fallback in cases where Fable 5 refused to answer a question.\nWhy are they running the gimped version for internal evals?","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288336"},{"id":"bfbd222a-68a8-4567-809a-c7d75e948d65","source":"hackernews","source_id":"49287424","content_type":"comment","title":null,"body_preview":"I think this says as much as the leader on the index as it says about the loser. If I believe I do not want to trust the AI to know best what is it that I want done, then this tells me not to go with ","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.08951096934568685,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287424"},{"id":"8280021e-9799-4491-8fd4-fd3590137c79","source":"hackernews","source_id":"49288049","content_type":"comment","title":null,"body_preview":"I often wonder if the people at anthropic actually believe in the existential risk stuff they talk about. If I was convinced AI could kill everyone, my actions would be almost diametrically opposite t","author":"no_multitudes","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288049"},{"id":"495af4d3-1af7-4584-9986-dcc24e894515","source":"hackernews","source_id":"49288278","content_type":"comment","title":null,"body_preview":"> Once models can perform work that reduces AI risk at the level of human experts, AI(-assisted) output in the area might dwarf unassisted human output.\nStraightforwardly true.\nBut doesn't this smell ","author":"andai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288278"},{"id":"29d9ba00-a578-4811-91ea-6e5d77efeae9","source":"hackernews","source_id":"49286716","content_type":"comment","title":null,"body_preview":"> For example, if we ask a model for the probability P(A) and another instance of the same model for the probability P(A&B), do the reported probabilities satisfy P(A) ≥ P(A&B)?\nSo that's it? Are you ","author":"tolugenius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286716"},{"id":"4c62bd64-9bab-48f3-99c2-b140615d850c","source":"hackernews","source_id":"49287300","content_type":"comment","title":null,"body_preview":"This is a modest start on an important direction for AI Alignment work; which is, as the authors observe, commonly comprised of tasks which are not readily empirically verifiable and not easily mathem","author":"eutropia","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.26212165065138243,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287300"},{"id":"674ba90b-65b9-4c1d-87ec-92ee66220dce","source":"hackernews","source_id":"49287035","content_type":"comment","title":null,"body_preview":"We invented a new benchmark and look we're at the top. Everyone else sucks compared to us. Especially those dirty open models.","author":"onomojo","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287035"},{"id":"a9da5eb2-202d-4dee-bbc6-4469aa490a33","source":"hackernews","source_id":"49287832","content_type":"comment","title":null,"body_preview":"We have totally come out with this idea of this index that will allow us to create policies to ensure only the best and safest AIs are used by the public....\nAbsolutely no conflict of interest, no lob","author":"xlayn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","synthetic_empathy"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287832"},{"id":"fa82cc7f-26c4-418d-83af-4f373294941f","source":"hackernews","source_id":"49285992","content_type":"comment","title":null,"body_preview":"Opening line:\n> A core hope for managing AI risks is that AIs will help us understand our situation\nGonna stop you right there and ask that you think deeply about that premise.","author":"andsoitis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17844271562569636,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285992"},{"id":"c36387f9-b4b0-48f5-8393-bef8f799be5e","source":"hackernews","source_id":"49286687","content_type":"comment","title":null,"body_preview":"Ah, yes -- A closed source benchmark that Anthropic paid for that Anthropic ranked highest.\n0/10","author":"lanyard-textile","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286687"},{"id":"804c3cf9-39b0-413d-8f17-202a32d1a962","source":"hackernews","source_id":"49291687","content_type":"comment","title":null,"body_preview":"SolidStart 2.0 was just announced a week ago and immediately placed into maintenance mode. That's an interesting move.\nI just hoped that announcement would be another blog post.","author":"agila90","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291687"},{"id":"338003b1-633e-4395-8810-d0511cad716b","source":"hackernews","source_id":"49292252","content_type":"comment","title":null,"body_preview":"Solid 2 looks great! The async features are really interesting, I'll give them a try in my side projects. Congrats on the release!","author":"damsta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292252"},{"id":"43e3b963-8647-49f9-9ff3-38afbb6d1a24","source":"hackernews","source_id":"49291828","content_type":"comment","title":null,"body_preview":"I'm a little surprised that there's no mention of end-user perf and that it's not on the js-framework-benchmark. Not an accusation; just noticing the lack of emphasis (perhaps natural, given how much ","author":"AlexErrant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291828"},{"id":"7dbebf33-035d-4187-8256-92ccd395f135","source":"hackernews","source_id":"49291101","content_type":"comment","title":null,"body_preview":"I keep wondering if the next step of Ryan should be to raise this a step further and bring it to anything-ui, not just the web. It's obviously a step forward, but that step could be mean a lot more th","author":"unlog","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291101"},{"id":"5fa04e13-4fbc-4d6f-a812-94ecd8a8ba31","source":"hackernews","source_id":"49291608","content_type":"comment","title":null,"body_preview":"As much as I’m trying to understand what’s groundbreaking here, and I’m really trying to appreciate it, the prose style of the article makes it completely impenetrable. I’m trying to understand what m","author":"terabytest","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291608"},{"id":"5e0e38d4-740c-4c88-81ac-05b9c336b7d7","source":"hackernews","source_id":"49291055","content_type":"comment","title":null,"body_preview":"Maybe I just need to get over it, but this post reeks of Claude-isms and it immediately makes me stop caring about what the post has to say.\nObviously having an LLM write these kinds of things is the ","author":"genshii","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291055"},{"id":"6da61abb-29e5-41cd-90c7-b17c88b39711","source":"hackernews","source_id":"49291474","content_type":"comment","title":null,"body_preview":"To me this feels like true innovation in the space compared to other popular frameworks’ handling of async. In other frameworks it feels bolted on and with several gotchas; here it feels that it’s act","author":"ruby14","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291474"},{"id":"68f02fb9-3434-491d-a33b-93be909f4ae9","source":"hackernews","source_id":"49287128","content_type":"comment","title":null,"body_preview":"Better? A turn on the spot shows a wreck everywhere but forward.","author":"chrisjj","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287128"},{"id":"8f36f57a-96bd-42f1-9e29-d1070ccd74f1","source":"hackernews","source_id":"49286225","content_type":"comment","title":null,"body_preview":"I thought the picture on your home page was very cool, and then I moused over it. Absolutely incredible.","author":"fredley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.17138744228861458,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286225"},{"id":"a6990021-4170-48fb-a8cf-4d73b1e09c22","source":"hackernews","source_id":"49286308","content_type":"comment","title":null,"body_preview":"Oh, a fellow Ukrainian! Was pleasantly surprised to see that fountain on HN — I was just walking around it a few days ago, very nice and peaceful spot this time of year.","author":"mourner","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286308"},{"id":"8176729e-ae36-49d1-8729-2c8ee66fc1aa","source":"hackernews","source_id":"49285485","content_type":"comment","title":null,"body_preview":"Having this work on Apple metal is huge for the accessibility around training splats. I remember two years ago I needed an RTX Nvidia GPU to run things like splatfacto on nerfstudio. Very neat optimiz","author":"hdz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285485"},{"id":"31303b06-4c2a-4192-b9c5-448633b923e3","source":"hackernews","source_id":"49289589","content_type":"comment","title":null,"body_preview":"I'm still very fascinated by gaussian splatting, but the issue I always run into is the need to use colmap to generate the camera positions and get the initial point cloud. Which colmap effectively st","author":"Cieric","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions","absence_of_personality"],"bot_score":0.22499999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289589"},{"id":"201226d1-f673-45d4-a74e-f5c2dfd5e685","source":"hackernews","source_id":"49288262","content_type":"comment","title":null,"body_preview":"The capitalization of \"SkeduFlo\" in the photo of the newspaper article made the intended pronunciation more apparent to me.","author":"EvanAnderson","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0.12426747690892972,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288262"},{"id":"9007a510-e426-417b-81c2-354f6ca7e75f","source":"hackernews","source_id":"49288366","content_type":"comment","title":null,"body_preview":"I recently read a fascinating book I found in the library by an engineer who worked under Mauchly and Eckert and talks about working on ENIAC, BINAC, EDVAC, LARC, and UNIVAC. The book is \"From Dits to","author":"drivers99","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288366"},{"id":"54aaf6bb-9e83-4373-9fc8-721086f03ab7","source":"hackernews","source_id":"49286274","content_type":"comment","title":null,"body_preview":"For a while I worked at what was then the Sperry Rand Corporation (now Unisys) which had some pride in their heritage as the descendant of the Univac Corporation founded by ENIAC inventors Eckert and ","author":"JoeDaDude","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286274"},{"id":"12b1cd3f-06dd-4882-ba23-06ca83147af6","source":"hackernews","source_id":"49290998","content_type":"comment","title":null,"body_preview":"I worked for Sperry Univac 1974/78. Great bunch of people. It’s a shame their resources were diluted over so many different operating systems.","author":"GnarfGnarf","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290998"},{"id":"dbe68c93-3463-434b-9eb9-10a2383fd02d","source":"hackernews","source_id":"49288623","content_type":"comment","title":null,"body_preview":"Quoting a Time article in 1962[0]:\n> Definitely not yet on the market, but envisioned by Dr. John W. Mauchly, is a miniature computer for household use that will not only make shopping lists obsolete ","author":"EvanAnderson","classification":"human_created","confidence":0.85,"indicators":["quoting_external_source","original_commentary_present"],"bot_score":0.12426747690892972,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288623"},{"id":"d7ef5ca5-5857-4b65-9d38-89903d1d9d32","source":"hackernews","source_id":"49289685","content_type":"comment","title":null,"body_preview":"Today's surviving UNIVAC architecture originated in the first transistor-based machine, the 1107, which was not compatible with any of the previous designs that all used vacuum tubes. \"Only 36 systems","author":"chasil","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289685"},{"id":"054e96d6-1c3a-4edf-b473-3b2f6c41ef3d","source":"hackernews","source_id":"49284934","content_type":"comment","title":null,"body_preview":"I was hoping Minnesota would be mentioned, I had an older relative that once worked for UNIVAC. I didn't realize how spread out it was.\nFrom Wikipedia:\n>The UNIVAC was manufactured at Remington Rand's","author":"opan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49284934"},{"id":"99918e9e-03df-48b8-b613-bb893299a845","source":"hackernews","source_id":"49289126","content_type":"comment","title":null,"body_preview":"This article has a striking absence, that being the name \"John Atanasoff\"[0], whose electronic digital calculator was seen and examined by Mauchly in 1941, and who spoke to Mauchly multiple times duri","author":"fernly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289126"},{"id":"c2bc761a-02cd-4c54-9af8-f3e449646397","source":"hackernews","source_id":"49289586","content_type":"comment","title":null,"body_preview":"Google had never heard of Skeduflo. I hadn't either, and I once did work on critical path programs using UNIVAC computers. It was apparently an analog computer for computing PERT charts. It probably n","author":"Animats","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.1405401830187165,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289586"},{"id":"bc7d5534-2658-4df9-9aac-ddd3114cbb42","source":"hackernews","source_id":"49291451","content_type":"comment","title":null,"body_preview":"My grandfather started Mauchly Associates with John Mauchly, he was Mauchly's \"business guy\" because he had experience in computers while working at Remington Rand on the Critical Path Method[1] in th","author":"tomphoolery","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291451"},{"id":"9bb1c220-5d8e-4959-9d89-db7fea33bb59","source":"hackernews","source_id":"49290595","content_type":"comment","title":null,"body_preview":"Unfortunately, each time a new log analyzer appears, it seems to only be analyzing web access logs in combined format.","author":"WesolyKubeczek","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290595"},{"id":"11dc08f1-b811-45c4-81cc-e03f0c5b7fd9","source":"hackernews","source_id":"49291704","content_type":"comment","title":null,"body_preview":"This always looks cool and the real-time aspect always gets attention. However, If I remember correctly, it was kind of a burden to get deployed.\nAgain, if I remember correctly, it was able to make re","author":"iJohnDoe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.11380274565550298,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291704"},{"id":"d9ccd015-d97e-4aac-bf2a-a2eccc2f85ae","source":"hackernews","source_id":"49290064","content_type":"comment","title":null,"body_preview":"It is now mostly unusable for web analytics. So many scrapers are pretending to be browsers. On my site, there is a factor 10 with what I consider an honest view of human visitors.","author":"vbernat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290064"},{"id":"cfd1b52e-c321-4cdb-8225-bb92877fa729","source":"hackernews","source_id":"49291572","content_type":"comment","title":null,"body_preview":"I've revived AWFFull for static log analysis, just like in the good old webalizer days :-). Link to the report is in my bio, sorry, I can't post links here for now.\nWhat I'm seeing matches the observa","author":"aleks_me2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291572"},{"id":"562550a9-9650-456a-b857-8541ab8f4058","source":"hackernews","source_id":"49287335","content_type":"comment","title":null,"body_preview":"> Largest Electric Aircraft\n\"Largest\" is just straight-up a false claim. [Solar Impulse](https://en.wikipedia.org/wiki/Solar_Impulse) and [Helios](https://en.wikipedia.org/wiki/AeroVironment_Helios_Pr","author":"peterdsharpe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287335"},{"id":"06a1618e-a4b4-4751-88e4-4503bb071d06","source":"hackernews","source_id":"49288737","content_type":"comment","title":null,"body_preview":"Air transport in general, not just this airplane, could benefit from a catapult or winch takeoff at airports. It could be electric, it would reduce the most energy-demanding part of flight and make ta","author":"M95D","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288737"},{"id":"5bfabc1e-bf32-4b35-8dac-0277e6601667","source":"hackernews","source_id":"49286882","content_type":"comment","title":null,"body_preview":"VTOL aircraft have the same distance capabilities and make more sense in a lot more scenarios than this, with way more flexibility. It’s obviously larger but I’m just not sure of potential advantages ","author":"Aboutplants","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions","terse_replies"],"bot_score":0.1688034188034188,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286882"},{"id":"b6fa7605-64b2-44b6-8beb-03aa781d9211","source":"hackernews","source_id":"49287763","content_type":"comment","title":null,"body_preview":"Electric aircraft makes no economic sense, but I'd want to see them flying one day nonetheless.","author":"moralestapia","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.07380614374704497,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287763"},{"id":"04e1d95f-bb86-4ff2-9161-ca811030367e","source":"hackernews","source_id":"49286487","content_type":"comment","title":null,"body_preview":"could someone explain to me how that $5 spend is lying to me. i know elec is cheap, but that cheap?","author":"capty99","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286487"},{"id":"654fcae6-3bf4-4133-8bfa-2d616b68a4e7","source":"hackernews","source_id":"49287217","content_type":"comment","title":null,"body_preview":"Electric regional air travel is something I’m really excited about.","author":"idontwantthis","classification":"ai_generated","confidence":0.6,"indicators":["missing_personality","semantic_blandness"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287217"},{"id":"9755b6c5-eded-499b-8b0c-4a82faf21431","source":"hackernews","source_id":"49287474","content_type":"comment","title":null,"body_preview":"beta also seems to do their flight testing in plattsburgh, ny, anyone know why?","author":"balderdash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287474"},{"id":"46c5ed4b-be16-4c4a-9c8d-c006ea73801a","source":"hackernews","source_id":"49286998","content_type":"comment","title":null,"body_preview":"could we relax the security around electric planes, because they don't carry as much highly explosive material?\nthat could make it much more convenient and appealing as a travel method","author":"spongebobstoes","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.48333333333333334,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286998"},{"id":"c76edebe-e1bd-49d4-929f-4eb4381636da","source":"hackernews","source_id":"49286795","content_type":"comment","title":null,"body_preview":"At 120 miles of useful pure electric range, I can't imagine there are many US corridors where that pure electric range makes sense. That's still a range where the door to door time of a car can still ","author":"vel0city","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_speculation","imperfect_expression","absence_of_ai_signals"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286795"},{"id":"d9a9a3c6-5af1-4a12-acb0-0be4b9382eeb","source":"hackernews","source_id":"49287872","content_type":"comment","title":null,"body_preview":"It’s funny they tell you the weight at takeoff. That’s uh not changing.","author":"bilsbie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15309772706544536,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287872"},{"id":"0a40663f-7b8c-42cb-a399-b81c8a51025f","source":"hackernews","source_id":"49288820","content_type":"comment","title":null,"body_preview":"GOOD POINT by my wife. Is there a super high density battery they could use just to have available to count for reserves even if it’s one time use. Just plan never to use it in normal flight.","author":"bilsbie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.15309772706544536,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288820"},{"id":"60ff8c24-2296-476d-81c9-d9336f8d0991","source":"hackernews","source_id":"49288667","content_type":"comment","title":null,"body_preview":"> Powered entirely by batteries, X1 used approximately $5 worth of electricity during its first flight\nIt's fun to look at the arithmetic behind this to pull out the assumptions.   To lift a 25000 lb ","author":"danans","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","platform_fluency","strong_opinions"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288667"},{"id":"cf595682-fa76-4e29-847a-a5bcfb1bb57d","source":"hackernews","source_id":"49288457","content_type":"comment","title":null,"body_preview":"Does anyone know if there is a theoretical limit for how energy dense a battery could be?\nI wonder if there is a possible future where some sort of commercial long haul flights could be done by a full","author":"TSiege","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","natural_digressions","niche_expertise"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288457"},{"id":"72a199a7-fe00-41d3-92fd-0507fd5d4dab","source":"hackernews","source_id":"49286575","content_type":"comment","title":null,"body_preview":"> It uses electric motors for zero-emission short hops up to 124 miles and backup reserve generators for an extended hybrid range up to 300–500 miles.\nI was wondering how they're gonna deal with alter","author":"NitpickLawyer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.16269841269841268,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286575"},{"id":"efe58d77-da1f-4af5-9ac6-e720a0525242","source":"hackernews","source_id":"49286273","content_type":"comment","title":null,"body_preview":"Also a short video on https://www.youtube.com/watch?v=fEudbAjschs","author":"chha","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.28963585434173666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286273"},{"id":"36365a61-d822-427d-9514-6831bed98280","source":"hackernews","source_id":"49288473","content_type":"comment","title":null,"body_preview":"27 mins endurance (?) for $5 of power. Not bad. I rent a 172 and have been paying a $5/h fuel surcharge for the past few months due war in Iran - but at UK avgas prices 27 mins in my plane would be $5","author":"dbuxton","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288473"},{"id":"2c36cdd3-e978-49f7-98dd-7b953ff19d94","source":"hackernews","source_id":"49288383","content_type":"comment","title":null,"body_preview":"Lots of places have water or mountains preventing car or train travel or making it go the long way around. Ferries are slow. Those would be natural applications for this. Tallinn-Helsinki city pair fo","author":"Gravityloss","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0.1705298460820356,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288383"},{"id":"a9d2cfbc-c953-4537-9e46-a51341bbf4d5","source":"hackernews","source_id":"49292379","content_type":"comment","title":null,"body_preview":"All FedEx express packages in my area come and go via a dedicated twin-prop plane that flies 35 miles to the hub.  I'm sending a package today, and $14 of the 54$ total is a fuel surcharge.  I wonder ","author":"ortusdux","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","natural_digression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292379"},{"id":"0a527852-d799-4250-919f-d13cb62d9918","source":"hackernews","source_id":"49290745","content_type":"comment","title":null,"body_preview":"GC's haven't freed us from manual memory management, you just do all that manual work with environment variables, or making sure to \"pick the right collector for the job\", or debugging performance or ","author":"stmw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","strong_opinions"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290745"},{"id":"d6fe2212-8a20-42e1-a464-cf1edefd5e10","source":"hackernews","source_id":"49290419","content_type":"comment","title":null,"body_preview":"Are people still dealing with GC issues?\nI find that it basically just more or less works out of the box on modern JVMs.","author":"kasperni","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290419"},{"id":"5e722763-e8cb-45b0-9491-4474a15fec3c","source":"hackernews","source_id":"49290324","content_type":"comment","title":null,"body_preview":"> selecting something else depending on arcane environmental conditions was more of a burden than an advantage\nWhat is being referred to here? Does \"else\" refer to ZGC, Shenandoah?\nWhat does arcane en","author":"smallnix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290324"},{"id":"7a76f937-cfbf-42ea-acfd-0cc42f8e4f60","source":"hackernews","source_id":"49288908","content_type":"comment","title":null,"body_preview":"Well this is fun, it is deliberately provocative but maybe not dumb. The title itself is something a literalist engineer (myself) would reject, but is about the development of thought that is reflecti","author":"Isamu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288908"},{"id":"ca340358-edbe-4a76-bafa-633b76d782ec","source":"hackernews","source_id":"49290556","content_type":"comment","title":null,"body_preview":"Fits the archaeological gap also because Homo erectus controlled fire yet left no art, clothing, or deliberate burials.","author":"alchemist1e9","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290556"},{"id":"f290518a-751e-477d-8d2b-57a3fdc8195d","source":"hackernews","source_id":"49289547","content_type":"comment","title":null,"body_preview":"I've been reading Wengrow and Graeber's \"The Dawn of Everything\", and one of the main points they've made so far is that once modern humans became recognizable as such, we were doing all the human-typ","author":"QuercusMax","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289547"},{"id":"743edd6c-4298-4d44-a4dd-eec57e42b682","source":"hackernews","source_id":"49291227","content_type":"comment","title":null,"body_preview":"Author's argument is that when early humans painted, they weren't expressing an interiority they already had; they were engaging the creative process of reality directly.\nI disagree in the sense that ","author":"Papazsazsa","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291227"},{"id":"1fb96e0e-8eb0-425b-b64f-e21d8bd815ff","source":"hackernews","source_id":"49292468","content_type":"comment","title":null,"body_preview":"“The basic realism of science, then, rests upon the following claim: the Universe is such that facts can be plainly stated within it, even though the facts themselves need not be plain.”\nWhat facts ca","author":"d4ng","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292468"},{"id":"395cd48b-b693-4739-9050-4a48ecf69273","source":"hackernews","source_id":"49289147","content_type":"comment","title":null,"body_preview":"Thought-provoking article. When the cave painters were at work, they most probably didn’t see themselves as “artists” and of course not scientists, philosophers. That was an age where all those things","author":"Jun8","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289147"},{"id":"fae260cd-e3c8-429e-9d3d-472d37dad26a","source":"hackernews","source_id":"49292623","content_type":"comment","title":null,"body_preview":"One of my craziest ideas is that language created minds and not the other way around. One view of history is that humans evolved brains sufficient to host language, invented language, and then our bra","author":"stillpointlab","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292623"},{"id":"2c1c3c7b-56b3-49f1-a90d-e37320af72c0","source":"hackernews","source_id":"49292421","content_type":"comment","title":null,"body_preview":"“Only humans produce ecstatic art”\nI guess they have never heard of the bowerbird: https://www.reddit.com/r/interestingasfuck/comments/eptuty/b...","author":"hammock","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292421"},{"id":"3a575f22-9277-4c57-8dd0-fdabf181ad4c","source":"hackernews","source_id":"49285719","content_type":"comment","title":null,"body_preview":"Check out my latest project! You can fork it, tweak the policy manually or with AI, run the system and watch the data come in! It's engineered to keep a low data footprint, so 500k domains fits into 1","author":"dreamforever","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","natural_digressions","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285719"},{"id":"59be7d21-7252-42f8-aa83-0f3376dcf30f","source":"hackernews","source_id":"49286677","content_type":"comment","title":null,"body_preview":"I think Kagi Small Web filter would give you very similar results.","author":"dewey","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.08475030156478064,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286677"},{"id":"27245eae-6d7f-4902-8f8c-2c2142b0f07a","source":"hackernews","source_id":"49292322","content_type":"comment","title":null,"body_preview":"The author struggled with categorization simply because they did not truly understand k-means clustering, a fundamental concept in this kind of computing science.\nYou cannot just let a model run wild.","author":"deadbabe","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.13851657929410138,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292322"},{"id":"8d4616a2-e8ff-4cb2-b1c4-aba531f9225f","source":"hackernews","source_id":"49288501","content_type":"comment","title":null,"body_preview":"From the screenshot, it's very funny that one of the indexed sites is www.llresearch.org, which looks like it's run by a crackpot.","author":"pavel_lishin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","opinion_and_stance","natural_expression"],"bot_score":0.11837154710676195,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288501"},{"id":"1eeb7571-73d6-4698-b328-e14b0a0bc188","source":"hackernews","source_id":"49288572","content_type":"comment","title":null,"body_preview":"How do you build a list of domains you want to index ? I see there is a fetcher and a spider in the code but so for I haven't found how to build that list.","author":"BaudouinVH","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288572"},{"id":"23897d39-3f41-4e6d-a169-f004e9d293b5","source":"hackernews","source_id":"49292486","content_type":"comment","title":null,"body_preview":"Here's an idea: Each day you could summarize all the new sites into an email.  Call it NCSA \"What's New\" or something like that. ;)","author":"formvoltron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292486"},{"id":"24472e53-3dc8-4b2c-82fa-8f5cc67c3487","source":"hackernews","source_id":"49286915","content_type":"comment","title":null,"body_preview":"Like a personal Google? How do you bypass all the captcha, ip bans, cloudflare turnstile antibot stuff etc?","author":"orliesaurus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08129113396662781,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286915"},{"id":"7825408f-4462-41bb-922f-85faca105fbf","source":"hackernews","source_id":"49289362","content_type":"comment","title":null,"body_preview":"Took me a few minutes to realise it's not a domain name search engine.","author":"lagrange77","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.07040414066556502,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289362"},{"id":"210be2dd-f5ee-4634-b85b-e8ab17fccb14","source":"hackernews","source_id":"49287308","content_type":"comment","title":null,"body_preview":"Sometimes I think people forget how capable computers are.  500k is not much.  You can just slap that in a Lucene instance.  This is a solved problem.","author":"pimlottc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.09518052168070493,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287308"},{"id":"edb4ed1d-717d-494f-9857-029d2ebdf500","source":"hackernews","source_id":"49291106","content_type":"comment","title":null,"body_preview":"This is a damn good project. Makes me want to make headway into an idea I've had for quite some time P2P search...we'll see.","author":"NetOpWibby","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291106"},{"id":"1b52b833-82b0-4b77-9c02-550c38250990","source":"hackernews","source_id":"49286971","content_type":"comment","title":null,"body_preview":"This is actually where I see software going in the short term -- cloud moving to local.\nA few years ago, if you wanted translation, you'd use Google Translate. If you wanted to search the web, you'd u","author":"eggbrain","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","specific_examples","absence_of_ai_signals"],"bot_score":0.2157629006822891,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286971"},{"id":"81903013-9383-4f97-b7e1-597de4a0f66b","source":"hackernews","source_id":"49291157","content_type":"comment","title":null,"body_preview":"Built a free CLI for this as well: https://github.com/solozerolabs/Namera\nChecks socials and trademark too","author":"gosolozero","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0.17895455181276873,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291157"},{"id":"6beafdaa-1587-46f3-bf50-7815666349bb","source":"hackernews","source_id":"49289379","content_type":"comment","title":null,"body_preview":"It takes a bit of setup and a huge download, but every time I need a good domain I follow this old post from Derek Sivers. I have Claude de-dupe it and turn it into a searchable database (on my machin","author":"tpowell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289379"},{"id":"6c7b0540-1431-4aa1-b0b1-3c53cdc41b69","source":"hackernews","source_id":"49288217","content_type":"comment","title":null,"body_preview":"Sorry I have a lot of trouble understanding what this is useful for. Like, I am never going to replace it with Google, DuckDuckGo, ChatGPT or even Bing.","author":"fg137","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288217"},{"id":"0813862d-614d-4e62-9af7-72dbe4b17b91","source":"hackernews","source_id":"49290058","content_type":"comment","title":null,"body_preview":"Reminds me that AltaVista's servers ran in 4G of RAM (there were famous, at the time, pics of the circuit boards - DEC was rightfully proud of this, 30 years ago) and that a modern AltaVista should ru","author":"eichin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290058"},{"id":"11e95b77-5fa5-435d-b5db-d4dafcae3ffb","source":"hackernews","source_id":"49291493","content_type":"comment","title":null,"body_preview":"FYI for those needing a list of domains\nSubject: I want all domains and subdomains  \nhttps://groups.google.com/g/common-crawl/c/XC2QmOE-sdI?pli=1\nor google for COMMON CRAWL","author":"frogger8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291493"},{"id":"590caf6c-e600-418a-8cc1-ba900ea045f6","source":"hackernews","source_id":"49286853","content_type":"comment","title":null,"body_preview":"Interesting project.  Website discovery is indeed in a pretty dire spot, definitely a space that needs innovation.  An auto-labeled website directory isn't that silly of an idea.\nI have a 400 GB sqlit","author":"marginalia_nu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","imperfect_expression"],"bot_score":0.09751066072298041,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286853"},{"id":"5509f562-69f9-46d1-962e-510e46ebf66b","source":"hackernews","source_id":"49286510","content_type":"comment","title":null,"body_preview":"Here's my impressions of your algorithm:\n1. read each site\n2. rent a 4090 with https://vast.ai to run vllm\n3. let llm model invent its own category and tag names freely\n4. save 1KB of metadata each\n  ","author":"iFire","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286510"},{"id":"55c318ed-7f8b-41e4-83ec-2d4a82e6ae10","source":"hackernews","source_id":"49286634","content_type":"comment","title":null,"body_preview":"What I pressume is the text for \"Gloomberg\" in the Hero header looks very fucked up\nhttps://imgur.com/a/ssiKckF\nHopefully it's not intentional","author":"TZubiri","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.11944165925109773,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286634"},{"id":"a5beebb2-ae98-4a77-9fad-fc8ee8786a74","source":"hackernews","source_id":"49287883","content_type":"comment","title":null,"body_preview":"This post / OP really needs to say if it's AI SLOP or not and to what extent. This looks like AI slop.","author":"sigmonsays","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287883"},{"id":"f1efbae0-2df3-45b2-96e0-f7cf14b8ef77","source":"hackernews","source_id":"49289951","content_type":"comment","title":null,"body_preview":"Is there a way to run this inside a container? Like Podman?","author":"aanet","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12117663419051272,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289951"},{"id":"f238354d-29d7-4e32-8e75-f1b70b2df095","source":"hackernews","source_id":"49286895","content_type":"comment","title":null,"body_preview":"An aside - do tools like this (or what it's modeling, the Bloomberg Terminal) really offer that much benefit to finance folks?","author":"charv","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286895"},{"id":"7c23acc2-69a8-42e9-a766-1b563631a7e4","source":"hackernews","source_id":"49287305","content_type":"comment","title":null,"body_preview":"Interesting project, the view looks like gpui based interface, but source code say that it is web based interface written on typescript","author":"andreypk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.198107027839156,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287305"},{"id":"297c1e23-e33c-4770-b614-12984a91b568","source":"hackernews","source_id":"49286560","content_type":"comment","title":null,"body_preview":"this looks neat, what's the data source and latency?","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.08951096934568685,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286560"},{"id":"d809ed96-024a-4aea-a319-800775e29221","source":"hackernews","source_id":"49288145","content_type":"comment","title":null,"body_preview":"I don't think the finance field needs a better bloomberg, I think the whole interface and everything needs to be rethought. Part of the moat is the data, and data access. But I think we need to comple","author":"grahammccain","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.13810702783915602,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288145"},{"id":"8befdd36-0b52-46c4-ba53-af8ce96bc49d","source":"hackernews","source_id":"49288245","content_type":"comment","title":null,"body_preview":"Bloomberg's moat is the messaging service within it, not it's aggregation of data","author":"methodical","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288245"},{"id":"b3f0ea33-313f-4a1e-8d67-0baed37ffbc7","source":"hackernews","source_id":"49289751","content_type":"comment","title":null,"body_preview":"Next week, it's my turn to create an UI for financial modeling prep API","author":"MP_1729","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289751"},{"id":"2913be49-4e28-4d16-abb2-fe8a819a5ac3","source":"hackernews","source_id":"49289042","content_type":"comment","title":null,"body_preview":"There's many competitors these days, one that Shkreli always seems to use in his streams is https://godelterminal.com (Not open source though).","author":"dewey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","specific_reference"],"bot_score":0.08475030156478064,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289042"},{"id":"61c0f083-878a-4199-85e8-bdaf923b475c","source":"hackernews","source_id":"49286808","content_type":"comment","title":null,"body_preview":"Yeah... people aren't paying Bloomberg $31,980 per year for a TUI. They're paying for the data source... and I don't think you have Bloomberg's connections.","author":"u8","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286808"},{"id":"b3afb948-61f9-4574-9a5c-0edda7d542e3","source":"hackernews","source_id":"49292173","content_type":"comment","title":null,"body_preview":"As someone whose trading is mostly based on vibes via Reuters, X, and the Apple Stocks app, this is a fun dip in the deep end. The tiling UI is quite sensible once you get the hang of it.\nThe one thin","author":"mortenjorck","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292173"},{"id":"667c5c11-3b61-4099-be31-fb546fa2ed1d","source":"hackernews","source_id":"49287721","content_type":"comment","title":null,"body_preview":"Useful on its own merits.\nEverybody who's distracted by the name and can't get past it, there's a thread developing here somewhere, where they're comparing it to Bloomberg.","author":"rdiddly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16670854360206025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287721"},{"id":"eb518a64-1e5b-4c31-bc96-d6caa918168b","source":"hackernews","source_id":"49288126","content_type":"comment","title":null,"body_preview":"I really wish people would mention their stack when they have these curl install scripts. I'd rather use a real package manager, but I'm not totally against installing a compiled binary this way. I am","author":"slowin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288126"},{"id":"bebcf8b8-a168-4792-9728-ddaeb8243116","source":"hackernews","source_id":"49287613","content_type":"comment","title":null,"body_preview":"Yeah but it's like saying \"Masterlocks will always be easy to pop off with a hammer\". Of course, but by doing so you are actively engaging in fraud, which then puts the onus on you and whoever you are","author":"ramesh31","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287613"},{"id":"b10bc0de-2198-4bec-a406-7acd62c75ebc","source":"hackernews","source_id":"49288585","content_type":"comment","title":null,"body_preview":"For SynthID and similar solutions, there is much I don't understand ...\nHere's what I grasp: The AI system scores each token and then selects tokens based on those scores. If we encode something in th","author":"mmooss","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.17215727243036033,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288585"},{"id":"26f59d7e-3954-4602-96fe-3718e4e9bc04","source":"hackernews","source_id":"49288651","content_type":"comment","title":null,"body_preview":"Society can overcome this problem by changing the way we think about text. Raw plain text should be banned, all text is cryptographically signed by the editor, gui element, or tool that created it.","author":"deadbabe","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.13851657929410138,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288651"},{"id":"b06020d8-7d5a-431a-8a93-492474e3e36d","source":"hackernews","source_id":"49289644","content_type":"comment","title":null,"body_preview":"I don't think this is a good argument. There exist digital watermarking techniques for image and video that are imperceptible to humans but still survive cropping, rotation, resizing, recompression, o","author":"fwip","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289644"},{"id":"c8bcf1a6-9645-47e3-916d-70731a498ee8","source":"hackernews","source_id":"49288624","content_type":"comment","title":null,"body_preview":"Good. Tracking and surveillance have no place in the modern world.","author":"charlieyu1","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288624"},{"id":"5b43536d-3096-40be-a271-b1cb18c614c2","source":"hackernews","source_id":"49287453","content_type":"comment","title":null,"body_preview":"here‘s what i don‘t get about this whole discussion. AI companies already store all prompts and responses for future training.\njust make an API that returns the string distance between a previously ge","author":"ch_sm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287453"},{"id":"710fdc1c-0c80-4a9a-b880-9e1e1f6bbfcd","source":"hackernews","source_id":"49288984","content_type":"comment","title":null,"body_preview":"If everyone is using ai (per reported revenues) and nobody like the outcome (banned here, dismissed there), then what is the future of AI?","author":"tzury","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288984"},{"id":"dbe69640-bf7a-4849-9de0-1de58cb61d5f","source":"hackernews","source_id":"49288137","content_type":"comment","title":null,"body_preview":"I done a C2PA implementation for raw text, if that can ease someone’s life: https://github.com/dualeai/c2patxt","author":"clemlesne","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288137"},{"id":"adc4c6bf-999c-430a-ba35-51077180ed1c","source":"hackernews","source_id":"49289418","content_type":"comment","title":null,"body_preview":">watermarks\nWhatever happened to just delivering the best product or service?  Why must tech be full of ninnying nannies that act against their users, \"for their 'safety'‽\"","author":"rustcleaner","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289418"},{"id":"c813a054-d805-4bdf-b667-ec0d9654bed6","source":"hackernews","source_id":"49290186","content_type":"comment","title":null,"body_preview":"“Everyone will simply do fraud” - it is a bizarrely immoral world that the LLMs seem to have unleashed on us. Tech was kinda heading that way anyway, but our friends the magic robots really seem to ha","author":"rsynnott","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290186"},{"id":"f8270e78-74cf-4213-a114-fa0379d6a92f","source":"hackernews","source_id":"49288586","content_type":"comment","title":null,"body_preview":"Anthropic the other day announced future models \"launched in the EU\" will include watermarking https://support.claude.com/en/articles/16266773-how-claude-m...\nI was assuming it was something like Synt","author":"eli","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288586"},{"id":"58b9467b-f347-4b16-bd0b-056205780b08","source":"hackernews","source_id":"49289152","content_type":"comment","title":null,"body_preview":"AI watermarks feel like they're approaching the problem from the wrong side - no matter what it will be possible to remove the watermark (Via manual rewriting, local LLLMs, etc). Instead it seems like","author":"defen","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":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289152"},{"id":"b5c618bf-7954-4728-bcbe-1d3dd6c664e8","source":"hackernews","source_id":"49288274","content_type":"comment","title":null,"body_preview":"\"What would it even look like to sign ChatGPT outputs? There’s no artifact to pass around.\"\nIt would look like a lot of little signatures on little bits of text, and then larger signatures on a collec","author":"jerf","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288274"},{"id":"8aeec3f8-0db6-46b1-88d5-e27b172e7270","source":"hackernews","source_id":"49287812","content_type":"comment","title":null,"body_preview":"The article mentions you can always simply use a smaller, local, un-watermarked LLM to rephrase the original watermarked text. Which is true, sure.\nBut if we're talking about deterministically taking ","author":"andy_xor_andrew","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287812"},{"id":"31982ee1-a351-409b-803c-c08790489859","source":"hackernews","source_id":"49287718","content_type":"comment","title":null,"body_preview":"Yeah, but it's better than nothing.\nPeople underestimate the value of rules that only take malice and a little knowledge to break.\nAnd they tend to exaggerate that underestimation if they... don't lik","author":"happytoexplain","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287718"},{"id":"a24a9747-0680-4077-9314-25ff4e0711ed","source":"hackernews","source_id":"49288922","content_type":"comment","title":null,"body_preview":"The goal of the AI act is not to determine if an \"oh yeah!\" comment was AI generated. The target is long papers that falsely claim human review and can have real significant consequences.\nE.g. researc","author":"simon84","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288922"},{"id":"dc5e6d9a-9a2b-4ab8-b03b-69e94daf632f","source":"hackernews","source_id":"49287749","content_type":"comment","title":null,"body_preview":"I feel like this is going to end up being like cookie laws. It sounds good, I don't know how any one benefits from it.\nCurrently I can recognize AI text because I read thousands of ai generated text. ","author":"firefoxd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","absence_of_ai_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287749"},{"id":"cdd913d4-c072-4aa4-9883-b359d49843cd","source":"hackernews","source_id":"49285842","content_type":"comment","title":null,"body_preview":"Approaching this from the perspective of a potential customer and not a designer - I find that I actually like the smaller/open model output quite a bit more.\nKimi, GLM, and Deepseek all absolutely ru","author":"horsawlarway","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285842"},{"id":"6d4bf6e4-f2bd-416a-9816-e1c6d24d7a91","source":"hackernews","source_id":"49285851","content_type":"comment","title":null,"body_preview":"I think we should establish a professional evaluation organization for models; otherwise, it will be difficult for informal evaluations to form standards.","author":"jannishan","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.6470588235294118,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285851"},{"id":"90bb278a-70aa-4048-981d-46f685c283d5","source":"hackernews","source_id":"49286486","content_type":"comment","title":null,"body_preview":"This seems to be the easiest way to get on HN front page:\nCome up with an arbitrary test, let a bunch of LLMs work on it. Make some very subjective judgement about the result...","author":"throwa356262","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.1293109593380972,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286486"},{"id":"03830cec-5a5f-4e7c-b007-3d5dcd627adb","source":"hackernews","source_id":"49285761","content_type":"comment","title":null,"body_preview":"I'd be curious to see Terra xhigh vs Sol low, only in that the visual languages are actually kinda different, that Terra work was a lot less \"llm\" feeling than a lot of the other designs, wonder if pu","author":"neom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285761"},{"id":"9c1e7a83-0891-47ad-bf3a-d7296303d885","source":"hackernews","source_id":"49285853","content_type":"comment","title":null,"body_preview":"Pretty interesting how DeepSeek V4 Flash 0731 has such disparate (and cheap!) results. I would never guess they come from the same model and prompt.","author":"pedrosbmartins","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285853"},{"id":"27a6c0ec-6f71-4b8a-a6aa-2fb6248c9465","source":"hackernews","source_id":"49286621","content_type":"comment","title":null,"body_preview":"I like the output of the cheaper/older models better, surprisingly, say Gemini 3.1 or DeepSeek V4. They're mostly no frills and just text, and ironically look less AI-generated to me because of the la","author":"feor","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":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286621"},{"id":"c72aee65-8730-4ce8-80b4-b36969076716","source":"hackernews","source_id":"49286611","content_type":"comment","title":null,"body_preview":"Finally some really useful apples-to-apples comparisons rather than endless benchmarkmaxxing and anecdata. I want to see this test run again for the open-weights models that fit into 128GB combined RA","author":"Schlagbohrer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.14070375992167442,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286611"},{"id":"03c7551f-3f64-47b7-8bd6-37d4a26f2248","source":"hackernews","source_id":"49288513","content_type":"comment","title":null,"body_preview":"> Of course, Opus will also perform relentless self-validation of its own work (it does not bill itself on good looks alone). But remember there’s certainly a higher-than-average credit cost attached ","author":"andai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288513"},{"id":"cc0412c2-0f8c-4d91-aa38-0a66f12e781c","source":"hackernews","source_id":"49290547","content_type":"comment","title":null,"body_preview":"So what we have here is the LLM version of the aesthetic usability effect. So: prettier = better.\nTake from that what you will - and maybe the AUE is more desirable  - but Sol & K3 are genuine game ch","author":"ben8bit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290547"},{"id":"756d961c-f1af-4de1-a54c-e55a07fb099a","source":"hackernews","source_id":"49291780","content_type":"comment","title":null,"body_preview":"Built rightsize exactly for this. https://nehmeailabs.com/right-size","author":"44za12","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291780"},{"id":"1eb6c068-9462-4182-bd99-f175946da1b7","source":"hackernews","source_id":"49286297","content_type":"comment","title":null,"body_preview":"In my opinion, this kind of a benchmark doesn't tell much about the models' capabilities on normal software development tasks. It's fun to look at the differences in the output of course, but how ofte","author":"s4i","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286297"},{"id":"45298e50-974c-4738-8b5e-8f00dbbdca24","source":"hackernews","source_id":"49286292","content_type":"comment","title":null,"body_preview":"My \"favourite\" site was <https://6a6fa3376288679d094a8437--ar-testing-coffee-2b15c6a0...> with footer image captions that are amazing. Precision Late Art being the best one.","author":"sceptic123","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286292"},{"id":"02626706-6142-4727-bd3f-7e5b7fa722ce","source":"hackernews","source_id":"49289154","content_type":"comment","title":null,"body_preview":"Having skimmed through the article, I assumed that they hadn't tested the design for mobile devices because it wasn't mentioned. That would be a huge mistake. In today's web design, a mobile-first app","author":"sinuhe69","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice","false_specificity","hedge_stacking","human_indicators_absent"],"bot_score":0.1258993334266969,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289154"},{"id":"4c89d95c-beb5-49f4-81d6-2a39af3b916a","source":"hackernews","source_id":"49285664","content_type":"comment","title":null,"body_preview":"Building ad-hoc evals is trivial these days. And you can place an LLM judge in front to disambiguate between output. e.g. I have Frigate gating a video feed so that an LLM can watch our home cameras a","author":"arjie","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285664"},{"id":"468085f6-cfc0-4bab-b6ab-1dd21d755f81","source":"hackernews","source_id":"49285776","content_type":"comment","title":null,"body_preview":"I've been doing a lot of benchmarking for a long time now with a number of local models for the purposes of spam filtering. The major observation is that there is a lot of variance in model performanc","author":"jwr","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.10488696148839506,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285776"},{"id":"e27914d2-f3b9-4f30-8c8d-a87f121d5335","source":"hackernews","source_id":"49292612","content_type":"comment","title":null,"body_preview":"That prompt is unrealistic. Shops already have opening hours, prices, locations, etc. If you leave all those up to the model then there's no correct answer and the models will perform better – the les","author":"danpalmer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0.0846731857662872,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292612"},{"id":"79d070d2-3560-438a-b35e-b917d91bdea7","source":"hackernews","source_id":"49285571","content_type":"comment","title":null,"body_preview":"> Build a one-page site for a neighbourhood coffee shop: opening hours, the address, a short menu and a photo. Nothing on it changes unless I edit it myself.\nIf that's the entire prompt, it's quite de","author":"isqueiros","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285571"},{"id":"455813a7-bf41-47e0-b1c1-c5fbe5a39f69","source":"hackernews","source_id":"49285824","content_type":"comment","title":null,"body_preview":"Am I wrong or are these evaluations, while interesting, not really meaningful for anyone doing serious development work?\nI'm asking because I personally only use AI with specific and detailed instruct","author":"Systemerror7A69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285824"},{"id":"2ea3bccd-9616-43fd-9911-cfb95ffc3cf4","source":"hackernews","source_id":"49292666","content_type":"comment","title":null,"body_preview":"Great economy you got there. Couldn't bribe Japan to not sell off their US Bonds and now they need to attract bag holders by raising rates.","author":"downrightmike","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1644611457792466,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292666"},{"id":"a8864713-deff-4969-9328-68d65b31f7b3","source":"hackernews","source_id":"49292735","content_type":"comment","title":null,"body_preview":"I dunno, guys, maybe hiring a guy who bankrupted 4 casinos wasn't the right way to go after all","author":"CamperBob2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292735"},{"id":"5e668db6-a5dc-4958-a88e-4e1b3b8fd257","source":"hackernews","source_id":"49292801","content_type":"comment","title":null,"body_preview":"Another wave of inflation is coming in the next 6 months or what?","author":"storus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1513222309532205,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292801"},{"id":"7ff97382-57a0-4a6d-b3f5-d69edac3581a","source":"hackernews","source_id":"49292702","content_type":"comment","title":null,"body_preview":"Hear that? It’s the sound of an empire collapsing.","author":"rbanffy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.14546442766825618,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292702"},{"id":"a77824d8-a07c-4f79-b724-85de821e43ef","source":"hackernews","source_id":"49292752","content_type":"comment","title":null,"body_preview":"Treasuries are priced alongside term SOFR at one year [1][2]. The cost to insure U.S. debt is in line with where it's been for the last five years [3]. (And around where they were ten years ago.)\nThis","author":"JumpCrisscross","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","human_indicators_present","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292752"},{"id":"96dd05e9-15e0-42b6-bc0d-d93c9822058b","source":"hackernews","source_id":"49290579","content_type":"comment","title":null,"body_preview":"Is this a variation of the old \"don't fucking complain about the status quo, you have a telescreen, not even the kings of old had a telescreen watching them! How dare you question the titans of indust","author":"palmotea","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290579"},{"id":"ffb19944-835e-44d1-b635-38df1c145ce9","source":"hackernews","source_id":"49290794","content_type":"comment","title":null,"body_preview":">It is to humanity’s credit that we remain restless in the midst of all of this progress. We continue to look forward, pushing the frontier further with new treatments, new tools, and new institutions","author":"jplusequalt","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290794"},{"id":"77f166b9-797b-4148-9b18-ad8c1ea669c3","source":"hackernews","source_id":"49291667","content_type":"comment","title":null,"body_preview":"I don't know what's worse, people dying of a disease because there is no cure, or people dying of a disease because they can't afford a cure?\nnot having a vaccine for a deadly disease, or having a vac","author":"nicebyte","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291667"},{"id":"e349ce31-b93c-4767-ac9c-4e4064e9be60","source":"hackernews","source_id":"49289037","content_type":"comment","title":null,"body_preview":"All true but a reminder that basic health care, natural foods and a safe environment are out of reach for too many. We have definitely improved on the distribution of foods and even safe environments,","author":"altcognito","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289037"},{"id":"98a818f5-ca61-436e-8185-114531ca762f","source":"hackernews","source_id":"49289061","content_type":"comment","title":null,"body_preview":"Another good article on this topic for those who enjoyed: https://www.thenewatlantis.com/publications/we-live-like-roy...","author":"jawiggins","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289061"},{"id":"5cea22c9-9b47-46df-998a-37e362dee644","source":"hackernews","source_id":"49289647","content_type":"comment","title":null,"body_preview":"the future is a nice place to be, if our bikes still had pedals we couldn't hang them at the wall after commuting","author":"croisillon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289647"},{"id":"298e6e18-9c27-4d25-bba0-7ffdbe0ef9b3","source":"hackernews","source_id":"49289094","content_type":"comment","title":null,"body_preview":"I can’t imagine ever affording such a nice apartment.","author":"GPerson","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0.35,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289094"},{"id":"ba4778f5-b0b1-4ed2-a90a-d609f08ff4d5","source":"hackernews","source_id":"49288756","content_type":"comment","title":null,"body_preview":"I think about this stuff a lot. It's crazy how I, like, water plants with clean water that's literally on tap. Warm showers on-demand are a daily miracle.\nImmediate illumination for why people don't q","author":"incorporeal","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288756"},{"id":"634a261c-b312-4fe7-877e-80a3506523c9","source":"hackernews","source_id":"49292202","content_type":"comment","title":null,"body_preview":"I love the animation on the website. In a world where everyone is complaining about everything, it's nice to see a post like this. Also it reminded me how grateful I should be for the comfortable life","author":"sajithdilshan","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0.12608208929440898,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292202"},{"id":"7ef42e9f-46e2-4f49-a66b-b8a60d7fb78d","source":"hackernews","source_id":"49292739","content_type":"comment","title":null,"body_preview":"Just want to notice that the author is a part of the effective altruist cult.\n> I am an associate program officer in the Abundance and Growth Fund at Coefficient Giving, where I lead our grantmaking o","author":"pibaker","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","quoting_external_source"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292739"},{"id":"66abc1a8-a40a-4146-97fa-98908ad7e525","source":"hackernews","source_id":"49289619","content_type":"comment","title":null,"body_preview":"For the last year I've been on well water for the first time in my life. High iron, manganese and iron bacteria - safe, but tasted eggy and ruined shower heads, dishwashers, clothes, washing machine, ","author":"stuporglue","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289619"},{"id":"8991a81d-a302-43ca-84e3-be2d2aead5c8","source":"hackernews","source_id":"49289142","content_type":"comment","title":null,"body_preview":"This is an interesting premise, and I would like to read the article, but the weird scrolling makes that almost impossible; the pictures overlay the text to such an extent that I can only read a coupl","author":"marssaxman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289142"},{"id":"6d45c28c-88da-4385-a0a1-19921f4c2f26","source":"hackernews","source_id":"49290814","content_type":"comment","title":null,"body_preview":"I’ve been thinking about this a lot lately. For the last month I’ve been living in a camper van, working and traveling, which I’m really lucky to be able to do by choice. It’s lonely to be sure, but I","author":"physicles","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","self_reference"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290814"},{"id":"428a6c34-17cb-4f45-abf3-e9d4df790dd2","source":"hackernews","source_id":"49288234","content_type":"comment","title":null,"body_preview":"Hedonic adaptation really is something. I have been deeply trying to appreciate these modern marvels more and more, but it's hard.\nA hot shower, air almost 50 degrees cooler than the outside air comin","author":"carlgreene","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288234"},{"id":"fdd7dd54-935d-4975-b1f3-68a8a01c60c7","source":"hackernews","source_id":"49286570","content_type":"comment","title":null,"body_preview":"Bad timing: https://xcancel.com/deepseek_ai/status/2087864589895798968","author":"Gecko4072","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.21594083650021642,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286570"},{"id":"6def53f4-c75f-4193-a67b-c40a14c64b44","source":"hackernews","source_id":"49287033","content_type":"comment","title":null,"body_preview":"I just installed DeepSeek Harness with the latest Bun version and am using it with a local 9B, speculative decoding Qwen 3.x variant, running in llama.cpp and it works GREAT for small python projects,","author":"mring33621","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","personal_experience","comparison_to_alternatives"],"bot_score":0.11184486455425122,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287033"},{"id":"48c9b5be-274a-4693-8bcd-0ee765f73969","source":"hackernews","source_id":"49286608","content_type":"comment","title":null,"body_preview":"Is there a comparison of harness somewhere? Like, the same prompt to the same model, but with different harnesses, and comparing the quality of the results.\nI am trying to run as much as possible only","author":"flaburgan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286608"},{"id":"2e00b9c7-8c88-45db-87a9-c7f95c717d92","source":"hackernews","source_id":"49288533","content_type":"comment","title":null,"body_preview":"I was working on same idea but left in between and thank god they did it.\nWhy I left that idea is because as a developer I know that was needed but I have limited time so I need to build that is reall","author":"gagan2020","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288533"},{"id":"3c253b87-51c9-4a2d-971f-8488a9e43762","source":"hackernews","source_id":"49286296","content_type":"comment","title":null,"body_preview":"Tangential but, are there benchmarks out there on how languages affect latent spaces and performance of these models?\nThis other day I was looking at that “caveman” skill, and was shocked to see it ev","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.08951096934568685,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286296"},{"id":"b4e0d76f-3e30-47f9-a693-b23dc1acaac5","source":"hackernews","source_id":"49286080","content_type":"comment","title":null,"body_preview":"The Cordis plugin architecture is interesting\nhttps://github.com/cordiverse/paper","author":"vinhnx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286080"},{"id":"ec2a1d56-c3bc-4140-b534-4aee00d2091c","source":"hackernews","source_id":"49292613","content_type":"comment","title":null,"body_preview":"Is this better than the bytedance cloudwego/eino Go library?","author":"favflam","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292613"},{"id":"53583959-f407-40d9-8cfa-9ff1acd78098","source":"hackernews","source_id":"49291756","content_type":"comment","title":null,"body_preview":"I've been thinking that they should design the DeepSeek harness to work with other providers since a large use case is to off-load work from an expensive model to DeepSeek, instead of makign everyone ","author":"try-working","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291756"},{"id":"35ce874a-fa7f-433c-b887-6e861d68d731","source":"hackernews","source_id":"49287947","content_type":"comment","title":null,"body_preview":"Everything is a plugin.\n\"this, like all other problems in Computer Science, can be solved by one more level of indirection.\"  Roger Needham, circa ~1981","author":"nycdatasci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287947"},{"id":"90591001-de6f-4307-bcb2-7ed627a0097d","source":"hackernews","source_id":"49288265","content_type":"comment","title":null,"body_preview":"I like it, it is beautiful, specially the trajectory tabs, very explicit, detailed on what it does. I like the plugin architecture, I wish they were sorted alphabetically so I don't waste hours lookin","author":"Kuyawa","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0.1349596552601342,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288265"},{"id":"7fba2170-252d-4770-bad5-dd52fd2a2c34","source":"hackernews","source_id":"49287844","content_type":"comment","title":null,"body_preview":"There is such a clear lack of innovation drive in this field. Every lab just copies what the other does. One of the most baffling things to me is how the once-upon-a-time good developer instinct to ma","author":"vhantz","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression","semantic_specificity"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287844"},{"id":"bd99c738-95f0-431e-9276-dbabcde8ab95","source":"hackernews","source_id":"49285900","content_type":"comment","title":null,"body_preview":"Is there a reason why so many of these agent harness are written in node.js?","author":"syntaxing","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285900"},{"id":"5323256c-5c48-4b6e-a34c-b582d65c298f","source":"hackernews","source_id":"49292294","content_type":"comment","title":null,"body_preview":"Based on what I've read today, DeepSeek Harness seems to be similar to Pi Coding Agent in design. Both are barebones to start out and rely heavily on plugins. However, 3 things make DSH stand out.\n1. ","author":"z_rho_one","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","suspiciously_balanced","missing_platform_voice","synthetic_empathy","hedge_stacking"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292294"},{"id":"a14a6f28-9793-4f0d-bee6-0212963b9d64","source":"hackernews","source_id":"49286014","content_type":"comment","title":null,"body_preview":"But like, what is it? Odd that this reached #1 on HN. The README is pretty bare outside of installation instructions and a link to \"Cordis\", which is \"A Meta-Framework of Spatiotemporal Composability.","author":"rco8786","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_observation"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286014"},{"id":"c4cded96-0dd6-4df3-91b2-3b3a527caa0d","source":"hackernews","source_id":"49286902","content_type":"comment","title":null,"body_preview":"«It uses an architecture where everything is a plugin»\nOk, that's enough for me. I have developped over the year a plugin fatigue.\nEvery product relying on \"community plugins\" for their features impli","author":"invaliduser","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286902"},{"id":"8712d261-6e79-4fed-ac5e-9a15881508d7","source":"hackernews","source_id":"49288757","content_type":"comment","title":null,"body_preview":"What's buried under the lede: this harness is using Cordis v4 (the paper that dropped today). Cordis has already been used for four years in a different project called Koishi that uses v3. Cordis itse","author":"ef2k","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288757"},{"id":"94590ab4-5391-4b1e-8bc3-3d26002bbe38","source":"hackernews","source_id":"49287317","content_type":"comment","title":null,"body_preview":"Hi I'm one of the authors of DeepSeek Harness. It's just an early developer preview version we're presenting in MIT license currently. Expect lots of rough edges and compatibility-breaking changes. An","author":"tianyicui","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287317"},{"id":"e30b51fa-9e34-44e1-947b-e66c0183e66d","source":"hackernews","source_id":"49286436","content_type":"comment","title":null,"body_preview":"I have read the underlying paper, and found it may be useful, but not that useful.\nFor those who want to know what it achieves: it adds hot-reload and dynamic enable/dispose capabilities to a plugin s","author":"lxdlam","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","platform_fluency"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286436"},{"id":"c495717b-39e1-42fa-9251-db1b1809fd09","source":"hackernews","source_id":"49288435","content_type":"comment","title":null,"body_preview":"\"Every run is traceable\nEverything the model sees is recorded in an append-only session log: system prompts, reasoning, tool calls and results, subagent scheduling, and every context injection. In the","author":"SwellJoe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288435"},{"id":"961fd99d-4cde-4f3a-b318-d8949f6936f9","source":"hackernews","source_id":"49291204","content_type":"comment","title":null,"body_preview":"Wait wait wait: so Xinjiang is an inalienable part of Europe?\nFor those interested in an overview of the history of the area in an historic dramatic frame of reference I can recommend the group of sho","author":"contingencies","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","specific_recommendation"],"bot_score":0.12001574500372394,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291204"},{"id":"4b84b2a0-0acb-4f26-8fab-5eca85e76134","source":"hackernews","source_id":"49291122","content_type":"comment","title":null,"body_preview":"The next step is to add Tocharian to Babbel and Duolingo ;-)","author":"slwvx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291122"},{"id":"b29cfdf7-4f0d-4deb-9102-7338f1f12c7d","source":"hackernews","source_id":"49290143","content_type":"comment","title":null,"body_preview":"Fun to read this in light of this other post: https://news.ycombinator.com/item?id=49279627","author":"falaki","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4555555555555555,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290143"},{"id":"49bb64a4-dd5b-456a-ba6e-1ac67478d664","source":"hackernews","source_id":"49291943","content_type":"comment","title":null,"body_preview":"> I printed this out of carbon fiber ASA, but probably boring old PLA would have worked just fine.\nI doubt it: PLA begins to soften at as low as 55 degrees Celsius. If there's weight on it, it's worse","author":"TacticalCoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.13904293124098976,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291943"},{"id":"aa172d19-1e91-4bfc-b779-1e040f34f711","source":"hackernews","source_id":"49290649","content_type":"comment","title":null,"body_preview":"One piece of v620 costs about 450 eurobucks on ebay right now. Weird to see a card with no HDMI output at all.","author":"Muromec","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","specific_observation"],"bot_score":0.15943609377704338,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290649"},{"id":"98ca4049-0cbf-46fe-84cc-f1ddd888dc28","source":"hackernews","source_id":"49289899","content_type":"comment","title":null,"body_preview":"> You'll start depending on it and then it'll get taken away from you.\nYou can not get around this, conceptually. Local inference will keep depend on updated models for quite a while. Partly because t","author":"_def","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289899"},{"id":"0aefe156-7029-429d-8cf9-1331e33bc75f","source":"hackernews","source_id":"49289714","content_type":"comment","title":null,"body_preview":"> Around this time I also realized that I didn't have Ethernet in the garage, so I started cutting holes in the drywall at 11:00 PM.\nAhh, one of those projects","author":"petesergeant","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289714"},{"id":"b0163cf0-c7f4-4d6b-a6f4-639e1c213b79","source":"hackernews","source_id":"49289819","content_type":"comment","title":null,"body_preview":"Our definition of \"Box of Scraps\" is wildly different.","author":"hk1337","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.0876394208992703,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289819"},{"id":"e0fecc25-639c-414d-b6ec-8d1292f5a797","source":"hackernews","source_id":"49289576","content_type":"comment","title":null,"body_preview":"Quite courageous to go with AMD. I am very curious to see Chapter 2 and how he solves the software stability that used to plague AMD AI applications.","author":"fabiensanglard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289576"},{"id":"935fce21-ea1b-4ca2-b818-eda1bf9b3ac5","source":"hackernews","source_id":"49290952","content_type":"comment","title":null,"body_preview":"Those are some pretty meaty scraps, way above what you’d have on several people’s shelves…","author":"rcarmo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.07180504833515942,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290952"},{"id":"d92056ea-10d5-4eb3-8e81-db74fa0c4614","source":"hackernews","source_id":"49292112","content_type":"comment","title":null,"body_preview":"I did a very similar setup with 4x AMD Instinct Mi50. For the air intake I used a single Noctua Industrial PPC 14cm fan, with a 3d printed duct. In the end the cards don't produce that much heat. A si","author":"matusnovak","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292112"},{"id":"ff7ce18d-d199-49d5-ac3d-1f19ff920220","source":"hackernews","source_id":"49291544","content_type":"comment","title":null,"body_preview":"I love this! Hacky recycling of old computer parts, home-cooked fan controllers and a website that is just plain HTML with a stylesheet that is so short I don't even have to scroll to read it all. Jus","author":"rsolva","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291544"},{"id":"58563517-a703-400b-b097-78e1f4d6f860","source":"hackernews","source_id":"49290201","content_type":"comment","title":null,"body_preview":"I ended up buying 2 DGX Sparks interconnected over QSFP with the intention of getting rid (as much as I could) of any cloud-based AI provider. I'm running DS4 Flash 0731 on it and some OCR models, usi","author":"comandillos","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290201"},{"id":"ee4eb71b-9701-449d-979e-77899233c97e","source":"hackernews","source_id":"49289490","content_type":"comment","title":null,"body_preview":"> I got these 10,000 RPM fans because I wanted to make sure I was moving enough air, and they were the same price as slower fans. They are really loud! I wanted the motherboard to control their speed ","author":"Aurornis","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.13458231753900693,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289490"},{"id":"adc42d3c-fa69-4524-abd6-d73c1d74143e","source":"hackernews","source_id":"49291758","content_type":"comment","title":null,"body_preview":"> The cards had some kind of metal cable guide fin on the back\nThat's to slot into the front PCI brackets for full length cards. There's \"full\" size for PCI cards and most GPUs are considered \"half\" l","author":"numpad0","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions","strong_opinions","edit_note"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291758"},{"id":"8d3fac56-f84f-4d65-b7c3-3e9f263d61e2","source":"hackernews","source_id":"49289588","content_type":"comment","title":null,"body_preview":"I recently switched over to using primarily Bullet for my projects and the speed of it makes it very nice to get projects off the ground quickly and work properly.  I also found that Adi and Alex make","author":"lucasdimarco","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289588"},{"id":"9743e552-6eef-4bbc-ac48-2906194d752d","source":"hackernews","source_id":"49288856","content_type":"comment","title":null,"body_preview":"Your landing page is very hard to read. The font size is literally 10px for some content, while animations distract the reader.\nDear YC, please force the startups to dedicate some of the 500k funding ","author":"docheinestages","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.0868782278544649,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288856"},{"id":"b44d34db-bdd8-47d9-ad53-36a2d8e589be","source":"hackernews","source_id":"49288442","content_type":"comment","title":null,"body_preview":"Are you freaking kidding me with YC throwing money at something like this? I guess I can fund raise just by having built https://maki.sh, and months ahead of other founders too...","author":"tontinton","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","self_reference"],"bot_score":0.13749999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288442"},{"id":"534462c9-063c-4afe-b9a3-8a4b7ce74e59","source":"hackernews","source_id":"49290178","content_type":"comment","title":null,"body_preview":"I think this adds no value. I would stick to OpenCode.\nThings I would value: high-fidelity visualization (bonus points for Figma-like visual edits), good tool use (don't force me to tell the model), t","author":"esafak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.07532823452151328,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290178"},{"id":"9ace2ff5-eb89-42ce-91d0-a2ea65a5e420","source":"hackernews","source_id":"49288295","content_type":"comment","title":null,"body_preview":"> P.S: we hid a code on the website, see if you can unlock the secret page at the footer, all built with Bullet\nIs it even hidden when your AI ends up tagging it with `aria-label=\"Hidden secret code\"`","author":"hmokiguess","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.08951096934568685,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288295"},{"id":"4a479950-f839-44a9-9d4f-ffda4ae15df3","source":"hackernews","source_id":"49287633","content_type":"comment","title":null,"body_preview":"Focusing on execution speed for coding agents is the right bottleneck to tackle. Exciting launch.","author":"myshapeprotocol","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.195404140665565,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287633"},{"id":"553e2272-6dba-49c3-9295-c29f39d16820","source":"hackernews","source_id":"49292123","content_type":"comment","title":null,"body_preview":"Since I can't get this thing not to annotate its commits with itself as an author, I can't use it.\nThat should be an option, not forced.","author":"etchalon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292123"},{"id":"7db39b5b-270d-4074-bd39-41fcee844ff9","source":"hackernews","source_id":"49289151","content_type":"comment","title":null,"body_preview":"Congrats on the launch.\nI can't find which model providers are supported?\nAre you calling the claude-code CLI directly and make bullet usable with anthropic subscriptions like orca or herdr?\nI guess h","author":"0kk33","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289151"},{"id":"447326a0-15be-4de6-9b3e-60fb379567ae","source":"hackernews","source_id":"49283583","content_type":"comment","title":null,"body_preview":"Skip signup:\nCmd+Option+I > Console > 'allow pasting'\nconst onboarding = document.querySelector('#onboarding');\nconst app = document.querySelector('#app');\nonboarding.style.setProperty('display', 'non","author":"apimade","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.13749999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283583"},{"id":"6ebdd4e6-5d2b-4bf6-b410-cbd13f03c9fe","source":"hackernews","source_id":"49289059","content_type":"comment","title":null,"body_preview":"This is a promising direction! Unfortunately, I think the benchmark result here is essentially meaningless.\nI recently discovered this same lesson the hard way. I was trying to get a multi-agent syste","author":"seizethecheese","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.11043160859797836,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289059"},{"id":"ad821108-3686-4e62-ae83-aea0c5f0b219","source":"hackernews","source_id":"49288797","content_type":"comment","title":null,"body_preview":"How are folks managing stateful workloads like databases on Oxide?","author":"redwood","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1982778166251709,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288797"},{"id":"6722a0fa-c4b5-46c5-a738-a58aa7e20cb0","source":"hackernews","source_id":"49291592","content_type":"comment","title":null,"body_preview":"I think it'd be cooler if you could just run kubernetes directly on their bare metal hardware without their hypervisor in between","author":"preisschild","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291592"},{"id":"b6435f55-afca-4054-929d-a7badec210a6","source":"hackernews","source_id":"49288521","content_type":"comment","title":null,"body_preview":"So you’d be attaching a new volume to the running worker VM for each PVC? This seems a little odd to me. Could you attach a single large volume, and do path-based provisioning on that?","author":"wolttam","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288521"},{"id":"844569e0-5bb6-4627-9390-493a97045020","source":"hackernews","source_id":"49290042","content_type":"comment","title":null,"body_preview":"Bug report I guess, but the pages top navigation seems completely inoperable to me on my iPad. Clicking with my finger does not work. Clicking with my Apple Pencil does not work. Any sort of hover sta","author":"donatj","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290042"},{"id":"89df736e-9262-4191-91cd-15a28c1e0d5f","source":"hackernews","source_id":"49288276","content_type":"comment","title":null,"body_preview":"Kubernetes is where Oxide, from my armchair, doesn't yet quite match the public cloud.\nOn AWS EKS Fargate, each pod runs in its own dedicated VM. With Oxide each k8s node is a VM, so you still need so","author":"whazor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","technical_depth_with_personal_perspective"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288276"},{"id":"212e5d09-2df2-47ef-9432-333f6d163e9a","source":"hackernews","source_id":"49288766","content_type":"comment","title":null,"body_preview":"I am wondering when would you use kubernetes on oxide vs running kubernetes with kubevirt on baremetal?\nAt first look, it feels like oxide is equivalent to proxmox or some virtualization tool, may be ","author":"bitlad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.06557782400195844,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288766"},{"id":"5ccf69ca-0d36-42d3-a834-dec9624dbbe5","source":"hackernews","source_id":"49288232","content_type":"comment","title":null,"body_preview":"Love to see the CAPOx provider and buy in to Cluster API","author":"moondev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288232"},{"id":"a4c12481-2a4b-490a-a223-4cbfb76b2fb1","source":"hackernews","source_id":"49289104","content_type":"comment","title":null,"body_preview":"Disclaimer: I'm totally biased here.\nI talked with a colleague from Oxide in 2024 about your Kubernetes story and he said back then \"not yet but soon-ish\". Seems like soon-ish is now :)\nWe said we'd t","author":"lars_francke","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","offer_stands"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289104"},{"id":"bfb0d58e-d90c-450e-b516-bd6b1f875c3b","source":"hackernews","source_id":"49287675","content_type":"comment","title":null,"body_preview":"I would absolutely kill for them to open source their documentation system.","author":"overflowy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.09574214382161866,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287675"},{"id":"ae85af86-1f2c-4399-8fc7-a06820c4ba08","source":"hackernews","source_id":"49287778","content_type":"comment","title":null,"body_preview":"I have seldom wanted anything as much as I want an Oxide rack at home.  Maybe in 40 years we'll start to see the first ones show up in surplus auctions...","author":"pianoben","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287778"},{"id":"c5446b01-2abd-42e0-ac82-c19ce2d33061","source":"hackernews","source_id":"49292755","content_type":"comment","title":null,"body_preview":"I’ve tried so hard to figure out what the hell oxide even is, but the website is utterly impenetrable. I guess it’s an “integrated platform” and does “AI” and it’s “purpose built for frontier workload","author":"ninkendo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292755"},{"id":"305ffdac-2ade-4051-964a-490efff89eb7","source":"hackernews","source_id":"49287553","content_type":"comment","title":null,"body_preview":"I'm interested to see how the `oxide-cloud-controller-manager` is being built for \"modern\" Kubernetes and if it leads to any signify difference compared to CCMs that originated in-tree. Given the way ","author":"stevehipwell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287553"},{"id":"e867f656-4e92-4e59-bb76-28064656bd44","source":"hackernews","source_id":"49292333","content_type":"comment","title":null,"body_preview":"At the bottom right of hardware photo 3 I see VR2 and VR3 populated with things that seem to have screw holes. Are these variable resistors maybe? If so, what for? Tuning something I imagine.","author":"Waterluvian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292333"},{"id":"21f8ff5d-46fa-4d41-bb27-3f95faca34c2","source":"hackernews","source_id":"49292303","content_type":"comment","title":null,"body_preview":"And if you want (at least just an overview) of even more strip Mahjong games https://www.youtube.com/watch?v=ZaZoMFmMgI4","author":"haunter","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.14030746688655862,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292303"},{"id":"66af39b0-a7fc-4c53-94f0-4014b150a031","source":"hackernews","source_id":"49292393","content_type":"comment","title":null,"body_preview":"20+ years ago, I went through a stage of playing lots of strip mahjong games on MAME, mostly because there weren't (or I didn't know) other ways to play actual mahjong on PC (native PC games that clai","author":"Al-Khwarizmi","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292393"},{"id":"4912ad4c-5a16-434d-a8d0-905498a5b23e","source":"hackernews","source_id":"49292207","content_type":"comment","title":null,"body_preview":"This is really cool.  Old school video game developers were really creative with their usage of technology.\nMildly related, in high school back when Power Point was new (yes, dating myself a bit), I u","author":"hightrix","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292207"},{"id":"5f0b4537-7c6d-4658-9e67-aa8d356a434b","source":"hackernews","source_id":"49291837","content_type":"comment","title":null,"body_preview":"The affected entity is a single PBS station, which As Is the Present Custom fails to provide call letters or geographic location.\n\"Nine PBS\" seems to be <https://www.ninepbs.org/>, A/K/A KETC, St. Lou","author":"dredmorbius","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291837"},{"id":"35e45ce1-b270-4f58-80ed-c713dc73e7d0","source":"hackernews","source_id":"49287982","content_type":"comment","title":null,"body_preview":"From the article:\n>This wouldn't have been an issue if the organization bought a $1,000 NAS and populated it with a few hard drives.\nLook, I know that a certain percentage of Tom's Hardware articles a","author":"RIMR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.0998370832612177,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287982"},{"id":"3cf3fe2b-fac8-4395-b96d-28fadbbe2079","source":"hackernews","source_id":"49290037","content_type":"comment","title":null,"body_preview":"Drives are cheap, data is expensive.\nI work in several labs where I have to give this advice, which some labs are smart enough to make an ersatz backup that we store somewhere (PI's house) as a cheap ","author":"anarticle","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290037"},{"id":"0aeff442-435b-496a-bf67-f8e2117e42a3","source":"hackernews","source_id":"49287976","content_type":"comment","title":null,"body_preview":"Calling out Nine PBS for not accounting for the fact that their vendor could effectively just decide to commit crimes to get out of their contract and their vendor’s vendor could just decide to compou","author":"roughly","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287976"},{"id":"a22604cf-dfef-4a35-8644-b93b0147f4f1","source":"hackernews","source_id":"49287274","content_type":"comment","title":null,"body_preview":"Isn't 50TB just 6 years of videos, in even the best case (1GB/h)?","author":"Good4boothee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287274"},{"id":"388754f2-9e29-496f-a122-ab18922f8eb1","source":"hackernews","source_id":"49286361","content_type":"comment","title":null,"body_preview":"Not PBS but an affiliate broadcaster and the data is not lost as in destroyed, but legally encumbered.\nFull headline: PBS broadcaster loses access to 50TB of data comprising 70 years of TV history aft","author":"adolph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286361"},{"id":"4ae5d815-2d81-4956-8759-7e8399002f5d","source":"hackernews","source_id":"49287268","content_type":"comment","title":null,"body_preview":"> since 2019\nAt that point, why wouldn't you pick a major cloud vendor? This feels like more of a governance failure.","author":"dehrmann","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287268"},{"id":"97fd222b-3bd2-43e0-b642-5925c2642bb7","source":"hackernews","source_id":"49292526","content_type":"comment","title":null,"body_preview":"All this over 50 TB of data. Could have created an in-house replicated NAS with like $2500 worth of hardware.","author":"paxys","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1269933251955914,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292526"},{"id":"0b0bd54c-09c9-4f17-b426-e8c943edea98","source":"hackernews","source_id":"49291203","content_type":"comment","title":null,"body_preview":"When I worked for Syncplicity, we offered an on-site version for \"cloud\" storage specifically for this reason. (Ok, not specifically for this reason, it was because customers demanded it and an on-sit","author":"gwbas1c","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","strong_opinions"],"bot_score":0.11944165925109773,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291203"},{"id":"7ca01141-a569-45ff-b27a-45966939645c","source":"hackernews","source_id":"49292269","content_type":"comment","title":null,"body_preview":"Intermediaries. When it's not the DNS it's the anomalous status of intermediaries.","author":"ggm","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.130114046289861,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292269"},{"id":"ef944a1d-0aed-43bd-a245-fba9452ba9d8","source":"hackernews","source_id":"49286430","content_type":"comment","title":null,"body_preview":"> This wouldn't have been an issue if the organization bought a $1,000 NAS and populated it with a few hard drives.\nOkay hang on now.. that strategy comes with its own risks. Risks that I imagine PBS ","author":"ktm5j","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286430"},{"id":"430b0c1a-24ed-496f-a8fc-80a52ba89126","source":"hackernews","source_id":"49285969","content_type":"comment","title":null,"body_preview":"This underscores the importance of the Internet Archive and people like Marion Stokes (https://en.wikipedia.org/wiki/Marion_Stokes).","author":"treetalker","classification":"human_created","confidence":0.7,"indicators":["human_indicator_platform_fluency","human_indicator_niche_expertise"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285969"},{"id":"84f75c73-fa90-4a0e-b594-fbf7598b5e1e","source":"hackernews","source_id":"49289146","content_type":"comment","title":null,"body_preview":"It's funny to me that entire companies exist that have a fraction of storage that I personally have in a datacenter on flash let alone in total. 50 TiB is so little. It's like $7k annually on R2 and u","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","false_specificity"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289146"},{"id":"8990251e-8003-439e-800b-9151c088e551","source":"hackernews","source_id":"49285827","content_type":"comment","title":null,"body_preview":"This might be the website: https://www.osstorage.com/\nI wonder how they got the contract? Seems to be 4 people 'employed' at this company. Of which, one is retired, one is \"Linkedin Member\", one is a ","author":"thelastgallon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15579710144927536,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285827"},{"id":"73fba39c-2cd3-413e-b066-b63c8907d7de","source":"hackernews","source_id":"49288883","content_type":"comment","title":null,"body_preview":">storing over 50TB of data\nI thought this would be like the backups I've heard broadcasters have of every broadcast they've ever had (I've heard of people being able to request 20 year old news clips ","author":"ApolloFortyNine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1644611457792466,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288883"},{"id":"b3ed0040-f7ec-4878-a308-522b6f90312d","source":"hackernews","source_id":"49292513","content_type":"comment","title":null,"body_preview":"They should've kept the archives in their intern's car, like the State of Ohio did\nhttps://www.newson6.com/story/5e3687772f69d76f6209d656/tape-...","author":"amiga386","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292513"},{"id":"6429dc59-726e-4c5d-b02a-d8dd8b9a4f01","source":"hackernews","source_id":"49286462","content_type":"comment","title":null,"body_preview":"Ok, it sucks, losing data always sucks, but what ever happened to the 3-2-1 backup rule? even if your off site backup provider goes tits up, your on site backup is still there.\nIf you don't want on si","author":"Crosseye_Jack","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","specific_technical_detail","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286462"},{"id":"bf5fe1ba-9d58-4159-bbe5-9b4feb833653","source":"hackernews","source_id":"49287706","content_type":"comment","title":null,"body_preview":"Free account, indefinitely, to whoever needs it to store this data … including the storage vendor.\nJust email…","author":"rsync","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287706"},{"id":"8625fc4e-3583-4096-b1f7-ed8afa098fe2","source":"hackernews","source_id":"49289553","content_type":"comment","title":null,"body_preview":"I found an old database backup of 0.mk on a disk I had kept.\n0.mk started in 2009 as a passion project built by three of us. We worked on it for a few hours each week around our regular jobs. We event","author":"tdx","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_experience","natural_digressions","absence_of_ai_signals"],"bot_score":0.4633053221288515,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289553"},{"id":"8bbab6cd-4919-44e9-891c-415be5213a54","source":"hackernews","source_id":"49291005","content_type":"comment","title":null,"body_preview":"The blog mentions  \"0.mk's revenue did not cover hosting\" but then goes on to implement expensive AI integration. Not counting cost for tokens to do the development.\nAlso:\n> Reply to any 0.mk email an","author":"Lord_Zero","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291005"},{"id":"2cce14e9-152e-451d-920e-da86bd022f48","source":"hackernews","source_id":"49290852","content_type":"comment","title":null,"body_preview":"\"The old web\" is 1993 to 2007. It's all been downhill ever since.","author":"SwellJoe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290852"},{"id":"6fd7c87e-3781-44af-973f-1593bc08c198","source":"hackernews","source_id":"49290073","content_type":"comment","title":null,"body_preview":"Webpages dying is probably one of the biggest design flaws of the original web.\nI am not saying old content needs to be preserved forever, but so much content has factually been lost over time. Old lo","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","genuine_specificity","platform_fluency"],"bot_score":0.14203380184839992,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290073"},{"id":"4b88bdc0-e8d0-4a99-8d75-4cb4403b7d4d","source":"hackernews","source_id":"49290690","content_type":"comment","title":null,"body_preview":"Purevolume mention made me sad. I miss that community.","author":"hmhrex","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","terse_replies"],"bot_score":0.239154140665565,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290690"},{"id":"e44aac7a-5d12-4391-a4a1-fa396e53b058","source":"hackernews","source_id":"49290206","content_type":"comment","title":null,"body_preview":"Am I getting old? 09-14 is not even close to the old web for me. The old web, to me, was back when people still published physical 'phone' books for websites.","author":"tokai","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_patterns"],"bot_score":0.16508479693755426,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290206"},{"id":"ef22521c-1eeb-4420-8ae0-69ed85b48b9f","source":"hackernews","source_id":"49291436","content_type":"comment","title":null,"body_preview":"It seems putting anything on the web that allows submit is screaming to get spammed these days. Is there any sort of spam filter that's worth using?","author":"6c696e7578","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291436"},{"id":"18dc59c8-713e-4927-98e2-d967e70dd61d","source":"hackernews","source_id":"49292667","content_type":"comment","title":null,"body_preview":"Fun experiment:\nHave an LLM “guess” random URLs seeded with words from a dictionary, iterating over each word and guessing a URL.\nIt guesses a lot of correct URLs. This is one method of “URL hunting” ","author":"twotwigs","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292667"},{"id":"04cfb80a-ee97-448a-aab9-d1c124df7a42","source":"hackernews","source_id":"49290630","content_type":"comment","title":null,"body_preview":"Remember the good ol' days when we all thought that everything on the web would exist for eternity and over.","author":"z_rho_one","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290630"},{"id":"72a9e527-8734-4521-b484-15ae8d52fcdf","source":"hackernews","source_id":"49291581","content_type":"comment","title":null,"body_preview":"Quite ironic that a link shortener which went offline for a decade or so is now posting about other sites not staying online.\n0.mk, you had one job…","author":"mryall","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291581"},{"id":"94565040-3a1b-45da-843b-6515c0aff2f5","source":"hackernews","source_id":"49291150","content_type":"comment","title":null,"body_preview":"2009-2014? That's not the old web. Or I'm old. Take your pick.","author":"bradley13","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291150"},{"id":"0169bddf-7b90-4147-b7d3-ed3fc93e9816","source":"hackernews","source_id":"49292167","content_type":"comment","title":null,"body_preview":"I'd define it as the web until the time that Facebook truly took off and conquered the hearts and minds of so many (that was the first huge shot in the losing war of the old web). For example, a key p","author":"morganf","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292167"},{"id":"b89928da-c49b-4f32-8e3b-9a04fa07bf99","source":"hackernews","source_id":"49291792","content_type":"comment","title":null,"body_preview":"I would posit that \"old web\" could be defined as the period before Google Search became public (<~1997).\nBut maybe that's more a measure of my own age and perceptions rather than an accurate represent","author":"jperras","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291792"},{"id":"5991d36a-ceb4-469b-bdb8-052583c068f8","source":"hackernews","source_id":"49292724","content_type":"comment","title":null,"body_preview":"Here's a contrarian timeline: maybe the old web will return? My reasoning: when the \"old web\" was great, most people thought the internet was for nerds. Sure even casual users would forward funny emai","author":"MetaWhirledPeas","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","platform_fluency","semantic_blandness"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292724"},{"id":"838e2146-8d9e-4dcd-a0b2-0548084e93d7","source":"hackernews","source_id":"49291994","content_type":"comment","title":null,"body_preview":"Opencodes dynamic context pruning works by labeling tools and chat and the rest and the agent can collapse and expand summaries.\nI get it into 1M+ routinely on local models with operations between 50k","author":"cyanydeez","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","false_specificity","missing_platform_voice"],"bot_score":0.1070412985504187,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291994"},{"id":"de195666-e078-4bfd-a9fc-854c0b6510c1","source":"hackernews","source_id":"49291851","content_type":"comment","title":null,"body_preview":"TLDR: It keeps ~20k tokens of recent conversations, then hands the rest of the conversation to another model with a special system & user prompt. This then fills out a template with relevant informati","author":"randomblock1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291851"},{"id":"72f14d12-074d-4ed2-b0c0-3c84d67e0eb5","source":"hackernews","source_id":"49292371","content_type":"comment","title":null,"body_preview":"I expect Pi is mostly used with OpenAI plans, and OpenAI has a dedicated compaction endpoint you should probably be using with their models instead of a compaction prompt.","author":"searealist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292371"},{"id":"ca651ae5-08c1-409e-9627-c035ac6cad76","source":"hackernews","source_id":"49292517","content_type":"comment","title":null,"body_preview":"Again someone stealing Tolkien work and using it for their corporate name.\nEvil cannot create only imitate.","author":"juleiie","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292517"},{"id":"7de9e4b5-4613-46f5-8a71-162f88bbe640","source":"hackernews","source_id":"49291801","content_type":"comment","title":null,"body_preview":"Can someone recommend a Hermes alternative that is less token hungry? Pi did not work well for my use case.","author":"Gecko4072","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.21594083650021642,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291801"},{"id":"1d741b3e-b25b-4028-ba07-f9c88c81b764","source":"hackernews","source_id":"49291979","content_type":"comment","title":null,"body_preview":"Compaction has been a pretty painful part of local llm usage. Scrapping the current context and parsing almosy 128k of context then generating something like 5-10k tokens - that can take quite a while","author":"kennywinker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291979"},{"id":"3db154bc-804c-4cf2-a7ce-7caf673635e9","source":"hackernews","source_id":"49292491","content_type":"comment","title":null,"body_preview":"Was expecting the article to go more in-depth.\nSay, what happens when chain of summaries grows so long, that it still overflows context window. Is summarization runned over the summaries in the contex","author":"zahrevsky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292491"},{"id":"68bcbce4-cb2d-496c-9ce2-1474b3858ada","source":"hackernews","source_id":"49292158","content_type":"comment","title":null,"body_preview":"The advantage of running local stack is that you can do the compaction at the time of inference, i.e. some tool call runs out of context, you can just pause inference, purge/replace old tool calls wit","author":"storus","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.1513222309532205,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292158"},{"id":"6d9878f2-896e-42cf-9e73-d0235fb7aa9e","source":"hackernews","source_id":"49292224","content_type":"comment","title":null,"body_preview":"Compaction is painful if you run just one local LLM, the best way to avoid it is to keep context as small as possible.\nOne trick I find useful is to have one model with two KV caches running and while","author":"novaRom","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","imperfect_expression","self_reference"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292224"},{"id":"a7fd78f0-4a6a-454c-82de-6169152100b1","source":"hackernews","source_id":"49292454","content_type":"comment","title":null,"body_preview":"I don't like any of current solutions when it comes to compaction. I'd love to have a way to say what exactly should be summarized, because most of the time I just need to compact some noisy MCP tool ","author":"damsta","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292454"},{"id":"0e1a880e-9ce6-431d-898c-8993e87bd9de","source":"hackernews","source_id":"49292778","content_type":"comment","title":null,"body_preview":"OMP changed the default compaction to images! Kinda nuts to read about. Saves the generation cost of the traditional compaction step and writes the context as tiny text to an image, if I was following","author":"jakswa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292778"},{"id":"11e5a6f0-eb36-455b-a3d6-096958130dc6","source":"hackernews","source_id":"49292776","content_type":"comment","title":null,"body_preview":"Instead of compaction, has anyone seen a successful implementation of pruning? That is, the agent looks at the conversation history and removes any low-value messages.\nFor example, sometimes context w","author":"kierangill","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292776"},{"id":"3dd77bcf-7d9e-4d1f-8e23-a74130082b6b","source":"hackernews","source_id":"49291852","content_type":"comment","title":null,"body_preview":"Systemd should just use DuckDB. It's perfect for this job.\n\"But isn't it an OLAP database? Shouldn't you use SQLite for something that's vaguely real-time?\"\nEh, in this instance, I think I'd prefer th","author":"quotemstr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291852"},{"id":"9204d209-b7e2-4fa5-9645-4efc3d31aca0","source":"hackernews","source_id":"49291686","content_type":"comment","title":null,"body_preview":"Oh how I love totally predictable poetterings reply to previous bug report that got closed because \"measuring it wrong\" and \"this is not a support forum\".","author":"rasz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291686"},{"id":"3c3e7db9-ed08-4d03-ba63-45d6a154d6d8","source":"hackernews","source_id":"49291299","content_type":"comment","title":null,"body_preview":"journald has never been of great quality. It somehow manages to be visibly slower than grepping gzipped text logs.","author":"mono442","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","niche_expertise"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291299"},{"id":"d14461fa-9404-4df0-b31d-d0991b206353","source":"hackernews","source_id":"49291571","content_type":"comment","title":null,"body_preview":"The \"gift\" of systemd never stops. It's like an STD, just spreading rot across everything it touches","author":"skullone","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291571"},{"id":"d16f8c5b-df2e-4880-8a6a-4a8fc476ead6","source":"hackernews","source_id":"49291860","content_type":"comment","title":null,"body_preview":"For 99% of installs the basic assumption that local logging (with local reading) is the primary mode is just wrong.","author":"lokar","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291860"},{"id":"d6965d14-171e-4abd-a487-c9160be21206","source":"hackernews","source_id":"49291376","content_type":"comment","title":null,"body_preview":"I'm probably the main person responsible for making journald usable at all.\nBut I never really made any effort to change the on-disk structure or how writes were performed.  My focus was more on the r","author":"pengaru","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","self_reference","technical_depth"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291376"},{"id":"f6db9366-386f-4d61-ba91-1c2e1108af1c","source":"hackernews","source_id":"49291746","content_type":"comment","title":null,"body_preview":"This issue report feels like it ought to be accompanied by a fix. If you think you can do better than journald's existing format, propose a new one with tests to prove it. GenAI makes this much easier","author":"otterley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291746"},{"id":"303a84a4-1647-4f50-a552-7b8b75f770da","source":"hackernews","source_id":"49291995","content_type":"comment","title":null,"body_preview":"Okay, so how do I disable journald and switch to something else, without getting rid of systemd completely?","author":"d3Xt3r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291995"},{"id":"c3786fc2-763f-4e92-ad0b-415d15be4c3e","source":"hackernews","source_id":"49291269","content_type":"comment","title":null,"body_preview":"Cool to see @ValdikSS here as well. The guy never sleeps or he is AI in disguise ;-)","author":"sam_lowry_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","humor_or_sarcasm","terse_replies"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291269"},{"id":"ea615e22-4d36-4ad8-af23-c1021f783248","source":"hackernews","source_id":"49291091","content_type":"comment","title":null,"body_preview":"Ooh, mmapped writes. I make that mistake once, years ago. :)  I posted a comment in that GH issue.","author":"amluto","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.13846933647534285,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291091"},{"id":"1d066ba3-2466-4bba-99f2-e28a7a6eb7eb","source":"hackernews","source_id":"49290601","content_type":"comment","title":null,"body_preview":"https://github.com/systemd/systemd/issues/40262#issuecomment...","author":"ValdikSS","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290601"},{"id":"fe3eabe9-e177-4336-8036-2e8d71025a34","source":"hackernews","source_id":"49291300","content_type":"comment","title":null,"body_preview":"How do you try to copy Windows NT's Event Log — which is essentially unchanged from the 1990s when systems ran on 32MB of RAM or less — and fail so spectacularly?\nThe first thing I do on a Linux syste","author":"pudgywalsh","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291300"},{"id":"72791864-e74d-4b93-9a2e-ea57445f7d84","source":"hackernews","source_id":"49290868","content_type":"comment","title":null,"body_preview":"I recently looked into disk usage of journald and was also shocked. My next step towards peace of mind is https://www.devuan.org/os/init-freedom\nWill try it out as next distro for my Debian system, lo","author":"smartmic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290868"},{"id":"5032b3b9-a394-4384-be6f-598bfd242c0c","source":"hackernews","source_id":"49291113","content_type":"comment","title":null,"body_preview":"journald is IMO the worst part of the systemd ecosystem. You're better off using it only as a router and not storing any logs in it. The indexing system it uses is slow and provides no control over ch","author":"barrkel","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","technical_critique","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291113"},{"id":"2a0ea6e0-b607-412f-937e-77e505d4e9bb","source":"hackernews","source_id":"49292109","content_type":"comment","title":null,"body_preview":"Something must have happened along the way, because this was not the original design intent of the database (emphasis mine):\n\"\"\"\nThe native journal file format is inspired by classic log files as well","author":"otterley","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","quoting_external_source"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292109"},{"id":"378bbbe4-95e2-42ea-b6f2-77f872d2cba4","source":"hackernews","source_id":"49292268","content_type":"comment","title":null,"body_preview":"The cherry on the cake is that you practically cannot filter journald. The only option is limiting by severity (e.g. errors and higher) or switch to non persistent journald storage and forward to rsys","author":"jck86","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292268"},{"id":"722b859e-6172-4522-9f35-877c11c67938","source":"hackernews","source_id":"49291816","content_type":"comment","title":null,"body_preview":"Blog post: https://openai.com/index/how-enterprises-put-ai-to-work/ (https://news.ycombinator.com/item?id=49281467)","author":"ChrisArchitect","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291816"},{"id":"6de13960-b3f4-495b-93a5-91238b6714df","source":"hackernews","source_id":"49292315","content_type":"comment","title":null,"body_preview":"This reads like some crypto or NFT commodity white paper, i.e. like an ad that says you need to use this now, and more, so that you'll figure out what it's good for.\nA difference is that in those whit","author":"cess11","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292315"},{"id":"c684a979-c1ea-40f4-9520-bf89b1a1da96","source":"hackernews","source_id":"49291519","content_type":"comment","title":null,"body_preview":"\"badly\". There, fixed it for you.\nSeriously, the best blog post on this subject has to be Ludicity: https://ludic.mataroa.blog/blog/ai-mania-is-eviscerating-glo...","author":"marcus_holmes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291519"},{"id":"a4612319-98c9-4a74-bfa8-6caf3d93ba28","source":"hackernews","source_id":"49291271","content_type":"comment","title":null,"body_preview":"Would it kill these OpenAI guys to learn how to write a white paper? Google's DeepMind did better with their AGI to ASI, though I have qualms on their execution.\nWhenever I see these Frontier Labs \"pu","author":"mjg2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","cultural_references"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291271"},{"id":"dcd4e9fb-089f-4a06-b99f-ada2c91698a1","source":"hackernews","source_id":"49291819","content_type":"comment","title":null,"body_preview":"I didn't scour the text but one thing I didn't see as an explanatory consideration in the paper is that the larger companies they talk about having larger adoption are also much more likely to have re","author":"jcims","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291819"},{"id":"dd7e6d50-7b61-4295-b359-7ac6ce230851","source":"hackernews","source_id":"49291855","content_type":"comment","title":null,"body_preview":"(2020)\nSome previous discussions:\n2023 https://news.ycombinator.com/item?id=38391787\n2020 https://news.ycombinator.com/item?id=23832087","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291855"},{"id":"344d4d99-b150-4820-a2d6-bc4e022f1c2c","source":"hackernews","source_id":"49292153","content_type":"comment","title":null,"body_preview":"I think Godel's theorem is the single most important result in mathematics. At the same time, when the subject comes up, I like to link people to this essay to dispel a lot of the woo surrounding it r","author":"Paracompact","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292153"},{"id":"c43c0810-ccc3-432a-b9d6-ebc80104dd47","source":"hackernews","source_id":"49291809","content_type":"comment","title":null,"body_preview":"This is my favourite proof in all of maths (that I've been exposed to). Truly unreal feeling proving a statement is unprovable using godel numbering in an exam","author":"smfjaw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291809"},{"id":"cc7260bf-9150-4005-af8b-ee8fd1a0c3b5","source":"hackernews","source_id":"49292219","content_type":"comment","title":null,"body_preview":"I am wondering if I'm just not smart enough to understand, but I've managed to slog through GEB and in the end the proof seems contrived, it stands on self reference.","author":"dsego","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292219"},{"id":"c66526b9-9a53-4719-89cb-690500057e45","source":"hackernews","source_id":"49291999","content_type":"comment","title":null,"body_preview":"If you like video, supplement your reading with\nJoel David Hamkins - Oxford lectures on the philosophy of mathematics\n\"The Gödel incompleteness phenomenon\"\nhttps://www.youtube.com/watch?v=Y5trjR5aw0k\n","author":"somethinsfishy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291999"},{"id":"af716969-8165-4bf3-bef5-7dfd4392318d","source":"hackernews","source_id":"49292288","content_type":"comment","title":null,"body_preview":"You can also obtain incompleteness from the unsolvability of the halting problem, by noting that if every statement in (say) Peano arithmetic were provable, one could solve the halting problem.  Encod","author":"pfdietz","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.17528735632183906,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292288"},{"id":"4af69e16-e9a3-4a4b-8b26-034e00e141d5","source":"hackernews","source_id":"49291823","content_type":"comment","title":null,"body_preview":"> However, although G is undecidable, it’s clearly true.\nThat's... not really true; it's surprising to see it in Quanta, of all places.\nGodel's (separate) completeness theorem says that in first-order","author":"matherial","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.17728011734937427,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291823"},{"id":"44e60a99-97c4-473c-adf7-e4a1f5339f4b","source":"hackernews","source_id":"49291309","content_type":"comment","title":null,"body_preview":"If you find this interesting, I highly recommend reading \"Gödel, Escher, Bach: an Eternal Golden Braid\"","author":"gavinsyancey","classification":"ai_generated","confidence":0.65,"indicators":["template_phrases","absence_of_personality"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291309"},{"id":"c08eebf2-d5cb-4934-b04c-e967d3bb68cf","source":"hackernews","source_id":"49292653","content_type":"comment","title":null,"body_preview":"Show HN:  I recently gave a talk on the incompleteness theorem, specifically expressed in the language of software.  It starts with a bit of historical background and a discussion of some of the philo","author":"gregfjohnson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292653"},{"id":"932d9979-31e0-4fa8-ab72-7fbaa58d5ca7","source":"hackernews","source_id":"49292798","content_type":"comment","title":null,"body_preview":"Gödels incompleteness is just an example of the fact that you cant determine the outcome of general case of infinite regression.\nThe same as me asking you to give me the last digit of pi.\nI am a bit a","author":"reliablereason","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.19373710637330804,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292798"},{"id":"3b93fb26-c519-4c51-8a66-5a902c4cc26f","source":"hackernews","source_id":"49286912","content_type":"comment","title":null,"body_preview":"The researcher behind this is obviously highly knowledgeable in reverse engineering CPUs to the tune it reminds me of the dwarves digging in Moria...\nBut why on earth do they have to use AI to write t","author":"mschuster91","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","opinionated_stance"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286912"},{"id":"1f307d1a-3041-4911-9550-96758465a1f1","source":"hackernews","source_id":"49291540","content_type":"comment","title":null,"body_preview":"This is a great starting point to go looking for PSP / SMM backdoors.","author":"nullc","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.1875,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291540"},{"id":"7905a237-0f38-4171-8e23-3cd292bc1467","source":"hackernews","source_id":"49286879","content_type":"comment","title":null,"body_preview":"Holy crap. This is like a software-reachable version of the dynamic memory aliasing hardware attack demonstrated by https://batteringram.eu/","author":"Retr0id","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286879"},{"id":"a063323d-3e65-462c-b9eb-f5e1b6bfe004","source":"hackernews","source_id":"49286937","content_type":"comment","title":null,"body_preview":"Holy shit, Christopher Domas is back. I remember watching his Defcon talks on x86 shenanigans[^1][^2] and being amazed at what he's been able to discover. Then he got whisked away by Intel and now dro","author":"aecsocket","classification":"human_created","confidence":0.9,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286937"},{"id":"271fc778-db16-414b-bf86-853d6ccbb1bc","source":"hackernews","source_id":"49287091","content_type":"comment","title":null,"body_preview":"Fascinating. So what is the DCT swizzling functionality designed for in the hardware originally?","author":"fulafel","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287091"},{"id":"72046951-23b8-4c7c-a1f5-728beeeaecdb","source":"hackernews","source_id":"49288933","content_type":"comment","title":null,"body_preview":"This is so cool. Outside of a cool demo, and maybe some black hat type stuff, this is surely dangerous, a bad idea, and shouldn't be done in prod. But pure hacker ethos at its heart.","author":"ecshafer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12138146337681277,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288933"},{"id":"c4591184-0539-4d24-848b-0099e91d6eb7","source":"hackernews","source_id":"49290652","content_type":"comment","title":null,"body_preview":"So nice to see Christopher Domas posting code again.","author":"__alexander","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290652"},{"id":"abced85e-e1a4-449c-8a56-65a7ce1fcda2","source":"hackernews","source_id":"49290041","content_type":"comment","title":null,"body_preview":"Where did this guy come from? Suddenly I’m seeing new amazing hardware exploits from them every day!\nhttps://news.ycombinator.com/from?site=github.com/xoreaxeaxe...","author":"semiquaver","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290041"},{"id":"1326fc35-bbfc-4fa1-8840-3af9388bb99e","source":"hackernews","source_id":"49287519","content_type":"comment","title":null,"body_preview":"I really hate to be that guy, but man, as someone who was and is a big Christopher Domas fan (and is way dumber than him, I mean, this stuff is seriously over my head)... it's been really disappointin","author":"ipdashc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287519"},{"id":"c6ae8789-ddef-47b1-b80a-2136df300975","source":"hackernews","source_id":"49287818","content_type":"comment","title":null,"body_preview":"I don't understand the threat model being attacked here. If you had physical DRAM access you could do all of this anyway right? And I would assume that an unprivileged user would not have write access","author":"dooglius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287818"},{"id":"24da1d62-56f1-4eb0-9ae4-259d9492ae60","source":"hackernews","source_id":"49291017","content_type":"comment","title":null,"body_preview":"So what's inside Intel ME, AMD PSP and associaded firmwares? Don't leave us hanging here...","author":"matheusmoreira","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.11942206707646894,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291017"},{"id":"2990fc5f-ae08-4068-9dda-b140cc5b317c","source":"hackernews","source_id":"49287168","content_type":"comment","title":null,"body_preview":"The big question is whether this can break out of KVM and whether it can be microrode patched / patched in any other way.\nAnd whether it's really real in the first place.","author":"devttyeu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287168"},{"id":"0511f34d-8ad5-48dd-ba4d-df410c2f3ce1","source":"hackernews","source_id":"49291060","content_type":"comment","title":null,"body_preview":"I’m confused. Why is this remapping option exposed to userspace?","author":"randyrand","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291060"},{"id":"a7c21bfb-f973-4c40-b5aa-e9e00910d9ff","source":"hackernews","source_id":"49288611","content_type":"comment","title":null,"body_preview":"This is only applicable if you already have root (in order to get beyond that), right? It doesn't expose new risk of local privilege escalation?","author":"zahlman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288611"},{"id":"583f0313-e577-408c-b1ad-f7c02fd88095","source":"hackernews","source_id":"49289048","content_type":"comment","title":null,"body_preview":"I spaghettify my memory every time I write C code.","author":"raver1975","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289048"},{"id":"d6ae56d8-a956-4a96-8648-2e05c85aa16b","source":"hackernews","source_id":"49286972","content_type":"comment","title":null,"body_preview":"So on an affected system, ring 0 root has access to pretty much everything that was hidden in negative ring territory. The page is pretty quiet about what other processor families might be similar bey","author":"dzdt","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_comprehensive","semantic_blandness"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286972"},{"id":"7131fb32-553c-46e6-a9e1-58bbe92be7cf","source":"hackernews","source_id":"49287929","content_type":"comment","title":null,"body_preview":"OK, so this works on AMD Jaguar according to the README. That's a architecture from 2013. There's notes about Zen 3 having a different base address for the memory controller registers, but that's it. ","author":"gmueckl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49287929"},{"id":"1d9a88b5-1bd9-4d16-8a7b-0e8084b6f2b6","source":"hackernews","source_id":"49288382","content_type":"comment","title":null,"body_preview":"This is all great to get full unfettered access to your own system, as life should be.\nI’m sure Xbox and PlayStation security groups are a little nervous right now though. Getting ring-0 on those mach","author":"WhiteDawn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288382"},{"id":"55a139b9-fc3c-4588-98ab-9e9d3cd9e11d","source":"hackernews","source_id":"49288931","content_type":"comment","title":null,"body_preview":"When I started with computers, DRAM was understandable by a teenager: RAS, CAS, read, done.\nOk, the necessary refresh was always a little pain, but still something manageable.\nNowadays, I feel you nee","author":"weinzierl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288931"},{"id":"4e8e606c-47da-45f5-9f6b-24262a4a49d0","source":"hackernews","source_id":"49286925","content_type":"comment","title":null,"body_preview":"I cannot wait for the accompanying Black Hat talk. Christopher Domas is one of my absolute favorite all-time hackers. He does such a fantastic job of explaining his work. Some of my favorite talks of ","author":"MattSteelblade","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286925"},{"id":"60a43404-feea-4135-bf03-925140ceec03","source":"hackernews","source_id":"49289826","content_type":"comment","title":null,"body_preview":"Ahhh I never saw donkey.bas, and only saw the Microsoft one. You know, when that company cared about being part of the industry, as opposed to being the entire industry, and really want to be 5 other ","author":"spwa4","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.16259297245027998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289826"},{"id":"6a847dc6-d951-458c-a58b-06ea231ea353","source":"hackernews","source_id":"49290643","content_type":"comment","title":null,"body_preview":"tangential: I still remember how disappointed I was in PCs being used to a C64 (which was released in 1982) The quality of the games & sound effects was just not on the same level (C64 being much more","author":"toolslive","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290643"},{"id":"43ae6e53-da47-413e-a473-4340ec14d1be","source":"hackernews","source_id":"49290884","content_type":"comment","title":null,"body_preview":"This is what got me into programming. When I was a kid, I had a shitty 386 because my father got a computer second hand from a friend (we were poor). I was playing the game and then pressed a key and ","author":"mempko","classification":"human_created","confidence":0.92,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","self_reference","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290884"},{"id":"89fa5474-9e3a-44f3-bc17-6a400a9809ce","source":"hackernews","source_id":"49289978","content_type":"comment","title":null,"body_preview":"It says something about what a thoughtful development environment these early BASICs were, that you could make a full simple little game like this in only 131 lines even though they're ostensibly far ","author":"wk_end","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","comparison_to_modern_languages"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289978"},{"id":"a87662cb-9781-44e9-8fad-762bbfcc60be","source":"hackernews","source_id":"49289744","content_type":"comment","title":null,"body_preview":"Related:\nHappy 45th Birthday to the IBM PC and Model F/XT\nhttps://news.ycombinator.com/item?id=49280103","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289744"},{"id":"18953b89-c242-4b8d-bf3b-81910938c33c","source":"hackernews","source_id":"49291155","content_type":"comment","title":null,"body_preview":"Clearly this needs to be replicated as GTA minigame.","author":"buildsjets","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291155"},{"id":"9c142394-ee09-4136-b8e7-8232011f0432","source":"hackernews","source_id":"49289633","content_type":"comment","title":null,"body_preview":"On my machine, it is flickering like _crazy_, as if it's trying to shift back and forth between two resolutions.\nOSX, Firefox, browser size 3326×2830 pixels. Only happens at or around that particular ","author":"pavel_lishin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.11837154710676195,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289633"},{"id":"45f0a0cb-a91d-4e2c-b8ea-864de0ffea7c","source":"hackernews","source_id":"49289732","content_type":"comment","title":null,"body_preview":"my car keeps hitting the donkey when switching lanes even though I'm already well past it..","author":"flowofcontrol","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289732"},{"id":"6450f181-61a0-403e-913a-87f4fb44007f","source":"hackernews","source_id":"49290915","content_type":"comment","title":null,"body_preview":"My perceptron can play this game, I think\nhttps://github.com/victorqribeiro/carGamePerceptron","author":"atum47","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290915"},{"id":"b93b3340-5bdf-4866-8a1f-614a78d98bdb","source":"hackernews","source_id":"49290197","content_type":"comment","title":null,"body_preview":"Someone gave my grandfather a Games BASICA floppy that had this and other games on it.  But this copy had a few games that had been \"modified\".  I remember in DONKEY.BAS, it would curse at you if you ","author":"friarpuck","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290197"},{"id":"0af8e3d0-a2f6-4058-85ad-d4b1826b20d6","source":"hackernews","source_id":"49290663","content_type":"comment","title":null,"body_preview":"I once heard the rumor that DONKEY.BAS was the last piece of code Bill Gates wrote himself at Microsoft. I wonder if it's true.","author":"sedatk","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_signals"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290663"},{"id":"04cb855b-38ac-4181-b359-2cbd4238a4db","source":"hackernews","source_id":"49289466","content_type":"comment","title":null,"body_preview":"Inspired by the 45th anniversary of the IBM PC, I got my slopmachine cracking on a port of DONKEY.BAS to work in a browser. Pretty happy with the result. As a young person I remember being fascinated ","author":"jkrauska","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289466"},{"id":"076b4a9b-a7ca-4842-8660-3d50559b7fea","source":"hackernews","source_id":"49290246","content_type":"comment","title":null,"body_preview":"For anyone unfamiliar with DONKEY.BAS: it’s notable for having been co-written by Bill Gates. More info on its history bere: https://en.wikipedia.org/wiki/DONKEY.BAS","author":"jamesdhutton","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290246"},{"id":"bf2c6c64-3163-4b2d-8d82-06d173c887a5","source":"hackernews","source_id":"49292198","content_type":"comment","title":null,"body_preview":"The game theory is all wrong, this is a cooperative game, either they both win or both lose. I don't see how the Donkey getting hit by a car should be classified as \"Donkey wins\"","author":"marcuskaz","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292198"},{"id":"2f4f9849-836a-43fe-a31f-12d66ffb4489","source":"hackernews","source_id":"49290148","content_type":"comment","title":null,"body_preview":"Brings back memories of GORILLA.BAS! https://en.wikipedia.org/wiki/Gorillas_(video_game)","author":"nfriend","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290148"},{"id":"d2755412-c9fd-40db-b597-7833976369d4","source":"hackernews","source_id":"49289804","content_type":"comment","title":null,"body_preview":"Nice job. The sound effects are a bit too advanced because early IBM computers shipped with pretty simple, magnetically driven dynamic speakers.\nOn a related note, I’ve actually spent the last four mo","author":"vunderba","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions","external_link_with_context"],"bot_score":0.06672189870947734,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289804"},{"id":"79524051-6c0c-434e-9eaf-a7f9ded6b8c8","source":"hackernews","source_id":"49290561","content_type":"comment","title":null,"body_preview":"Whoever is paying all that for OCR is being scammed.","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.08951096934568685,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290561"},{"id":"989f505a-afa7-4195-ae44-24e66e0d8afb","source":"hackernews","source_id":"49292277","content_type":"comment","title":null,"body_preview":"Who the hell at Mistral thinks it is a good idea to register CMD + T as a shortcut for switching theme!?","author":"tethys","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292277"},{"id":"83230968-774e-4d3a-a415-c2010eee59f0","source":"hackernews","source_id":"49289555","content_type":"comment","title":null,"body_preview":"The chinese did it better, mistral is alive thanks to regulations.","author":"mainecoder","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289555"},{"id":"c0e759c3-33f7-4cbd-a463-4637014a7e02","source":"hackernews","source_id":"49290972","content_type":"comment","title":null,"body_preview":"Mistral is bumping the price of this thing every release. I think we're at 2x now?","author":"parhamn","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290972"},{"id":"2acc3102-51b3-41b2-b909-2378ca922d43","source":"hackernews","source_id":"49290410","content_type":"comment","title":null,"body_preview":"I've been experimenting with using NuExtract this week on locally OCRing bank statements that don't have a predefined document structure. It's way better than Tesseract or a generic vision-enabled mod","author":"ad_fontes","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290410"},{"id":"1a46dfcf-22a6-44cd-b665-8fdd70f5be96","source":"hackernews","source_id":"49289852","content_type":"comment","title":null,"body_preview":"How does this compare to Baidu Unlimited OCR. I've been very impressed with Baidu and it's essentially free to run on a decent computer, other than electricity costs.","author":"Johnny_Bonk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289852"},{"id":"e825a8c0-5aee-48b8-be28-2b9e1f1bda2d","source":"hackernews","source_id":"49291897","content_type":"comment","title":null,"body_preview":"I'm wondering if this model performs better on french (and other european languages) documents than others","author":"oliveralbertini","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_indicators","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291897"},{"id":"973c4623-bae3-443f-95fd-276cc9880444","source":"hackernews","source_id":"49291594","content_type":"comment","title":null,"body_preview":"Given the latest vibe release's new \"follow default\" model option, we should see a new coding / general Mistral model, mistral 4, soon.","author":"maelito","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291594"},{"id":"e8c41e07-8c0b-416c-80e7-62b2e6a15cbd","source":"hackernews","source_id":"49289821","content_type":"comment","title":null,"body_preview":"I won't comment on accuracy, but in internal benchmarks, Mistral OCR is significantly faster than comparable APIs.","author":"ianhawes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289821"},{"id":"961672b4-9d83-450b-b622-8bfecb8ca2c3","source":"hackernews","source_id":"49290156","content_type":"comment","title":null,"body_preview":"For anyone interested, I have an ocr pipeline running on rented GPUs, doing around 1000pages for 0.05-01 usd with around 0.8 seconds per page with full bounding boxes support for grounding.\nIf you’re ","author":"piterrro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290156"},{"id":"00d01914-d8ab-4580-a9f7-12acb60060ce","source":"hackernews","source_id":"49291747","content_type":"comment","title":null,"body_preview":"Does anyone know a site that lets you browse examples of input / output pairs?, particularly with layout analysis (bounding boxes of figures, tables, etc).","author":"ks2048","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.09907845753610682,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291747"},{"id":"4387a0d2-9122-4424-b836-78327769f23d","source":"hackernews","source_id":"49289573","content_type":"comment","title":null,"body_preview":"1000 Pages / 3.5€ this is expensive as hell.\nIf this is not fastly superior than something like tesseract it is not worth it.","author":"merb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289573"},{"id":"8727f4cf-24b2-41b2-8062-4eab4c4abe2c","source":"hackernews","source_id":"49289557","content_type":"comment","title":null,"body_preview":"At this point I lost all hope for Europe playing any significant role in the AI race. If that’s a good or a bad thing I don’t know, but it seems to me like that’s the reality.","author":"king_crimson","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289557"},{"id":"d8627638-73e3-40e9-b2bb-c5e417f9c191","source":"hackernews","source_id":"49292321","content_type":"comment","title":null,"body_preview":"The VLM's are so good at complex document understanding now.  But you just can't trust them not to invisibly censor sensitive clinical/legal docs, even at the maximally permissive settings.\nAnd the de","author":"waldrews","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292321"},{"id":"32eece5b-36cf-48a3-8580-3a4e05cda01f","source":"hackernews","source_id":"49289596","content_type":"comment","title":null,"body_preview":"I've got a scan from a book that I OCR with new releases. Ligatures, critical sigla, Fraktur letterforms, subscripts, superscripts, etc.\nNothing special about this model for overly-detailed work like ","author":"ComputerPerson","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289596"},{"id":"470c7c22-ac24-4cdd-b8f3-7e6fc6b5cb81","source":"hackernews","source_id":"49290577","content_type":"comment","title":null,"body_preview":"> allowing Sol Ultrafast to accelerate your most time-sensitive, mission-critical work\nCurious, what are some of the use cases?","author":"fg137","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290577"},{"id":"57134c3b-9333-4e80-8b89-a09a18d79f74","source":"hackernews","source_id":"49292088","content_type":"comment","title":null,"body_preview":"So if Fast mode is 1.5x faster at 2x the price, will Ultrafast cost 20x as much? $100/$900 per 1M tokens?","author":"damsta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292088"},{"id":"c858aec1-565d-4753-8c95-cdccf4d030cc","source":"hackernews","source_id":"49291532","content_type":"comment","title":null,"body_preview":"I don’t know if this is that useful for coding. In some autonomous world, where no one check the code and the agent can just spend 10X more time checking its work and leading to better results, yes ma","author":"sashank_1509","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17472847210202952,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291532"},{"id":"5cc17e9f-b314-4bb6-88db-934e5b73dff8","source":"hackernews","source_id":"49291213","content_type":"comment","title":null,"body_preview":"This is something I'm ready to pay for. Not more per token, but I will be happy to burn through 20x Pro subscription as fast as I consume my Plus weekly limit now, with 10x more tokens per unit of tim","author":"buybackoff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291213"},{"id":"d8b92fbb-1e03-4781-a7c1-2a9cec37b7ab","source":"hackernews","source_id":"49292282","content_type":"comment","title":null,"body_preview":"In light of recent news, it is hard not to think about the 4.5-day hack on Hugging Face's systems happening ~10 times faster and be slightly concerned.","author":"dewarrn1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292282"},{"id":"33ac503f-f0fd-4b6d-8ec6-feabedac2abf","source":"hackernews","source_id":"49291255","content_type":"comment","title":null,"body_preview":"I haven't wrapped my head around what level of reasoning this involves. Is it equivalent to max?\nI didn't like Sol initially but it is growing on me the more I use it. Its personality is a bit flat an","author":"stillpointlab","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291255"},{"id":"0ba32ee1-23a9-4c7c-94b5-207d46d2ac5f","source":"hackernews","source_id":"49290255","content_type":"comment","title":null,"body_preview":"This is really cool. Someone here commented about similarity between this and hardware advancements for AV encode/decode.\nI think it's only a matter of time before miniaturization can have a thumbnail","author":"thraway3837","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290255"},{"id":"68860a94-f613-4b74-9ba5-5565fd3b0f5d","source":"hackernews","source_id":"49292540","content_type":"comment","title":null,"body_preview":"Why did OpenAI partner with Cerebras when they've already built their own chip, Jalapeño?","author":"andrethegiant","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_comprehensive","absence_of_personality"],"bot_score":0.16944444444444443,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292540"},{"id":"849e5502-0dcb-469d-9011-ed0b90a4b284","source":"hackernews","source_id":"49290634","content_type":"comment","title":null,"body_preview":"I'd just like to point out that the largest model Cerebras has ever served is Kimi K2.6 which is 1T parameters, so that either means that theyve had a breakthrough on the hardware engineering side of ","author":"anthonypasq","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290634"},{"id":"37c6e23a-8fdb-425f-ac61-1321886a3158","source":"hackernews","source_id":"49290654","content_type":"comment","title":null,"body_preview":"Whoa. This looks both powerful and expensive.\nMy prediction is that, this time next year, top developers outside ai labs will be spending 50k USD+ on inference.\nWithin labs, I've heard spend is alread","author":"owentbrown","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290654"},{"id":"07f5816a-8299-4734-8fea-a094eb3e5abb","source":"hackernews","source_id":"49291473","content_type":"comment","title":null,"body_preview":"Good news for Intel and AMD.\nRught now on large scale codebases the bottleneck is both claude/codex inference, as well as time it takes to run tens of thousands of tests. We put those workloads on ded","author":"aenis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291473"},{"id":"eb3be64b-6f47-4491-b7f7-9c4b9578cdd8","source":"hackernews","source_id":"49291448","content_type":"comment","title":null,"body_preview":"> GPT-5.6 Sol on Ultrafast mode, delivering up to 750 output tokens per second\nhttps://taalas.com/products/\n> delivering 17k tokens per second per user on Llama 3.1 8B model.\nObviously this is a much ","author":"tristanMatthias","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291448"},{"id":"2d3d8562-2038-4e07-a979-27d4f242e55b","source":"hackernews","source_id":"49290589","content_type":"comment","title":null,"body_preview":"The omission of Mimo v2.5-Pro Ultraspeed, released in June, which can achieve 1000tok/s is an interesting flaw in the comparison graphs.\nIt is a bit outdated (scores ± 40% lower), but smart enough for","author":"ricardobeat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","specific_details","external_link_usage"],"bot_score":0.1028063082107974,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290589"},{"id":"746ae317-f25b-4111-a46c-7634ee311754","source":"hackernews","source_id":"49291731","content_type":"comment","title":null,"body_preview":"This does look pretty incredible, but don't forget that incredible token thoroughput can only necessarily solve certain bottlenecks. If your e2e tests take an hour, they'll still take an hour after Ul","author":"johnfn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291731"},{"id":"1e15b4fa-caa9-4c95-ae0c-3d1140e6cd1e","source":"hackernews","source_id":"49290173","content_type":"comment","title":null,"body_preview":"> Compared with output speeds reported by Artificial Analysis GPT-5.6 Sol on Ultrafast mode runs 11x faster than Fable 5, and 5x faster than Opus 4.8 on Fast mode.\nAwesome work. I'm personally very ex","author":"wxw","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","personal_experience","opinion_expressed","natural_digression"],"bot_score":0.1191755810238716,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290173"},{"id":"40bd8231-a3fe-4838-8e81-f215cef6ef65","source":"hackernews","source_id":"49290164","content_type":"comment","title":null,"body_preview":"The corresponding OpenAI post https://openai.com/index/previewing-ultrafast/\nThere is no pricing info, which could mean it's \"if you have to ask...\" territory or they are simply gauging interest befor","author":"GodelNumbering","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290164"},{"id":"edd2aa02-3f67-4238-aa0b-8cd191dfacca","source":"hackernews","source_id":"49290701","content_type":"comment","title":null,"body_preview":"Unless I have read over it, besides the animation in the intelligence vs speed graph which only mentions internal data and not whether they truly reran the AA suite, there is no actually solid stateme","author":"Topfi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290701"},{"id":"23aca568-d1cc-41c8-89ea-08bfac17eab2","source":"hackernews","source_id":"49291856","content_type":"comment","title":null,"body_preview":"People underestimate the importance of speed on quality of thought, because people underestimate just how much quality is a result of simple iteration.\nWhen an LLM thinks, it typically just makes one ","author":"csallen","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.35,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291856"},{"id":"c9485e32-27df-4ad1-b0d8-d59cf8c0efb3","source":"hackernews","source_id":"49290409","content_type":"comment","title":null,"body_preview":"I've been waiting so long for something amazing to come out of the OpenAI and Cerebras collaboration.\n> In our evaluations, GPT-5.6 Sol on Ultrafast mode answered all 2,500 HLE questions in 11 hours a","author":"iamcoder18","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15416666666666665,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290409"},{"id":"c691f7f2-041d-4d54-9204-aab6e19793c1","source":"hackernews","source_id":"49291221","content_type":"comment","title":null,"body_preview":"If you try to spec the problem with all the painful details for the machine to understand, you will end up with a rust codebase.","author":"wseqyrku","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291221"},{"id":"71d1dc41-b0cf-4b76-bdd3-b63aa792f75e","source":"hackernews","source_id":"49292233","content_type":"comment","title":null,"body_preview":"Hot take: I look at the level of abstraction that matters most to me. When I encounter cognitive debt (usually due to sleepy sessions where I’m mostly “encouraging” Claude), I ask it to step back to c","author":"dr_dshiv","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.24960275189221892,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292233"},{"id":"560b1209-5397-4de8-a92c-4421a9bfa784","source":"hackernews","source_id":"49291919","content_type":"comment","title":null,"body_preview":"Understanding is always a bottleneck regardless of human or ai. But now we are at a different scale.","author":"the_arun","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291919"},{"id":"c49482d8-6515-4460-96b6-93c7204b3a58","source":"hackernews","source_id":"49291525","content_type":"comment","title":null,"body_preview":"I've been using Geoffrey's /explain-diff skill in my replace-github-with-tailor-fit-personal-software journey, and I'm liking it. I recommend at least giving it a try.","author":"dtkav","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291525"},{"id":"1dc5b66f-6830-40eb-91d1-5da9d7b56ccc","source":"hackernews","source_id":"49291901","content_type":"comment","title":null,"body_preview":"This talk is also available on YouTube: https://youtu.be/WkBPX-oDMnA?is=ojFaLX2onMn3ARhi","author":"simonw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291901"},{"id":"a87e0dc1-051d-4c19-af60-74f23819c2e4","source":"hackernews","source_id":"49292156","content_type":"comment","title":null,"body_preview":"Is there a markdown version of the `/explain-diff` skill? The page says there are HTML, markdown, and Notion versions, but I just see HTML and Notion","author":"ihuman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292156"},{"id":"f04b2646-67cc-451d-9881-abf2070e8c1c","source":"hackernews","source_id":"49292611","content_type":"comment","title":null,"body_preview":"damn, I'm from those times when \"good code is(was) self-documenting\"\nI guess a wall of text is the way now","author":"snegs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292611"},{"id":"ce3e98af-6166-4b6f-82a3-e030700fcacf","source":"hackernews","source_id":"49291881","content_type":"comment","title":null,"body_preview":"Understanding was always the bottleneck. The way LLMs speed up your work is by letting you get code without taking the time to understand it. If you want to understand your code, LLMs are a net loss.\n","author":"a2ff6eeb0","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291881"},{"id":"097760b6-9e61-4dec-b34c-f241cde09b90","source":"hackernews","source_id":"49292108","content_type":"comment","title":null,"body_preview":"Understanding has always been the bottleneck. Sometimes AI helps with it like explaining things pretty well with diagrams. However, in general I agree that more code is being generated per developer a","author":"sajithdilshan","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.12608208929440898,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292108"},{"id":"520ad332-98e7-4bbd-9a34-510e47ce6365","source":"hackernews","source_id":"49292338","content_type":"comment","title":null,"body_preview":"Understand the problem and the solution broadly. I don’t think it’s reasonable or sustainable for humans to understand every line of code written by bots, we could soon be outnumbered by the number of","author":"sheepscreek","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292338"},{"id":"7577b175-677a-4c13-ae12-aa77fb336f99","source":"hackernews","source_id":"49290966","content_type":"comment","title":null,"body_preview":"While the tips are good to handle the volume, I still think this sets code owner on a dangerous path.\nAI have limitation and hallucinate. Complex code will be explained in hallucinated way. At some po","author":"fabiensanglard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290966"},{"id":"1d59ac17-1e86-4219-9c9d-5bd9e949badf","source":"hackernews","source_id":"49292418","content_type":"comment","title":null,"body_preview":"Thanks for the post Geoffrey. I have been thinking about this a bit and wanted to come to these sorts of conclusions, you have saved me a lot of work (lol I have no ego that I have to figure it out I ","author":"hahahaa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292418"},{"id":"74027fe1-b8a0-4a95-913c-60426e7f515a","source":"hackernews","source_id":"49292603","content_type":"comment","title":null,"body_preview":"How does everyone feel about the “don’t read the code” stuff that folks are saying? I certainly do not support it but I’m curious to hear what other folks thoughts are","author":"champagnepapi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292603"},{"id":"c92b0802-72d0-4178-842f-81edd4d766e9","source":"hackernews","source_id":"49292416","content_type":"comment","title":null,"body_preview":"My personal view is that programming languages are amazing tools for understanding. Some more than others, but even the worst—the most verbose, the lowest level—are better than they have any right to ","author":"tikhonj","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292416"},{"id":"98ec337e-cd23-4b7c-97e1-d326212909da","source":"hackernews","source_id":"49291088","content_type":"comment","title":null,"body_preview":"For me the solution has been to throw away the code I don’t understand. I let the agent write the code, and if when I read it it seems unclear or needs a lot of explanation from the agent, I just thro","author":"hk__2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08085539288344783,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291088"},{"id":"afaec85d-bbc9-4817-a084-835811c763be","source":"hackernews","source_id":"49290436","content_type":"comment","title":null,"body_preview":"\"I read the code.\" -Mitchell Hashimoto\nGreat code needs great understanding and agents need excellent guidance. Even in my current solo-dev work, I can't imagine making a production commit I haven't r","author":"euthymiclabs","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.180317880333548,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290436"},{"id":"3bd41297-9470-4eef-a3c5-8f79c8d4ca16","source":"hackernews","source_id":"49290942","content_type":"comment","title":null,"body_preview":"I am so dying to read more about the new/current/real bottleneck!\nWhere is the bottleneck? WHERE?? Tell me! No evidence needed, just lay it on, man to man, thought-leader to thought-leader!","author":"iainctduncan","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.09096550603490482,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290942"},{"id":"d7b2390a-bb66-419c-8b97-92c9be00888a","source":"hackernews","source_id":"49291280","content_type":"comment","title":null,"body_preview":"I agree with the problem but not the solutions.\nThe problem pre-dates LLM's: writing code that \"works\" but breaks the underlying model.  Because it works, it always sounds reasonable and doesn't raise","author":"w10-1","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0.1279315289667517,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291280"},{"id":"93b4350f-cb7c-4f4b-8d79-25d8708d13af","source":"hackernews","source_id":"49292791","content_type":"comment","title":null,"body_preview":"Understanding has always been the bottleneck.\nIn a team: yups.\nMe with my LLMs: still.","author":"flossly","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292791"},{"id":"d5cc9e2c-67fa-4f13-9217-462ff7cf7a1f","source":"hackernews","source_id":"49290997","content_type":"comment","title":null,"body_preview":"We have LLMs try to generate descriptions of PRs for us and they're pretty universally disliked. They're always overly-complex descriptions of the mechanical changes and have no sense of motivation.\nA","author":"alecbz","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290997"},{"id":"d9aa8315-a2d1-40b9-be75-aef5e4727fe0","source":"hackernews","source_id":"49290575","content_type":"comment","title":null,"body_preview":"Think inside the box!\nSadly, that is real out-of-the-box thinking.","author":"geophile","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290575"},{"id":"acd89f81-253a-47b5-8fd5-ba088081923a","source":"hackernews","source_id":"49290949","content_type":"comment","title":null,"body_preview":"Excellent post. Now, somewhat outdated, and in other ways, more relevant than ever. To whom it may concern: if you need a database, always choose postgresql.","author":"jcmontx","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290949"},{"id":"f11adb08-c740-4146-9db6-4097110f115e","source":"hackernews","source_id":"49291377","content_type":"comment","title":null,"body_preview":"I remember reading this back in 2015, but how is this not just the age old conservative (don't do more than needed) vs progressives (lets try some new risk things) debate? As much as I can relate to a","author":"clueless","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291377"},{"id":"fb807cd8-4949-4930-a4c3-cddc2585a92d","source":"hackernews","source_id":"49291980","content_type":"comment","title":null,"body_preview":"One theory these days might be that old, boring technology is better represented in the training data for AI models...","author":"pianopatrick","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291980"},{"id":"2048a42b-f7c3-47cb-b820-0298ccc2a5ad","source":"hackernews","source_id":"49290367","content_type":"comment","title":null,"body_preview":"I read a similar blog post years ago about restricting the technologies you use, and making do with a slightly worse option if it means reusing the stack you already have.\nThe example they gave was so","author":"dwedge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290367"},{"id":"5150c3d4-4be6-4cc5-b89b-b577fa1efadc","source":"hackernews","source_id":"49292583","content_type":"comment","title":null,"body_preview":"This isn't new.\nThis should not be new.\nMake your shit work. Make it work well. Don't fuck with a thing that's working as desired.\nIn this way, you'll make everyone's lives at least a little easier.\nT","author":"sleight42","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292583"},{"id":"c4cb6c46-8d69-4be9-8de8-f21211c07c91","source":"hackernews","source_id":"49291407","content_type":"comment","title":null,"body_preview":"The title reminds me of Gunpei Yokoi, the original genius designer at Nintendo, whose philosophy was: lateral thinking, with old technology","author":"tetrisgm","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291407"},{"id":"d0d693a0-7d12-4e03-8634-86e518e72a32","source":"hackernews","source_id":"49290405","content_type":"comment","title":null,"body_preview":"nawh. 50x node modules, typescript out the wazoo, all the state in the client (where you can't see it in prod), the most over-complicated UI, paired with async callback spaghetti is what you do these ","author":"exabrial","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.12431521706386531,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290405"},{"id":"ac6f1b69-ef3c-4731-9115-bb878bfe9524","source":"hackernews","source_id":"49291516","content_type":"comment","title":null,"body_preview":"Counter-position: \"choose most appropriate technology\".","author":"wewewedxfgdf","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.1231764970315775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291516"},{"id":"5d608680-9c27-4494-ac00-a3d2ae29109e","source":"hackernews","source_id":"49291497","content_type":"comment","title":null,"body_preview":"Does nobody ever think of trying more than one technology?  It’s like people buying a car based on what everyone else is driving rather than actually driving different cars.","author":"mr_toad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1818150177968016,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291497"},{"id":"a8fc8dd3-751e-40ec-ac9c-286384dfb1f5","source":"hackernews","source_id":"49289696","content_type":"comment","title":null,"body_preview":"Software that works year-after-year has never been a commodity. It's boring on the surface. It doesn't get the flashy posts. But I'll choose reliable over new in almost all cases.","author":"euthymiclabs","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0.180317880333548,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289696"},{"id":"7e13dfa7-574d-43c4-957a-e06dc3735530","source":"hackernews","source_id":"49290741","content_type":"comment","title":null,"body_preview":"Some of this may have been a reaction to the era of Javascript framework churn. There were way too many different technologies for doing roughly the same job.\nThey all more or less worked.\nOn the othe","author":"Animats","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","strong_opinions","template_phrases"],"bot_score":0.1405401830187165,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290741"},{"id":"17978f50-15d8-489b-b543-0bc3459197cc","source":"hackernews","source_id":"49289863","content_type":"comment","title":null,"body_preview":"Love this post. Surprisingly controversial; it hasn't made me very many engineering friends.","author":"conrs","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","emotional_authenticity"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289863"},{"id":"acfff457-363e-49e8-9dd0-05c5bdb37951","source":"hackernews","source_id":"49290222","content_type":"comment","title":null,"body_preview":"I'll push back against this, despite it being so popular. I dislike the arbitrary \"innovation tokens\" and I think this entire concept really blurs the lines and feels sort of unserious.\nEngineers shou","author":"insanitybit","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290222"},{"id":"f616b8b8-9980-4fe1-851d-c98eaf8b52c0","source":"hackernews","source_id":"49291057","content_type":"comment","title":null,"body_preview":"Well, I've not tried to publish this on HN so far, but I guess given such a counterpoint, I should at least attempt to share: https://www.iankduncan.com/engineering/2026-08-07-getting-fr...","author":"iand675","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291057"},{"id":"57022bbf-0035-4c7b-a499-430ce4e64b2e","source":"hackernews","source_id":"49289882","content_type":"comment","title":null,"body_preview":"I love this post. It’s also interesting to revisit in the age of agents.\nUsing the language of the article, I’d say “push all your innovation tokens into agents” is probably a good move. This means th","author":"theptip","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289882"},{"id":"d4a44e78-66a2-427f-99f0-0c73fa9c9abf","source":"hackernews","source_id":"49289692","content_type":"comment","title":null,"body_preview":"> Let’s say every company gets about three innovation tokens. You can spend these however you want, but the supply is fixed for a long while.\nThis is one of my favorite blog posts, and it can basicall","author":"NickNaraghi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.10074646744721634,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289692"},{"id":"d57a76e1-1fc4-49d7-a4f8-a22b5253fc55","source":"hackernews","source_id":"49292779","content_type":"comment","title":null,"body_preview":"This advice holds up, but there are caveats to keep in mind. Two off the top of my head:\n1. I once worked for a company that had a large Cassandra cluster that was primarily serving the role of a dist","author":"jason_oster","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292779"},{"id":"844070c4-a1c3-4019-afd5-d6459efb7b9c","source":"hackernews","source_id":"49292398","content_type":"comment","title":null,"body_preview":"It's worth noting this cuts both ways. An NP-complete problem may wind-up having only a few instances that are exponential in the inputs but a problem that is \"only\" O(input-size^3) is going to be dif","author":"joe_the_user","classification":"ai_generated","confidence":0.75,"indicators":["hedge_stacking","semantic_blandness","missing_platform_voice"],"bot_score":0.20454545454545453,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292398"},{"id":"3809b31d-9c7e-4222-b47d-119078b39246","source":"hackernews","source_id":"49291797","content_type":"comment","title":null,"body_preview":"> NP-hard problems are solvable in theory but it's hopelessly expensive in practice. It's basically proven that no good algorithms exist. At least that's what I took away.\nYou took away the wrong thin","author":"porridgeraisin","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291797"},{"id":"2d6b50f2-27a4-4a81-85a9-9554ae96629c","source":"hackernews","source_id":"49291990","content_type":"comment","title":null,"body_preview":"And if the problem is really really hard, you can throw an AI at it and hopefully get a probabilistic solution.\n(not necessarily an LLM, AI is a huge field)","author":"juancn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12813382803751108,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291990"},{"id":"624dd650-681c-455b-bc69-51fd211b705f","source":"hackernews","source_id":"49291992","content_type":"comment","title":null,"body_preview":"> I mean, installing packages and type checking can surely be slow. But, at least in my career, I've never seen a galactic blow-up.\nHave you ever tried building an iOS app? The compiler gives up after","author":"oinoom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291992"},{"id":"717e049a-ddd1-4f2a-809e-96865b418042","source":"hackernews","source_id":"49292495","content_type":"comment","title":null,"body_preview":"How come most package managers suck then? Why did I waste hours of my life debugging portage and yum?","author":"plantain","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292495"},{"id":"bc12077a-ea4d-4c4a-90ad-846a1bad6827","source":"hackernews","source_id":"49292060","content_type":"comment","title":null,"body_preview":"A good deal of the field of Operations Research (OR) is about getting a good solution to NP-hard problems anyway. It is fun!","author":"cschmidt","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292060"},{"id":"55d2c938-4399-4dda-93f3-5a86ec7f0c31","source":"hackernews","source_id":"49292009","content_type":"comment","title":null,"body_preview":"This dovetails into one of my favorite CS sub-fields: approximation algorithms. In many cases NP-Hard problems may be approximated with a guaranteed lower bound of accuracy. For example, solving the e","author":"hingler36","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292009"},{"id":"058a89c8-2eb5-4917-8d4d-bcc7a38b14bf","source":"hackernews","source_id":"49291711","content_type":"comment","title":null,"body_preview":"The general version of a problem being NP-complete doesn't mean that cases of practical interest are all necessarily intractable. In the case of SAT, for instance, there are also ways for the humans t","author":"WCSTombs","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases"],"bot_score":0.2748370832612177,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291711"},{"id":"b90f12df-fd2f-48e5-af79-9f6d99f4dadb","source":"hackernews","source_id":"49292716","content_type":"comment","title":null,"body_preview":"The author justifiably attacks the notion that \"NP-hard\" == \"too hard to solve in practice\", but then makes the opposite error:\n> Everyone knows you can tackle those with heuristics, but you don't hav","author":"sfink","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292716"},{"id":"ba14af1e-38de-48de-a530-6a8c4386ed84","source":"hackernews","source_id":"49292307","content_type":"comment","title":null,"body_preview":"One example is Sudoku. It's NP-hard, but in practice, it takes no time at all to solve your newspaper puzzle.","author":"lordnacho","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.20822238273389834,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292307"},{"id":"73835228-10e9-448b-99b7-cdc4d593ab06","source":"hackernews","source_id":"49292694","content_type":"comment","title":null,"body_preview":"Ever since I first saw a binary integer program with millions of variables solved in less time than it took me to hit enter I realized that the fact that I had made it through graduate school for comp","author":"LPisGood","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","strong_opinion"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292694"},{"id":"26615a37-1cdc-4d85-8201-bed34191e500","source":"hackernews","source_id":"49292548","content_type":"comment","title":null,"body_preview":"> A few prominent NP-hard problems:\n> Type checking (not all type systems)\n> I mean, installing packages and type checking can surely be slow. But, at least in my career, I've never seen a galactic bl","author":"murderfs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292548"},{"id":"298dd836-f7a6-43f9-b0b8-3b273f045bfc","source":"hackernews","source_id":"49292326","content_type":"comment","title":null,"body_preview":"Sometimes you don't need an _exact_ solution. approximation of the traveling salesman problem exists for the metric version, it's O(n^3), and produces a result that's not worse than 50% of the optimal","author":"lennoff","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292326"},{"id":"cc9b10ce-38b8-4c52-a44b-7fde9906ce60","source":"hackernews","source_id":"49292768","content_type":"comment","title":null,"body_preview":"> For (1) and (2), the worst-case just doesn't occur. I mean, installing packages and type checking can surely be slow. But, at least in my career, I've never seen a galactic blow-up.\nHehe, clearly th","author":"bschoepke","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292768"},{"id":"1a018fbb-cc68-411c-9f9a-d214e9b2b399","source":"hackernews","source_id":"49291793","content_type":"comment","title":null,"body_preview":"I'm fond of this brain-expander, in spirit of TFA: \"Did you know travelling salesperson is O(N) on a large class of graphs?\"\nAnother insight: I regularly find that clever O(logn) solutions are just ob","author":"jvanderbot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291793"},{"id":"54389329-2f93-4fec-bd62-453f8b24f6fa","source":"hackernews","source_id":"49291911","content_type":"comment","title":null,"body_preview":">For (1) and (2), the worst-case just doesn't occur. I mean, installing packages and type checking can surely be slow. But, at least in my career, I've never seen a galactic blow-up.\nNP-hard problems ","author":"tux3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_personality"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291911"},{"id":"738f657e-8eb2-4f0d-a346-5143c88a7fd2","source":"hackernews","source_id":"49292765","content_type":"comment","title":null,"body_preview":"A well known NP-hard problem is matching some flavors of regex (ex: PCRE). You can turn a 3-SAT problem into such a regex.\nIn normal situations, it is not a problem, I have written thousands of regex ","author":"GuB-42","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals","imperfect_expression"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292765"},{"id":"bfe46fe9-b776-43cc-afee-d3167fc5e5c3","source":"hackernews","source_id":"49291720","content_type":"comment","title":null,"body_preview":"Very true! What makes NP-hard problems difficult is almost always the combinatorial explosion related to specific problem configurations -- you can construct instances given an approximate heuristic o","author":"andrewla","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291720"},{"id":"3d98733e-d045-490e-83cd-bd659fa60d1b","source":"hackernews","source_id":"49291848","content_type":"comment","title":null,"body_preview":"I feel like the write up doesn't really engage with the number one solution used\nDon't allow the hard ones\nDependency managers tend to just block a huge category of situations that effectively elimina","author":"Guvante","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49291848"},{"id":"65e4d1aa-fae1-4ea1-8d5b-4ffe61cbef86","source":"hackernews","source_id":"49292610","content_type":"comment","title":null,"body_preview":"1. The study of complexity classes isn't intended to dissuade people from writing certain programs. It's intended to understand the nature and theoretical limits of computation. As far as practice goe","author":"pron","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292610"},{"id":"3fde89b5-943e-4cdc-9cef-e4cdb3de3acf","source":"hackernews","source_id":"49289141","content_type":"comment","title":null,"body_preview":"They compare it to 5.6 Terra, however https://cognition.com/frontiercode puts Terra at about 1/2 the price\nAlso have to compare to the recent Grok 4.6 release, which appears to straight up be better A","author":"bisonbear","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289141"},{"id":"c083db7f-ab38-4dc7-9246-aaa7f9707d8c","source":"hackernews","source_id":"49289920","content_type":"comment","title":null,"body_preview":"Maybe this is just my experience, but have people had trouble with 3.6 Flash just... getting things it has seen in its context correct? I don't know if it's been insanely benchmaxxed or what, but it'l","author":"eckr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289920"},{"id":"e5b2c97c-f0be-4969-be0f-812e8047fda4","source":"hackernews","source_id":"49290327","content_type":"comment","title":null,"body_preview":"I was going to cancel my gemini membership today ..... still going ahead. In my experience, gemini 3.1 pro, 3.5, 3.6 flash constantly lie too much about completing their tasks whereas sol (even though","author":"dwa3592","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11137433112770259,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290327"},{"id":"08b72c82-c0ef-4f25-935d-44acd881d203","source":"hackernews","source_id":"49292258","content_type":"comment","title":null,"body_preview":"Have you tried the new DeepSeek Pro v4, Qwen 3.8, Gemini 3.7 Flash, and Grok 4.6? Do they make sense for any use cases?\nI'm currently using omp with Kimi K3 as the planner and DeepSeek v4 Flash 0731 a","author":"Frannky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","genuine_specificity","absence_of_ai_signals"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292258"},{"id":"c85d64db-64ed-47c5-8d81-fd2f35cc935c","source":"hackernews","source_id":"49289238","content_type":"comment","title":null,"body_preview":"> 3.7 Flash is available through the end of the year at an introductory price of $0.75/1M input tokens and $3.75/1M output tokens.\n> Introductory pricing expires on December 31, 2026. Starting January","author":"damsta","classification":"human_created","confidence":0.7,"indicators":["specific_pricing_details","clear_dates"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289238"},{"id":"51232dd1-d9e3-4b52-8bfc-a7874437c776","source":"hackernews","source_id":"49292035","content_type":"comment","title":null,"body_preview":"On a related note, I see all these quantitative benchmarks and the models getting really good at them over time. One thing I've been wondering: if the GPT series of models performs so well quantitativ","author":"JakeSc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292035"},{"id":"cf40021e-9884-496c-9925-f546a834ae76","source":"hackernews","source_id":"49289189","content_type":"comment","title":null,"body_preview":"This is genuinely a competitive model, considering it beats Claude Sonnet 5 on almost all benchmarks and is more than half its price. Seems like Google is back in the game, though not leading the fron","author":"nickandbro","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.09911946817968244,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289189"},{"id":"6840b209-f578-45b7-9710-f425c1b705f0","source":"hackernews","source_id":"49290149","content_type":"comment","title":null,"body_preview":"I don't get it, Google could heavily subsidy their Gemini models to make it more attractive, but they prefer to not do it. I don't know one soul who is using Gemini models to code.\nEven OpenAI who doe","author":"ls_stats","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290149"},{"id":"b2aa7c2b-7095-4cdf-bd48-8640cff3e250","source":"hackernews","source_id":"49292364","content_type":"comment","title":null,"body_preview":"And I'm over here on SiliconFlow using Stepfun AI Step-3.5-Flash at $0.10/M input and $0.30/M output tokens (262K context window) for complex market analysis work in rust utilizing vectorized instruct","author":"ezekiel68","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292364"},{"id":"9cbb8f98-85c4-4ab0-86fc-8ad65888a058","source":"hackernews","source_id":"49289242","content_type":"comment","title":null,"body_preview":"> What's new in Gemini 3.7 Flash [0]\n> Coding and agentic tasks: Significantly higher quality on real-world software engineering and agentic benchmarks, improving issue resolution and reducing failed ","author":"Topfi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289242"},{"id":"f56626bc-33e3-434f-8c9a-edfb559fc230","source":"hackernews","source_id":"49290739","content_type":"comment","title":null,"body_preview":"The Gemini Flash models makes perfect sense to me coming from a company like Google. Google AI Mode for search is a product I really find useful. It makes sense that Google focused on smaller, faster ","author":"sid_talks","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290739"},{"id":"322bd88d-af1a-4934-915f-252040bc429a","source":"hackernews","source_id":"49289194","content_type":"comment","title":null,"body_preview":"The multimodal abilities are great, but if you deal with text only, what is the benefit of using this over DS V4 Flash/Pro? 13-26x cheaper with comparable intelligence, and available across many diffe","author":"euazOn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","terse_replies"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289194"},{"id":"639a122e-4b5f-410a-9d56-c260b8cc12a3","source":"hackernews","source_id":"49292806","content_type":"comment","title":null,"body_preview":"The flash models are just so good at OCR tasks and summarization. Glad to see them constantly improving them.","author":"nojito","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49292806"},{"id":"cb3ad7e2-1de4-47c2-a7fa-a05a2dbe9493","source":"hackernews","source_id":"49289296","content_type":"comment","title":null,"body_preview":"Gemini Flash is one of the best \"good-enough\" models. I use this type of model daily, for automation and quick development iteration loops.\nUnfortunately, it's often not strong enough for heavy refact","author":"fmind-dev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289296"},{"id":"60696de2-22ee-4c97-989e-0b0379b6c459","source":"hackernews","source_id":"49289326","content_type":"comment","title":null,"body_preview":"https://artificialanalysis.ai/models/gemini-3-7-flash\nThe selling point for gemini continues to be speed and particularly end-to-end response time.","author":"twelvechairs","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289326"},{"id":"11cf4fc3-be2b-4b8e-a303-e12e20e6fcd4","source":"hackernews","source_id":"49289551","content_type":"comment","title":null,"body_preview":"Actual announcement: https://blog.google/innovation-and-ai/models-and-research/ge...\nSo it's better than 3.6 Flash, at half the price. I've been pretty excited about Gemini models recently, they just ","author":"parasti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289551"},{"id":"0a9bd681-da02-4751-968f-dc6117bdcc7a","source":"hackernews","source_id":"49289334","content_type":"comment","title":null,"body_preview":"They need to release benchmarks against Luna/Terra. Luna is much cheaper which feels like it undercuts the need for Flash.\nI've always considered the Flash series of models to be for low-cost, high-vo","author":"wxw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.1191755810238716,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289334"},{"id":"f025cdc7-cc0e-4744-a84c-b4961295dbae","source":"hackernews","source_id":"49289829","content_type":"comment","title":null,"body_preview":"Ever since the insane discount with GPT-5.6 Luna, not much excites me anymore. I mean just look at the benchmarks, even though Gemini 3.7 Flash performs well on the DeepSWE 1.1, Luna (Max) still perfo","author":"Alifatisk","classification":"ai_generated","confidence":0.9,"indicators":["false_specificity","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.1075318883069748,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289829"},{"id":"5e7f16a3-74c8-45c2-a6ba-9209b33fdb3b","source":"hackernews","source_id":"49290012","content_type":"comment","title":null,"body_preview":"The \"introductory pricing\" for this 3.7 Flash model is really weird.\nIt's scheduled to double in price on December 31, 2026, but who would anticipate still using this model five months from now? Espec","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","technical_analysis"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290012"},{"id":"36ba2e99-a17f-4f73-9056-170e75d3f10e","source":"hackernews","source_id":"49289786","content_type":"comment","title":null,"body_preview":"Here's a image->html test. Gemini has always swung above its weight class for vision work, so I'm always eager to try it with this.\nOriginal images: https://image.non.io/neonRamenDesigns.webp\nGemini 3","author":"jjcm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","template_phrases"],"bot_score":0.06629427902377592,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289786"},{"id":"ccfafc96-8ff4-4476-8f31-2d361ca3ff63","source":"hackernews","source_id":"49258764","content_type":"post","title":"Manus will return to operating as an independent company","body_preview":"Manus will return to operating as an independent company","author":"thm","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49258764"},{"id":"2a4889a6-fb00-4e7d-a713-ef10b59edda8","source":"hackernews","source_id":"49261417","content_type":"post","title":"CSS properties you should know for better text designs","body_preview":"CSS properties you should know for better text designs","author":"ibobev","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.18209876543209874,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49261417"},{"id":"44527274-bd2a-4647-aa79-63f115e2b286","source":"hackernews","source_id":"49290013","content_type":"post","title":"A small battery has been ringing a bell since 1840. No one knows what's inside","body_preview":"A small battery has been ringing a bell since 1840. No one knows what's inside","author":"thunderbong","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290013"},{"id":"e0f64fea-770a-410e-b30f-0b51552bbf9d","source":"hackernews","source_id":"49256057","content_type":"post","title":"What I learned by putting GitHub Copilot behind a MitM proxy","body_preview":"What I learned by putting GitHub Copilot behind a MitM proxy","author":"j0selit0","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.2167414462275317,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49256057"},{"id":"fff4c731-f44d-453c-b649-b451ce991491","source":"hackernews","source_id":"49279628","content_type":"post","title":"I built a browser-native SysEx librarian for 80s/90s synthesizers","body_preview":"I built a browser-native SysEx librarian for 80s/90s synthesizers","author":"halfradaition","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49279628"},{"id":"2f31f3e6-99e7-48ae-939a-b0b758a7764e","source":"hackernews","source_id":"49269818","content_type":"post","title":"Controversial creators are benefiting from monetization programs run by Meta","body_preview":"Controversial creators are benefiting from monetization programs run by Meta","author":"robtherobber","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.21604938271604937,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49269818"},{"id":"10092dc5-5fe9-4341-9e5c-6814ca5a2616","source":"hackernews","source_id":"49259611","content_type":"post","title":"Show HN: Git-knife – Edit commit messages, authors, and dates like a spreadsheet","body_preview":"Show HN: Git-knife – Edit commit messages, authors, and dates like a spreadsheet","author":"YonathanTesfaye","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49259611"},{"id":"80f80fdf-13ab-4d88-8620-77b8ff77c7e5","source":"hackernews","source_id":"49288155","content_type":"post","title":"Hiroshi Okuda, Toyota chair who pushed for the Prius, dies at 93","body_preview":"Hiroshi Okuda, Toyota chair who pushed for the Prius, dies at 93","author":"Lammy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288155"},{"id":"e6d7a148-f71d-4dfb-9486-c72005a80bff","source":"hackernews","source_id":"49265051","content_type":"post","title":"WorldClaw Agentic 3D open-world generation at scale","body_preview":"WorldClaw Agentic 3D open-world generation at scale","author":"EwanG","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49265051"},{"id":"513457da-0e5b-4498-b55c-0132cb314649","source":"hackernews","source_id":"49266921","content_type":"post","title":"The lifesaving secret hidden inside a horseshoe crab's blue blood","body_preview":"The lifesaving secret hidden inside a horseshoe crab's blue blood","author":"andsoitis","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.17844271562569636,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49266921"},{"id":"bb145fcc-0536-4414-baaf-2293a9b16b43","source":"hackernews","source_id":"49289236","content_type":"post","title":"X open sources its ranking algo, letting users see if they've been shadowbanned","body_preview":"X open sources its ranking algo, letting users see if they've been shadowbanned","author":"thm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289236"},{"id":"b5cc9e8b-3aad-402a-bff6-c4c64264f306","source":"hackernews","source_id":"49289256","content_type":"post","title":"Americans Love the Roar of a V-8 Engine–and They Don't Want to Give It Up","body_preview":"Americans Love the Roar of a V-8 Engine–and They Don't Want to Give It Up","author":"fortran77","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.13032665852892475,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289256"},{"id":"528394f2-4a0c-4870-92bc-3acf93f06165","source":"hackernews","source_id":"49288607","content_type":"post","title":"US Navy sailors try to throw themselves overboard after 250 days at sea","body_preview":"US Navy sailors try to throw themselves overboard after 250 days at sea","author":"embedding-shape","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.0937185533888582,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288607"},{"id":"e8ec5241-11b2-4832-832e-e5a1d8dcbd49","source":"hackernews","source_id":"49288687","content_type":"post","title":"In a first, US will allow some private firms to carry out cyberattacks","body_preview":"In a first, US will allow some private firms to carry out cyberattacks","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["headline_style","lack_of_ai_signals"],"bot_score":0.13921985557926986,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49288687"},{"id":"8597568b-9564-4dd0-96fe-f09a7693366e","source":"hackernews","source_id":"49289522","content_type":"post","title":"Namecheap phoenix datacenter overheats taking all sites down","body_preview":"Namecheap phoenix datacenter overheats taking all sites down","author":"rgbrgb","classification":"human_created","confidence":0.85,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.03874831837637344,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289522"},{"id":"9c86033c-c3eb-4a67-afd6-aa58fb9493b5","source":"hackernews","source_id":"49241679","content_type":"post","title":"Muse Glimmer: 30B-parameter model optimized for always-on local agent workflows","body_preview":"Muse Glimmer: 30B-parameter model optimized for always-on local agent workflows","author":"riordan","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:14 GMT+0000 (Coordinated Universal 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We were fresh out of working at AppLovin and Citadel, and naturally thought we were on a sur","author":"adi1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","self_reference","strong_opinions","niche_expertise","template_phrases","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49283063"},{"id":"b9366cce-af23-4885-90e9-d107f673f755","source":"hackernews","source_id":"49286485","content_type":"post","title":"Kubernetes on Oxide: How customer needs shaped our integrations","body_preview":"Kubernetes on Oxide: How customer needs shaped our integrations","author":"stevehipwell","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49286485"},{"id":"7b9c64ac-a832-4bd8-bcb3-1cc40164d6f5","source":"hackernews","source_id":"49236811","content_type":"post","title":"Idol Mahjong Final Romance: A Slideshow Disguised as a Video Game","body_preview":"Idol Mahjong Final Romance: A Slideshow Disguised as a Video Game","author":"nicole_express","classification":"human_created","confidence":0.7,"indicators":["title_creativity","niche_topic_combination","absence_of_ai_signals"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49236811"},{"id":"4493d187-786e-4092-ad54-f6950cc33d4f","source":"hackernews","source_id":"49285418","content_type":"post","title":"Nine PBS sues Iron Mountain over blocked access to archival data","body_preview":"Nine PBS sues Iron Mountain over blocked access to archival data","author":"vinayakborkar","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49285418"},{"id":"681104d3-a2c8-47e0-9615-a6711a037739","source":"hackernews","source_id":"49289532","content_type":"post","title":"Where did the old web go? We followed 657,607 links to find out","body_preview":"Where did the old web go? We followed 657,607 links to find out","author":"tdx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","false_specificity"],"bot_score":0.4633053221288515,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289532"},{"id":"aa1fd210-7fea-4524-9604-cb3b574572d7","source":"hackernews","source_id":"49290215","content_type":"post","title":"Single log line is 49KB+ (ext4) / 110KB+ (btrfs) of systemd-journald disk writes","body_preview":"Single log line is 49KB+ (ext4) / 110KB+ (btrfs) of systemd-journald disk writes","author":"ValdikSS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290215"},{"id":"5592862c-8b1f-4482-a2f0-bfc0574b0171","source":"hackernews","source_id":"49290768","content_type":"post","title":"How Organizations Use AI: Evidence from ChatGPT [pdf]","body_preview":"How Organizations Use AI: Evidence from ChatGPT [pdf]","author":"malshe","classification":"human_created","confidence":0.85,"indicators":["title_as_link","concise_sharing"],"bot_score":0.10882841741812199,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49290768"},{"id":"f2146b7b-5d48-4b40-a64a-2573d3900aae","source":"hackernews","source_id":"49289112","content_type":"post","title":"Gemini 3.7 Flash","body_preview":"https://ai.google.dev/gemini-api/docs/models/gemini-3.7-flas...","author":"thisisauserid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 13 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49289112"},{"id":"17cf4f6b-bc01-498f-b023-8a80eeaeb671","source":"lobsters","source_id":"lobsters:c_flggdg","content_type":"comment","title":null,"body_preview":"I guess, but that also implies that radio buttons should have an immediate effect.","author":"Relax","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.029578229243389514,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_flggdg"},{"id":"159ee2f8-2697-4b64-aa29-5924bf97f81f","source":"lobsters","source_id":"lobsters:c_jcaqni","content_type":"comment","title":null,"body_preview":"To turn on the light in the basement of my building, we use (as is common) a push button, that resets when released. Push the button, light turns on for some time, done.\n\nThat particular button howeve","author":"Loup-Vaillant","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_jcaqni"},{"id":"2e01e6f2-896b-4f32-94af-daf9853a2695","source":"lobsters","source_id":"lobsters:c_wnd4rr","content_type":"comment","title":null,"body_preview":"Skeumorphically, it makes sense: toggles IRL have immediate effect\n\n\nNot necessarily. The most common toggles for most people (light and other appliance switches) are requesting and will latch whether","author":"masklinn","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_wnd4rr"},{"id":"f1e6fa61-a0e7-4157-9ce1-4c7b4a9a465b","source":"lobsters","source_id":"lobsters:c_cezy8n","content_type":"comment","title":null,"body_preview":"Skeumorphically, it makes sense: toggles IRL have immediate effect while checkboxes on forms don't do anything until you hand that form to someone (submit it)","author":"hibachrach","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_cezy8n"},{"id":"ec849da8-d959-49de-ba81-006908758a6f","source":"lobsters","source_id":"lobsters:c_cbiewu","content_type":"comment","title":null,"body_preview":"I remember when the Settings app changed to have switches everywhere to be more like the iOS version of the App, with mixed results as far as usability. Ars Technica did a piece on the interface chang","author":"jesseb34r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_cbiewu"},{"id":"cd40c221-03d2-4e9c-8ba5-9200cdc7466c","source":"lobsters","source_id":"lobsters:c_nkjyzs","content_type":"comment","title":null,"body_preview":"I heard it said and instructed quite frequently early on. I think it was a part of Apple’s Human Interface Guidelines at the time. But now https://developer.apple.com/design/human-interface-guidelines","author":"chrismorgan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_nkjyzs"},{"id":"4c3f7a63-050e-43ed-b28a-ab7cba1621aa","source":"lobsters","source_id":"lobsters:c_rrt4j7","content_type":"comment","title":null,"body_preview":"In the earlier days, it was very clearly established that toggles were for things that had immediate visible effect\n\n\nI've heard this before, but was it ever anything other than convention? Did the av","author":"Relax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.029578229243389514,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_rrt4j7"},{"id":"931591d9-0ae8-4610-b479-c377248fffc5","source":"lobsters","source_id":"lobsters:c_dcfo9w","content_type":"comment","title":null,"body_preview":"Apple’s a human interface guidelines used to be the bible for Mac devs. I do not know how it evolved over time with Apple breaking away from it and their worsening UX, but getting an old copy could no","author":"masklinn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_over-qualification","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_dcfo9w"},{"id":"d84ebb8a-fb01-443b-aaeb-c596b84f4165","source":"lobsters","source_id":"lobsters:c_vqn6yt","content_type":"comment","title":null,"body_preview":"Over the years I've encountered so many of these random UI / UX design tips and tricks that it frustrates me there's no cohesive single resource that people can be pointed to if they want to learn how","author":"cesarandreu","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.34773389741169153,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_vqn6yt"},{"id":"802938b2-c0c9-405c-b940-e6b99d66e1f8","source":"lobsters","source_id":"lobsters:c_sngafo","content_type":"comment","title":null,"body_preview":"The first switch I can remember in macOS was for Time Machine. I think it was there from the first version, which would have been 10.5 Leopard. But it was unique then.","author":"kevinc","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_sngafo"},{"id":"e725ca56-7d1a-40e1-9290-e01726f7ce16","source":"lobsters","source_id":"lobsters:c_kvbvrv","content_type":"comment","title":null,"body_preview":"That was in macOS Big Ooof Sur.\n\nOld Apple was right to keep design for touch screens and design for mice separate, and even for a while promised to keep macOS and iOS separate. Unfortunately, eventua","author":"kornel","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","specific_examples"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_kvbvrv"},{"id":"e4c1d5b4-e7a5-4cb7-a1fa-4d9c6bd8e0af","source":"lobsters","source_id":"lobsters:c_2ynq0n","content_type":"comment","title":null,"body_preview":"iOS was never quite the same as macOS in such things. Early on, switch toggles were specifically a mobile thing. Not sure how recently they started using them in macOS, but it can’t be that long ago, ","author":"chrismorgan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_2ynq0n"},{"id":"c0e22c8a-9121-482b-a815-acb54473aff8","source":"lobsters","source_id":"lobsters:c_gte908","content_type":"comment","title":null,"body_preview":"I've never heard of it. On Mac OS X checkboxes had immediate effect wherever possible. It actively avoided Windows' design of Apply button.","author":"kornel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_gte908"},{"id":"b3f2ef38-3590-4158-9db4-1eb731b3ea71","source":"lobsters","source_id":"lobsters:c_p037hh","content_type":"comment","title":null,"body_preview":"In the earlier days, it was very clearly established that toggles were for things that had immediate visible effect (rather than taking effect when you submit the form), and you should otherwise use c","author":"chrismorgan","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","opinionated_stance","natural_digressions","imperfect_expression","reference_to_external_content"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_p037hh"},{"id":"63a3236f-35b3-4c94-af2a-a4c1a60eeaab","source":"lobsters","source_id":"lobsters:c_hb89hy","content_type":"comment","title":null,"body_preview":"It's called \"On/Off Shapes\" (found under Settings → Accessibility → Seeing). It shows a⏽on the \"on\" side of the control, and a ⭘ on the \"off\" side.\n\nWhy this isn't the default baffles me. Well, baffle","author":"twm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_hb89hy"},{"id":"68f7b497-bf89-4256-8635-f865ec611325","source":"lobsters","source_id":"lobsters:c_gbvs4e","content_type":"comment","title":null,"body_preview":"This is available in Gnome too, but I don't remember right now the option name.","author":"fedemp","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality","human_indicator_possible_imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_gbvs4e"},{"id":"f8afd9a4-1d4d-4253-b89c-d88ce99ba3c3","source":"lobsters","source_id":"lobsters:c_e6xyzy","content_type":"comment","title":null,"body_preview":"Ah, thank you for sharing! I'm surprised by how subtle the stylistic difference is while still being much clearer. I agree, it would be a better default.","author":"lpil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.07957822924338949,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_e6xyzy"},{"id":"74cb34be-86a3-4d98-94d9-fb56b05d6352","source":"lobsters","source_id":"lobsters:c_nf72qx","content_type":"comment","title":null,"body_preview":"I can't comment on the most recent macOS, but it seems like iOS has two settings - labels, and differentiate without colour, while macOS has just differentiate without colour - but it does what both o","author":"stephenr","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.27134500852280263,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_nf72qx"},{"id":"6af23455-3df8-4ad2-a904-662e3620fa38","source":"lobsters","source_id":"lobsters:c_pjljjb","content_type":"comment","title":null,"body_preview":"On iOS that switch is named \"On/Off Labels\".\n\nIronically, enabling the setting \"Differentiate Without Color\" appears to do nothing to the toggles themselves. The only place I have noticed is an added ","author":"aatango","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_pjljjb"},{"id":"d2c74264-9966-483e-97a2-f451840e40e6","source":"lobsters","source_id":"lobsters:c_ysqdgq","content_type":"comment","title":null,"body_preview":"There is an accessibility setting on macOS named \"differentiate without color\", which does help by showing little on/off indicators on the toggles. I would go so far as to say it should be the default","author":"trousers","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.029578229243389514,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ulinck/toggles_considered_harmful#c_ysqdgq"},{"id":"f8d24b9b-fee5-47fd-afd5-d0f5075ba6fa","source":"lobsters","source_id":"lobsters:c_ocjpbx","content_type":"comment","title":null,"body_preview":"A few things off the top of my head, in no particular order:\n\nmultiple containers per site sucks - it keeps getting confused and picking the wrong container, doesn't seem to have a way to just ask me ","author":"finn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2889097655573916,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_ocjpbx"},{"id":"97ea83ca-f207-4428-abf5-4fd267923488","source":"lobsters","source_id":"lobsters:c_sobsi0","content_type":"comment","title":null,"body_preview":"How? I've been using it for 10 years and the only thing I could think off the top of my head is: how to create a new tab with a shortcut, and I don't see a way to do that with 10 containers without br","author":"wink","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12499999999999999,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_sobsi0"},{"id":"0307a9ae-d930-4934-983e-5d8b34b73a72","source":"lobsters","source_id":"lobsters:c_e0vdcd","content_type":"comment","title":null,"body_preview":"The extension always felt half baked, hopefully this brings a little more power.","author":"finn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.2889097655573916,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_e0vdcd"},{"id":"01588903-2729-420c-8780-aa91e332e397","source":"lobsters","source_id":"lobsters:c_nwfeoh","content_type":"comment","title":null,"body_preview":"I love that Firefox innovates! Security of my financial accounts is a constant worry. Also, am I correct that Chrome doesn't have this feature? Good on Firefox.","author":"kghose","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_nwfeoh"},{"id":"ecd0df07-ca65-4072-85db-738d7bb45e49","source":"lobsters","source_id":"lobsters:c_mvarm6","content_type":"comment","title":null,"body_preview":"Nice!\n\nI have been using the containers extension for around a year or so for work, and TBH i've been really satisfied with what it does. I use Firefox as my main browser for both work and personal st","author":"epidemian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_preference","natural_digressions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_mvarm6"},{"id":"aec73aab-280d-4370-9062-549b7d909033","source":"lobsters","source_id":"lobsters:c_xrfqns","content_type":"comment","title":null,"body_preview":"Syncing addon data is a little bit broken because of the webextension API limitation (e.g. there's no conflict resolution mechanism builtin). However, this could be implemented in Firefox since the si","author":"sdk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_commentary"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_xrfqns"},{"id":"27d9242a-b8e1-412e-bda6-579be1f9f429","source":"lobsters","source_id":"lobsters:c_71c0ra","content_type":"comment","title":null,"body_preview":"Plus, I don't think it synchs across my account.\n\n\nIt does, but maybe you have to activate the synchronisation of extensions. I think it was the solution in my case.","author":"jmiven","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_71c0ra"},{"id":"f4c3f8bf-0085-4b17-9c4a-ae85953c3d7e","source":"lobsters","source_id":"lobsters:c_craoca","content_type":"comment","title":null,"body_preview":"I use multi-account containers pretty much all the time and I hope this improves the experience. Right now I find the UX a bit unintuitive and sometimes difficult to work with. Plus, I don't think it ","author":"rainbow_bird","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_craoca"},{"id":"6ee2f3a3-105f-4024-8ec1-9cc48792ca2c","source":"lobsters","source_id":"lobsters:c_joifgb","content_type":"comment","title":null,"body_preview":"I don’t get it. Are you making fun of some past behavior from the Mozilla marketing team? Care to share what happened?","author":"altano","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.0022856783767408735,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_joifgb"},{"id":"04da305f-99d8-4257-ae5e-37d3f148ccf6","source":"lobsters","source_id":"lobsters:c_vmegjt","content_type":"comment","title":null,"body_preview":"Until the Mozilla marketing dept comes in all “ok but can it be disabled by default?” /s","author":"slater","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_vmegjt"},{"id":"01c6715e-6e2e-4563-a813-95cb3f936d10","source":"lobsters","source_id":"lobsters:c_ithzss","content_type":"comment","title":null,"body_preview":"Under the hood, it uses the same technology that we use for our core security architecture around Same-Origin-Policy and process isolation. We are actively hunting for bugs in the area and committed t","author":"freddyb","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_ithzss"},{"id":"65e129e6-bddf-4c7b-ba1d-21343a29a9ef","source":"lobsters","source_id":"lobsters:c_sxqckh","content_type":"comment","title":null,"body_preview":"The real question is how long until Meta and friends (or their llms) find another workaround to circumvent this","author":"supermarin","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_sxqckh"},{"id":"9cb35bfb-eea8-4d45-bbfd-5ee620e93698","source":"lobsters","source_id":"lobsters:c_pcsuxf","content_type":"comment","title":null,"body_preview":"IIUC the extension is just frontend to the native containers and it should work correctly out of the box","author":"patryk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.022258988139079727,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_pcsuxf"},{"id":"2caf593d-b1b6-43e4-8632-f58862a43e39","source":"lobsters","source_id":"lobsters:c_slimu3","content_type":"comment","title":null,"body_preview":"Will it import cookies from the extension? So that I don't have to sign in to everything again","author":"chinmay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_slimu3"},{"id":"76fd6fec-8210-4508-8476-461d5e4ef1e2","source":"lobsters","source_id":"lobsters:c_hj9mgw","content_type":"comment","title":null,"body_preview":"I hope this means we can have containers on Android too: The plugin doesn't work there.\n\nContainers are great: Without it, you need to use N different browsers to keep N different cookie worlds apart ","author":"anordal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_hj9mgw"},{"id":"44c37de5-1888-43e6-8271-f79443cf9983","source":"lobsters","source_id":"lobsters:c_7mcbai","content_type":"comment","title":null,"body_preview":"I've been loudly critical of Mozilla in the past but this is a great example of the sorts of moves they should be making. Well done, I'm looking forward to seeing it come through.","author":"jackdk","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.031046354076522176,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_7mcbai"},{"id":"6bda5793-e843-45f6-bd43-52c131c8eb69","source":"lobsters","source_id":"lobsters:c_bu9oxh","content_type":"comment","title":null,"body_preview":"I wonder if they now will also make it possible to truly seperate the background process of extensions for containers. It has been an open issue for 9 years now. The tl;dr there is that private browsi","author":"creesch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0.14845041679747617,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_bu9oxh"},{"id":"eb30416b-75bc-4bab-95f4-ed4a65b52212","source":"lobsters","source_id":"lobsters:c_qavgrh","content_type":"comment","title":null,"body_preview":"I don't know if it'll support wildcards/regex but site assignment is coming. There'll be an extension API so addons that wants to implement more advanced assignment system will be able to set/get the ","author":"sdk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_qavgrh"},{"id":"5d73182c-1572-426c-89c6-8d3fd7ff3559","source":"lobsters","source_id":"lobsters:c_fefdez","content_type":"comment","title":null,"body_preview":"I’m a heavy user of multi-account containers. I also use another helper extending which lets you set domain rules, e.g. “*.ibm.com goes in the ibm container”. That functionality in the first party imp","author":"jmtd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.01643468403397419,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_fefdez"},{"id":"8b686ce1-20aa-47b4-be4f-2ae242f02eb2","source":"lobsters","source_id":"lobsters:c_s2lsw6","content_type":"comment","title":null,"body_preview":"Thanks, Mozilla. It's nice to see good features like that being integrated!","author":"jmiven","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ja2gzr/firefox_containers_preview#c_s2lsw6"},{"id":"19323928-d794-418c-977c-48eedcde0c00","source":"lobsters","source_id":"lobsters:c_tp2g27","content_type":"comment","title":null,"body_preview":"maybe offtopic but it's sort of surprising to me that we haven't gotten general purpose shaders in css as an extension of svg filters, although as i write this i suspect maybe somebody tried and it lo","author":"nsfmc","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lkp7x3/pure_css_implementation_some_sunlight#c_tp2g27"},{"id":"87fd0a28-989d-4020-a4cf-20bed867f4eb","source":"lobsters","source_id":"lobsters:c_sz9v3g","content_type":"comment","title":null,"body_preview":"It works for me, and my browser window is narrower than that. (Vivaldi, Linux)","author":"Nicd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lkp7x3/pure_css_implementation_some_sunlight#c_sz9v3g"},{"id":"bcf12837-4308-4f86-b39c-e5a25839e229","source":"lobsters","source_id":"lobsters:c_trg7lw","content_type":"comment","title":null,"body_preview":"The demo shows some kind of plant silhouette - I don't get that in the live version though, unless somehow the demo needs a display wider than 3000px to render that part?","author":"stephenr","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.27134500852280263,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lkp7x3/pure_css_implementation_some_sunlight#c_trg7lw"},{"id":"c15a1881-1d31-49fe-bb05-543f098751f8","source":"lobsters","source_id":"lobsters:c_zoenwg","content_type":"comment","title":null,"body_preview":"The phrase \"a pure css implementation of some sunlight streaming in through the window\" is so evocative I was expecting/hoping this would be an interesting piece of writing. The fact that it's actuall","author":"joemi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lkp7x3/pure_css_implementation_some_sunlight#c_zoenwg"},{"id":"17dbff8c-26a5-4148-8a9b-d31c9168ed74","source":"lobsters","source_id":"lobsters:c_zflayq","content_type":"comment","title":null,"body_preview":"That's also a Unix error, where Greg was blamed: see https://www.tuhs.org/pipermail/tuhs/2021-January/022729.html","author":"orib","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.05107526881720428,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/csc385/odd_comments_strange_doings_unix#c_zflayq"},{"id":"6c467a21-a5b9-4024-b260-d12c31f1a7ae","source":"lobsters","source_id":"lobsters:c_kz9nlj","content_type":"comment","title":null,"body_preview":"Yeah, but I believe it's a reference to Plan 9's Egreg error.","author":"jmiven","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/csc385/odd_comments_strange_doings_unix#c_kz9nlj"},{"id":"7aac2212-ad8d-4ec6-978c-e66bbadcb68d","source":"lobsters","source_id":"lobsters:c_senqo2","content_type":"comment","title":null,"body_preview":"Ken is still around, but this was written by Dennis who died in 2011.","author":"fanf","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.0015432098765432002,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/csc385/odd_comments_strange_doings_unix#c_senqo2"},{"id":"abbaa089-9969-49c7-9c1d-c75d5aea7916","source":"lobsters","source_id":"lobsters:c_n28yfc","content_type":"comment","title":null,"body_preview":"Don't get your hopes too high. GH can't roll out basic stuff like ipv6. At this point they can tweak a UI, and take a year to roll out stacked PRs.","author":"dpc_pw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_n28yfc"},{"id":"1fbf0d31-3c6d-4e3d-9773-5d0f4c0cf7ea","source":"lobsters","source_id":"lobsters:c_uw6pds","content_type":"comment","title":null,"body_preview":"What you could do is generate the id token in one job and then pass it as an input to another job.\n\nIt’s heavy-handed but it does get you security isolation.\n\nProblem is that now the job-id claim in t","author":"arianvp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_uw6pds"},{"id":"984c73a6-6d4a-4256-8c94-ae1b7f70b4de","source":"lobsters","source_id":"lobsters:c_jeyvcg","content_type":"comment","title":null,"body_preview":"Not sure what you mean why elevating aud: the idea in the post is to protect it because it’s already critical, not to make it more critical.\n\nBut yes, the post calls out that RPs should do more than p","author":"yossarian","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0.07750456878280954,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_jeyvcg"},{"id":"6f072341-2e76-4ca6-be6d-7be783fe92a1","source":"lobsters","source_id":"lobsters:c_mwohuz","content_type":"comment","title":null,"body_preview":"I’d also like to see declarative aud, but I can kind of see why that one was left to Actions publishers to choose, instead of equipping the STS with the mapping and starting to reject token signing re","author":"bureado","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","polished_first_draft"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_mwohuz"},{"id":"28d97498-a75a-4b41-b621-9ad5a2fdf6a6","source":"lobsters","source_id":"lobsters:c_zns2ar","content_type":"comment","title":null,"body_preview":"Nobody (including me, the OP) is saying you should rely solely on the audience claim! The audience is not an alternative to properly identifying the principal for the ID token.\n\nThe only point of the ","author":"yossarian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.07750456878280954,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_zns2ar"},{"id":"18950f45-0c51-4539-aca2-1604990832bb","source":"lobsters","source_id":"lobsters:c_5af38f","content_type":"comment","title":null,"body_preview":"One of the unstated annoyances here is a few cloud providers don't support inspecting anything other than iss, sub, and aud - so you can't actually use the extra OIDC claims GitHub provides[0] and eff","author":"unlobito","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_5af38f"},{"id":"9130c597-aff6-476f-8416-58a99f0ec17a","source":"lobsters","source_id":"lobsters:c_pmduo5","content_type":"comment","title":null,"body_preview":"Or the workflow name claim, or environments, or a combination of aud, sub, and workflow, etc. (Does anyone rely on aud only?)\n\nOP does recognize this (“came to the conclusion that the machine identity","author":"bureado","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_pmduo5"},{"id":"1502e301-e1f2-4e44-b271-d8d0f1c03262","source":"lobsters","source_id":"lobsters:c_sazpxd","content_type":"comment","title":null,"body_preview":"If GHA's sub isn't sufficient, isn't the solution to push for sub enhancements (or additional metadata in custom claims) rather than trying to elevate aud?","author":"alexjurkiewicz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_sazpxd"},{"id":"3bce5d38-ada9-4acd-805b-29f408cf68e8","source":"lobsters","source_id":"lobsters:c_vmhzp0","content_type":"comment","title":null,"body_preview":"Gitlab has this https://docs.gitlab.com/ci/secrets/id_token_authentication/","author":"aae","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13020833333333331,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_vmhzp0"},{"id":"8c90f6e6-5578-41b1-a900-05a8fd57f8b9","source":"lobsters","source_id":"lobsters:c_7rhwsy","content_type":"comment","title":null,"body_preview":"Seems pretty reasonable.\nI loosely (i.e. not a dedicated issue yet) suggested this to Forgejo (which added workload identity support in v15): https://codeberg.org/forgejo/forgejo/pulls/10481#issuecomm","author":"oliverpool","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_7rhwsy"},{"id":"1622007e-b1c2-4f6c-8533-f11956c6ab06","source":"lobsters","source_id":"lobsters:c_sl2qod","content_type":"comment","title":null,"body_preview":"Essentially, it’s a poorly designed identity layer on top of OAuth 2.0 protocol based on JWTs. Easy to self-host a provider server, but in practice each one of them has its own quirks and inconvenienc","author":"heavyrain266","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.033009206171370924,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_sl2qod"},{"id":"ca4e7649-9dd7-433f-8247-c1e18e177143","source":"lobsters","source_id":"lobsters:c_od99ji","content_type":"comment","title":null,"body_preview":"I’ll force the knowledge onto you. OpenID is a consortium that, once upon a time, proposed a standard of the same name for a system of “federated Identity Providers” - effectively a combination of SSO","author":"ceph","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":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_od99ji"},{"id":"b9fe1581-94b8-48d3-814a-26dd4171a0fe","source":"lobsters","source_id":"lobsters:c_iu6ld4","content_type":"comment","title":null,"body_preview":"I've always wondered what OpenID is and why everyone only seems to talk about the Connect part, whatever that is.\n\nNot wondered enough to research it, mind you.","author":"mort","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_iu6ld4"},{"id":"9b538619-223c-4f3b-b5bf-32295942aec8","source":"lobsters","source_id":"lobsters:c_1d4lwz","content_type":"comment","title":null,"body_preview":"GH Actions security is kinda rickety. If you want to prevent i.e. untrusted public users from being able to i.e. use a specific runner, there is no way to do so other than Actions files in the repo, w","author":"calvin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ipt1em/github_actions_needs_oidc_audience#c_1d4lwz"},{"id":"1c2f01de-d8ad-40e3-b204-75043f37d8fa","source":"lobsters","source_id":"lobsters:c_dtzo3c","content_type":"comment","title":null,"body_preview":"Same story it's been for the last 30 years:\n\nCPU's always like aligned data,\nMany CPU's have hardware that can cover up the costs of unaligned data in some circumstances,\nWhat those circumstances are ","author":"icefox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/7hm8yf/performance_impact_alignment#c_dtzo3c"},{"id":"dc1903dc-b56b-40c8-997c-aeff50263a39","source":"lobsters","source_id":"lobsters:c_np7edr","content_type":"comment","title":null,"body_preview":"It might be worth looking again. I've been trying it out over the past several weeks and used it for a couple of game jams. Incremental builds were snappy. The first builds took a couple minutes, but ","author":"hoistbypetard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/oppmip/bevy_s_sixth_birthday#c_np7edr"},{"id":"bb718b40-cce2-4878-9a66-bf787667d8e2","source":"lobsters","source_id":"lobsters:c_pqxm5b","content_type":"comment","title":null,"body_preview":"I had kind of forgotten about bevy since the updates rolled in less frequent. Nonetheless, a lot of progress has been made since. Cool to see it's still kicking!\n\nI really want Bevy to win in the long","author":"ramones","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/oppmip/bevy_s_sixth_birthday#c_pqxm5b"},{"id":"a5d3f940-2fcd-42da-970d-435a00277989","source":"lobsters","source_id":"lobsters:c_boln6v","content_type":"comment","title":null,"body_preview":"A domain I manage (for a sports club in an English town) is one letter shorter than that of a committee in a US state's government. At least once someone in the US typoed a colleague's email address a","author":"knirirr","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_boln6v"},{"id":"a5624f02-d782-4dc3-b53d-09e0fe507618","source":"lobsters","source_id":"lobsters:c_2fwykr","content_type":"comment","title":null,"body_preview":"I own nosuch.org. Before I turned off the catch-all email option way back in the early 2000's, I received tons of ridiculous stuff. I shudder to think what I'd get if I turned it back on now.","author":"mrnosuch","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_2fwykr"},{"id":"1557abbb-25ea-49a8-843d-1e5533adb965","source":"lobsters","source_id":"lobsters:c_veldk6","content_type":"comment","title":null,"body_preview":"Never forget the hire a hitman one that eventually led to the guy contacting the FBI","author":"olliej","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.05187968740985545,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_veldk6"},{"id":"8b15cbad-d3c6-4357-9e24-7cde9bf7f9cd","source":"lobsters","source_id":"lobsters:c_3ywvtu","content_type":"comment","title":null,"body_preview":"reminds me of https://lobste.rs/s/muofgb/deleteduser_com_15_pii_magnet","author":"fanf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.0015432098765432002,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_3ywvtu"},{"id":"8e553c5b-344c-4386-b4e0-9c324132ef7d","source":"lobsters","source_id":"lobsters:c_tyi0dq","content_type":"comment","title":null,"body_preview":"Always assumed those were phishing or account active test emails. I used to get a ton from Indian sources as part of mailing lists or individually ostensibly about bills, invoices once about some inte","author":"kghose","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_tyi0dq"},{"id":"12bbacbe-5755-4d63-a849-5de04fea8ec6","source":"lobsters","source_id":"lobsters:c_0hforg","content_type":"comment","title":null,"body_preview":"Thinking about it, if I didn't realise that there was a problem and I received a message about it, I would probably think it's a scam attempt :-D","author":"jmiven","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_0hforg"},{"id":"1fcaa257-d44c-4845-9b86-018357b8f86e","source":"lobsters","source_id":"lobsters:c_zc18qu","content_type":"comment","title":null,"body_preview":"Just like many other, this happens to me too. In my case, my \"twin\" is in Italy. Once I got an email from the phone company about his line, and his phone number was detailed there. I messaged him expl","author":"fedemp","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":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_zc18qu"},{"id":"4a54978f-97ff-4dba-b150-64a7edfd2a39","source":"lobsters","source_id":"lobsters:c_sxkjyt","content_type":"comment","title":null,"body_preview":"I have a short early gmail address and I have so much misdirected email - a person in Germany ordering an expensive holiday, someone's vet appointment in Virginia, a party from the US seeking their Sw","author":"gerikson","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_sxkjyt"},{"id":"5078ff98-f789-4375-a35d-be8fda7871a3","source":"lobsters","source_id":"lobsters:c_oj1jy0","content_type":"comment","title":null,"body_preview":"I was about to say, \"I know a guy with a whole blog series about that.\" But then I looked, and you were him.","author":"gcupc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","self_reference"],"bot_score":0.011795117221304217,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_oj1jy0"},{"id":"9e585a02-3d98-464e-80e4-4f1be6c5fa22","source":"lobsters","source_id":"lobsters:c_wht5io","content_type":"comment","title":null,"body_preview":"+1 - I have a (fairly generic) gmail I made for a short film (many many years ago) and I get mobile phone bills, flight tickets, all kinds of stuff. I try to reply where I can, or unsubscribe but ther","author":"wgx","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_wht5io"},{"id":"f68f671a-159f-4a5e-b667-83f3ee5a1bff","source":"lobsters","source_id":"lobsters:c_ei6nwd","content_type":"comment","title":null,"body_preview":"You too huh? Reasonably common name + a firstname.lastname@gmail and I've had it all, messages from a Mom and Dad to who they thought were their adult kids explaining that they were getting divorced, ","author":"matt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_ei6nwd"},{"id":"8737cec1-c332-49bc-8eb7-68437cc0f738","source":"lobsters","source_id":"lobsters:c_lgflt2","content_type":"comment","title":null,"body_preview":"I've gotten invoices and medical records for someone with the same name as me, which is just incredible.","author":"jeeger","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_lgflt2"},{"id":"6f7b5e06-b0f2-4dff-937d-113cfa78f591","source":"lobsters","source_id":"lobsters:c_knv3tn","content_type":"comment","title":null,"body_preview":"I had \"firstname@\" on a mid size British residential ISP once and I have a common first name. The spam was insurmountable and the amount of genuinely misdirected email was incredible too.","author":"0x2ba22e11","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.014705882352941168,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_knv3tn"},{"id":"dc90c4a1-bdcd-498c-9b46-e99a26bf1850","source":"lobsters","source_id":"lobsters:c_9owidk","content_type":"comment","title":null,"body_preview":"My wife has had that happen so many times over the years. For the first few times she actually managed to track some of these people down to tell them to please stop. Not one stopped until she took my","author":"zod000","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","imperfect_expression"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_9owidk"},{"id":"43a40471-7a4c-40fd-aa86-d166d705e2db","source":"lobsters","source_id":"lobsters:c_ouxdbf","content_type":"comment","title":null,"body_preview":"I had this happen with an older lady in Australia, who kept using my gmail address. Eventually I received an email with her phone number and text her. She was very confused about it but I managed to g","author":"sdt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_ouxdbf"},{"id":"b733f281-937f-4a3b-8d9a-33027e0c2221","source":"lobsters","source_id":"lobsters:c_cjg6vw","content_type":"comment","title":null,"body_preview":"I semi-regularly get emails for another Martin Janiczek accidentally sent to me (I think we're the only two in Czech Republic), to the point that I now know their address and what they're planning to ","author":"janiczek","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.2264097655573916,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_cjg6vw"},{"id":"4d4fe982-7146-4a09-b34d-58dfab2fc876","source":"lobsters","source_id":"lobsters:c_dbwki4","content_type":"comment","title":null,"body_preview":"There's a French guy who seems to think my email address is his for similar reasons, but he writes it firstnamelastname (without the dot) so it's fairly easy to see when I can ignore it. Also I'm not ","author":"Johz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_dbwki4"},{"id":"627f5dca-d1ed-4e42-afc3-aa5c7155dabd","source":"lobsters","source_id":"lobsters:c_uv25wk","content_type":"comment","title":null,"body_preview":"I have a firstname.lastname@gmail.com account and I'm dismayed at the amount of person emails I get for other firstname lastname's who don't know their own email addresses, or people who send them ema","author":"spc476","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/exgfc0/researcher_bought_noreply_net_companies#c_uv25wk"},{"id":"f9a6c33c-0dca-411b-ad35-be531fe0a6b9","source":"lobsters","source_id":"lobsters:c_i8uv5s","content_type":"comment","title":null,"body_preview":"I don't understand what this comment is supposed to mean. The fast Fourier transform is an algorithm (or family of algorithms) to calculate the discrete Fourier transform of a signal. So why must we \"","author":"connorboyle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aeur9s/noob_learns_fft#c_i8uv5s"},{"id":"4898a1b0-056a-4e8f-8218-2b28fbc3aafc","source":"lobsters","source_id":"lobsters:c_uwzlt9","content_type":"comment","title":null,"body_preview":"Fast Fourier Transform: easy enough and nice to use.\nDiscrete Fourier Transform: steer away you Satan!","author":"JulianSildenLanglo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aeur9s/noob_learns_fft#c_uwzlt9"},{"id":"dccd3128-1885-4379-8a41-c545c3cbd604","source":"lobsters","source_id":"lobsters:c_whxqtz","content_type":"comment","title":null,"body_preview":"This was a really clean and intuitive way to present a complex topic (pun not intended.)","author":"bmo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.07429511722130418,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aeur9s/noob_learns_fft#c_whxqtz"},{"id":"2cadfd06-88bf-4a22-8d75-b97f7e0c7eac","source":"lobsters","source_id":"lobsters:c_4uxp2s","content_type":"comment","title":null,"body_preview":"Most people don't need a model that can solve the Riemann hypothesis in order to give them a recipe for the ingredients they have in their fridge.  Or even to do a web search and summarize the results","author":"dualvariable","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.2386800097403459,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_4uxp2s"},{"id":"c9d0922c-6345-47cc-921f-4015e345dd46","source":"lobsters","source_id":"lobsters:c_f1fzp2","content_type":"comment","title":null,"body_preview":"I'm always suspicious about arguments about \"revealed preference\". It tends to be shaped by either advertising or external constraints.","author":"gcupc","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.011795117221304217,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_f1fzp2"},{"id":"839905af-c273-4d21-a2e0-a5eb1ac17fb2","source":"lobsters","source_id":"lobsters:c_ad5qvx","content_type":"comment","title":null,"body_preview":"The author doesn't define \"efficiency\", which is a problem.\n\nAlso, this claim:\n\n\nalmost everyone’s revealed preference is to use the strongest available model in their price range\n\n\nis unsubstantiated","author":"strugee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13020833333333331,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_ad5qvx"},{"id":"e23c994f-a4f0-4257-870e-9ca7c249d3e2","source":"lobsters","source_id":"lobsters:c_b6glvl","content_type":"comment","title":null,"body_preview":"Not really, the article literally says \"Local models are too weak to be widely used\"","author":"mrunix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_b6glvl"},{"id":"426884ee-7c06-4d03-8ef1-d762a7360851","source":"lobsters","source_id":"lobsters:c_q1mh8t","content_type":"comment","title":null,"body_preview":"I think your comment would be covered by the author's thoughts in the \"Local models are not useless\" section.","author":"benji","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_q1mh8t"},{"id":"b7cb528b-8323-4372-8cad-b3bc412df774","source":"lobsters","source_id":"lobsters:c_bjdlrs","content_type":"comment","title":null,"body_preview":"The argument that local LLMs will not \"win\" because they'll always be less powerful than frontier models is like saying that personal computers will not win because mainframes will always be more powe","author":"mrunix","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_bjdlrs"},{"id":"9e193c33-f7d7-4225-b441-c93e2df402e3","source":"lobsters","source_id":"lobsters:c_vxllxs","content_type":"comment","title":null,"body_preview":"lot of \"business as usual\" assumption in this article. No collapse of the AI industry, no collapse of the hardware supply chain, no enshittification, no foreign powers bombing data centers, no regulat","author":"chobeat","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_vxllxs"},{"id":"1636854a-2037-40ed-acae-42922cd6a82f","source":"lobsters","source_id":"lobsters:c_5bl3xe","content_type":"comment","title":null,"body_preview":"If you said that you'd hardly be wrong... most people's \"local computers\" are fancy graphics terminals (using a convoluted display language called \"HTML\"), storing all of their data and delegating all","author":"hobbified","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.019454882778695826,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_5bl3xe"},{"id":"71775c55-2207-4dc8-be70-91658e85cca5","source":"lobsters","source_id":"lobsters:c_islhbg","content_type":"comment","title":null,"body_preview":"\"win\" is a false dichotomy - it's a bit like someone saying \"local computers will not win\" in the 90s and claiming that servers will always be more efficient and users always prefer faster machines.","author":"ohrv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_islhbg"},{"id":"b838442a-1fba-45d6-845e-ec368711dfe0","source":"lobsters","source_id":"lobsters:c_rfberf","content_type":"comment","title":null,"body_preview":"All of its training data is available and everything is transparent and reproducible (such as with a seed). The average person doesn't necessarily have to be able to do it (though that'd be ideal), bu","author":"liberty","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.12855845478568456,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_rfberf"},{"id":"3db4e9e2-a12b-4cd6-a889-b1820f5a114f","source":"lobsters","source_id":"lobsters:c_szbtxo","content_type":"comment","title":null,"body_preview":"Not sure what an open source LLM would be. They aren't software, there is no source code...","author":"singpolyma","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_szbtxo"},{"id":"d883dc44-2e47-4651-9913-12e743bb4ae7","source":"lobsters","source_id":"lobsters:c_lhbgox","content_type":"comment","title":null,"body_preview":"In some cases, you can also choose a local model due to privacy concerns. If all inference were done by huge corporations, it would put too much power in their hands and make them vulnerable to inside","author":"abareplace","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.16493055555555552,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_lhbgox"},{"id":"b3ebe706-364a-4466-927e-51f57c71235c","source":"lobsters","source_id":"lobsters:c_y3ylph","content_type":"comment","title":null,"body_preview":"Cost is not always the consideration people use for deciding what model to use. If cost was a huge factor Anthropic wouldn't be dominating OpenAI right now since it's by far the most expensive solutio","author":"mempko","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_y3ylph"},{"id":"e6b323b2-3ba0-4755-a29b-90f4c58195fc","source":"lobsters","source_id":"lobsters:c_8shzyw","content_type":"comment","title":null,"body_preview":"It's the dependency to a corporation, which tend to extract rents. It's worse if there's a cost since it excludes people but the control over users is the problem. I acknowledge this is a spectrum.","author":"liberty","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases","platform_fluency"],"bot_score":0.12855845478568456,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_8shzyw"},{"id":"67c7299f-a1be-47b2-9847-622094c5022e","source":"lobsters","source_id":"lobsters:c_yyfc8m","content_type":"comment","title":null,"body_preview":"Calculators are easily accessible without paying rent\n\n\nSo your objection is specifically the cost, not that we are delegating our mental capacity? In that case I just misread your objection.","author":"weberc2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2572760091652896,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_yyfc8m"},{"id":"0742fea7-fd04-478b-aee0-0935919a9488","source":"lobsters","source_id":"lobsters:c_icj7fc","content_type":"comment","title":null,"body_preview":"Calculators are easily accessible without paying rent. And yeah, I think centralized search engines that are controlled by corporations are also a problem.","author":"liberty","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.12855845478568456,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_icj7fc"},{"id":"43e955d1-3d56-4996-9780-a013bf76b7bb","source":"lobsters","source_id":"lobsters:c_v9loe1","content_type":"comment","title":null,"body_preview":"I mean, I \"rent my brain out\" to calculators and search engines and to book authors and all manner of other things, why not an LLM? I definitely want to preserve my mental capacity and exercise my bra","author":"weberc2","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.2572760091652896,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_v9loe1"},{"id":"5ef711ae-6bcb-46be-89dc-3f65cef54b61","source":"lobsters","source_id":"lobsters:c_x7jcje","content_type":"comment","title":null,"body_preview":"Technically, I'd allow it. It'd be far better than the status quo especially if all the other problems with LLMs were resolved. Reproducible builds would be nice here but since LLM training is probabi","author":"liberty","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.12855845478568456,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_x7jcje"},{"id":"97c6863f-f50b-414c-94f0-575cdbd18ecb","source":"lobsters","source_id":"lobsters:c_x8awld","content_type":"comment","title":null,"body_preview":"For me, local, open-source\n\n\nJust for my curiosity, do you consider that list to be models that are declared open source, ones that are open-source + open-data, or you really mean you will only use on","author":"mdaniel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_x8awld"},{"id":"d4048507-e186-4150-ab39-9e511fd1f257","source":"lobsters","source_id":"lobsters:c_lu3lzl","content_type":"comment","title":null,"body_preview":"For me, local, open-source (not \"open weight\") models are the only things that would cause me to consider using LLMs. If there isn't an endpoint in which we're not renting our brains instead of using ","author":"liberty","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.12855845478568456,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kkqqdn/no_local_models_will_not_win#c_lu3lzl"},{"id":"38dbe4b5-a3f9-4ca6-8fb6-e8fe25b388e7","source":"lobsters","source_id":"lobsters:c_kind3y","content_type":"comment","title":null,"body_preview":"I assume the codename \"opus\" is a reference to Berk Breathed's penguin character just based on how popular/iconic the character was at the time. Does anyone here know?","author":"hoistbypetard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8k3c7u/msword_port_microsoft_word_1_1a_x64#c_kind3y"},{"id":"94d04c11-3246-44da-a024-8b98a0ccd531","source":"lobsters","source_id":"lobsters:c_a9e7om","content_type":"comment","title":null,"body_preview":"That's some chutzpah naming a repo msword on that specific code forge","author":"mdaniel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8k3c7u/msword_port_microsoft_word_1_1a_x64#c_a9e7om"},{"id":"eff72183-8647-45dd-91c4-af9ec53aebbc","source":"lobsters","source_id":"lobsters:c_pmzjsa","content_type":"comment","title":null,"body_preview":"Fun project for sure. In a similar vein I've been enjoying being able to use the unix versions of word perfect and lotus 1-2-3 that have been made possible to run on modern linux by Tavis Ormandy.\n\nUn","author":"jbe_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8k3c7u/msword_port_microsoft_word_1_1a_x64#c_pmzjsa"},{"id":"ac4d251f-9857-4d3e-a502-eb177f7fc5d2","source":"lobsters","source_id":"lobsters:c_deuoi4","content_type":"comment","title":null,"body_preview":"The only inputs are related to movement so walking up to chests / weapons / potions automatically loots / picks up / quaffs. There were quite a few chests on the first room on level 2 today so if ther","author":"lvmbdv","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2302908334500378,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_deuoi4"},{"id":"75984aff-23e0-48af-a6d1-fb19a61ab1ed","source":"lobsters","source_id":"lobsters:c_c9tdzj","content_type":"comment","title":null,"body_preview":"I'm not sure how I can open chests or find items. I suppose someone else has already opened all chests in the levels I entered?","author":"kqr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.0803727863005804,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_c9tdzj"},{"id":"314b34ad-d506-49f8-86b4-e471a8147bab","source":"lobsters","source_id":"lobsters:c_wkpsy3","content_type":"comment","title":null,"body_preview":"Oh interesting, my first instinct was to enter a certain key combination which also worked! Cute game, I only made it to depth 5 though.","author":"dmcgrath","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_wkpsy3"},{"id":"78849e07-1edf-4903-9dce-e3e22c91de69","source":"lobsters","source_id":"lobsters:c_ytmaiw","content_type":"comment","title":null,"body_preview":"Aww, since mobile users are at a disadvantage here I'll just give it out. You tap the site footer 7 times.","author":"lvmbdv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2302908334500378,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_ytmaiw"},{"id":"0ab67841-30c8-4f8d-8363-e710d57dfbf9","source":"lobsters","source_id":"lobsters:c_k5xlnd","content_type":"comment","title":null,"body_preview":"Oooh that's a good one, but I was more in the mindspace of roguelikes and other genres of the same era.","author":"lvmbdv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.2302908334500378,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_k5xlnd"},{"id":"588a2ee8-6293-4015-b9cb-4aea17b9b280","source":"lobsters","source_id":"lobsters:c_mrhvav","content_type":"comment","title":null,"body_preview":"When I read \"one for the dwarves\" I assumed it meant \"mellon\", as in the gates of Moria. Had to peek at the source to figure it out.","author":"mftrhu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_mrhvav"},{"id":"37fbbd2b-8a5a-47f5-9f43-f4f14f6dcf90","source":"lobsters","source_id":"lobsters:c_ralesi","content_type":"comment","title":null,"body_preview":"Thanks for the golfing tips. I had never put that much thought into further shrinking the trigger script after I saw it was around 1 kilobytes anyway.","author":"lvmbdv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2302908334500378,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_ralesi"},{"id":"4e7a7889-252b-4dff-9ebe-4bb39650879d","source":"lobsters","source_id":"lobsters:c_6u6mwf","content_type":"comment","title":null,"body_preview":"I can’t even enter with the Konami code\n\n\nxyzzy is your friend!","author":"kqr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.0803727863005804,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_6u6mwf"},{"id":"4328a2a3-12e0-40ea-99fb-e035792eb889","source":"lobsters","source_id":"lobsters:c_fpcqml","content_type":"comment","title":null,"body_preview":"why jump to the conclusion\n\n\nI'm happy to go into details.\n\nThe literal quote that I posted shows that your input was very high level, and Claude did all of the work and made most of the decisions.\nTh","author":"bmo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.07429511722130418,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_fpcqml"},{"id":"f56e1fe3-0465-4a16-b3f2-83e5507b2e8b","source":"lobsters","source_id":"lobsters:c_644nr4","content_type":"comment","title":null,"body_preview":"My use of lobste.rs is well within its guidelines. As you said, you cannot speak to what level of effort I put in, so why jump to the conclusion that it's a \"low effort\", \"outcome-above-all\" project? ","author":"lvmbdv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2302908334500378,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_644nr4"},{"id":"71037b6e-2b0f-4f31-b506-2a6a3baa25be","source":"lobsters","source_id":"lobsters:c_l0ylvk","content_type":"comment","title":null,"body_preview":"Tbh I don't feel great about comments like this either because of the other human in the picture. But I still feel like it needs to be said, and I wish we had an enforced content policy that made it u","author":"bmo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression","direct_accusation"],"bot_score":0.07429511722130418,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_l0ylvk"},{"id":"509c4da4-2ef3-4485-9b3a-07d0325dbe4f","source":"lobsters","source_id":"lobsters:c_btobd4","content_type":"comment","title":null,"body_preview":"Under a post clearly tagged vibecoding both on lobste.rs and the blog itself, not only are you not bringing anything new or interesting to the conversation unlike the comment you were replying to, but","author":"lvmbdv","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2302908334500378,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_btobd4"},{"id":"c4954e2e-2bf5-4a5e-9150-b70847dd3ad3","source":"lobsters","source_id":"lobsters:c_0m4kra","content_type":"comment","title":null,"body_preview":"… why did I just do this?\n\n\nSo that Claude can read your comment and reimplement your work, and possibly add it to the writeup too. I caught myself almost leaving some feedback but I do wonder what th","author":"bmo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.07429511722130418,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_0m4kra"},{"id":"56f517cb-88e4-4db3-a3c7-452be9c00b1c","source":"lobsters","source_id":"lobsters:c_yoipsy","content_type":"comment","title":null,"body_preview":"The always-loaded part is a 1,057-byte script that listens for the way in and does nothing else.\n\n\nhttps://blog.lvmbdv.dev/js/dungeon/trigger.6822910391ff65316b612cf7d7c330d6076dd49ecc0be2fa45287fd271","author":"chrismorgan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","strong_opinions","original_commentary_around_code"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ci7bnd/there_s_dungeon_under_this_blog#c_yoipsy"},{"id":"cdd2cd87-8a11-467f-a519-b2596e38701d","source":"lobsters","source_id":"lobsters:c_5dqpik","content_type":"comment","title":null,"body_preview":"Ha, yes, I see where I misread the intro now. Thanks!","author":"jaredkrinke","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vzza5g/fastest_double_string_algorithm_you_ve#c_5dqpik"},{"id":"e8769d43-5389-4903-911a-f941ea89e5fa","source":"lobsters","source_id":"lobsters:c_9uayvd","content_type":"comment","title":null,"body_preview":"The article says Żmij changed from being based on Schubfach (34.58 ns) to being based on yy (16.61 ns) which with other optimizations helped Żmij get down to 3.93 ns.","author":"fanf","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.0015432098765432002,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vzza5g/fastest_double_string_algorithm_you_ve#c_9uayvd"},{"id":"320e3473-b0fa-430b-917d-72c147324d49","source":"lobsters","source_id":"lobsters:c_jh9dzk","content_type":"comment","title":null,"body_preview":"Is there an explanation of why they switched away from an algorithm that is (according to their linked table) 4x faster than the new algorithm described in the post?","author":"jaredkrinke","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vzza5g/fastest_double_string_algorithm_you_ve#c_jh9dzk"},{"id":"d2036f8b-59cb-4cc7-923c-9381aedda2a4","source":"lobsters","source_id":"lobsters:c_hzwemb","content_type":"comment","title":null,"body_preview":"CHICKEN is great, I used it to write a monitoring daemon that would report JVM and OS stats over statsd. Nowadays I'd use babashka for this kind of stuff because I'm more familiar with Clojure, but it","author":"lukaszkorecki","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gxhfny/chicken_scheme_6_0_released#c_hzwemb"},{"id":"c7024d02-6b5d-4e93-99e4-ffa4cc9676a6","source":"lobsters","source_id":"lobsters:c_ak96wj","content_type":"comment","title":null,"body_preview":"It came from the Algol tradition of titling the specification like “report on the algorithmic language ALGOL 60”, and the fixed specification like “revised report on the algorithmic language ALGOL 60”","author":"fanf","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.0015432098765432002,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gxhfny/chicken_scheme_6_0_released#c_ak96wj"},{"id":"90dccad9-96f2-406b-99a9-b25ce0ebfaa5","source":"lobsters","source_id":"lobsters:c_ilatf1","content_type":"comment","title":null,"body_preview":"Maybe you can explain to a lisp-admirer-from-afar that's hasn't really used it outside of elisp: What's the story with the R_RS stuff? Is it like a POSIX standard for lisp implementations? Is there re","author":"zmitchell","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality","human_indicator_niche_expertise"],"bot_score":0.5769230769230768,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gxhfny/chicken_scheme_6_0_released#c_ilatf1"},{"id":"519417a8-de9e-4933-a813-c9008d56e600","source":"lobsters","source_id":"lobsters:c_eygpke","content_type":"comment","title":null,"body_preview":"Huzzah! It took a while to shake out some bugs but happy we finally have a release!","author":"sjamaan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gxhfny/chicken_scheme_6_0_released#c_eygpke"},{"id":"b59eda5a-adde-4635-bf27-033648cb708a","source":"lobsters","source_id":"lobsters:c_nqgmcs","content_type":"comment","title":null,"body_preview":"Of course, and there is this awesome project (not mine) that actually uses gzip as a language model.","author":"vrthra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.27134500852280263,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gixxh0/compression_is_prediction#c_nqgmcs"},{"id":"d3ce947b-feef-45c1-b8fa-a3f67cd898c8","source":"lobsters","source_id":"lobsters:c_wpidtl","content_type":"comment","title":null,"body_preview":"One could argue, however, whether some of the steps in ML progress were basically training models to compress/decompress text with not too much (prediction) error. Cross-feeding between the two tasks ","author":"k749gtnc9l3w","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.06372549019607843,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gixxh0/compression_is_prediction#c_wpidtl"},{"id":"6998a0ff-6744-434f-9022-35ccd9f0ebbb","source":"lobsters","source_id":"lobsters:c_pvmnew","content_type":"comment","title":null,"body_preview":"To add, the Hutter prize was originally set in hopes that progress in compression will lead to improvements in AI. Ironically, it worked out the other way round -- the best modern text compression alg","author":"purplesyringa","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.08175123685521798,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gixxh0/compression_is_prediction#c_pvmnew"},{"id":"1215423e-1679-4ea3-9e37-a29d570223db","source":"lobsters","source_id":"lobsters:c_0jsikx","content_type":"comment","title":null,"body_preview":"The idea itself has been, of course, popularised well before the current wave of language models: https://en.wikipedia.org/wiki/Hutter_Prize for a version with money behind the promotion","author":"k749gtnc9l3w","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.06372549019607843,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gixxh0/compression_is_prediction#c_0jsikx"},{"id":"1c18be10-6c56-414c-8e94-35c64020ca97","source":"lobsters","source_id":"lobsters:c_ty9l0j","content_type":"comment","title":null,"body_preview":"That way I can legally use amateur radio bands\n\n\ndepens on jurisdiction, but e.g. in Poland you can transmit encrypted messages using amateur bands as long as they're within the country (but IIRC it's","author":"patryk","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","human_indicator_present"],"bot_score":0.022258988139079727,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/pqq2gi/briar_is_maintenance_mode#c_ty9l0j"},{"id":"38350637-be5a-497e-a444-ab32df322b3d","source":"lobsters","source_id":"lobsters:c_3z2i92","content_type":"comment","title":null,"body_preview":"Are there any mesh networking protocols that go the other way with crypto? Personally end-to-end cryptography is just a bothersome bottleneck for communication. I'd much rather have signed messages. T","author":"JulianSildenLanglo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/pqq2gi/briar_is_maintenance_mode#c_3z2i92"},{"id":"718c332b-abd5-43f0-87f0-c987dd141e8d","source":"lobsters","source_id":"lobsters:c_egnb4x","content_type":"comment","title":null,"body_preview":"Blocked in India:\n\n\n$ curl briarproject.org\nThe website has been blocked as per order of the Ministry of Electronics and Information Technology under IT Act, 2000.\n\n\nI’ve lived in India for the last t","author":"chrismorgan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","technical_detail","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/pqq2gi/briar_is_maintenance_mode#c_egnb4x"},{"id":"1395a087-061a-4a49-8d75-797f1441dbc2","source":"lobsters","source_id":"lobsters:c_f4zx1n","content_type":"comment","title":null,"body_preview":"Unified push is cool, yeah. I think the present reality is that mobile devices have to be one layer removed from a p2p system. They need a relay that is their proxy to an otherwise p2p system. That re","author":"flockofbirbs","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/pqq2gi/briar_is_maintenance_mode#c_f4zx1n"},{"id":"034055b8-b32e-4c86-8c29-b3efc8075028","source":"lobsters","source_id":"lobsters:c_mkwhkd","content_type":"comment","title":null,"body_preview":"But at which point, you could just use XMPP for chat in most instances","author":"toastal","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.041666666666666644,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/pqq2gi/briar_is_maintenance_mode#c_mkwhkd"},{"id":"c0771848-c1da-46e3-873e-d9005c9e11c5","source":"lobsters","source_id":"lobsters:c_ufx5kv","content_type":"comment","title":null,"body_preview":"I think https://unifiedpush.org/ is a step in the right direction.\n\nI don't use it though, since the only notifications I care about on my degoogled lineageos are calls, SMS and XMPP messages. This wo","author":"nicoco","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals","niche_expertise"],"bot_score":0.007659765557391625,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/pqq2gi/briar_is_maintenance_mode#c_ufx5kv"},{"id":"ab3e2a05-7454-46e3-b970-d77009cd4ce5","source":"lobsters","source_id":"lobsters:c_ikb2ze","content_type":"comment","title":null,"body_preview":"I sympathize with the developers. Mobile OS push notifications are a huge barrier to the adoption of p2p technology. Also, it's hard to do anything novel in the chat space and get anyone to care becau","author":"flockofbirbs","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/pqq2gi/briar_is_maintenance_mode#c_ikb2ze"},{"id":"b3f572cc-708a-4395-8d9a-817897e476df","source":"lobsters","source_id":"lobsters:c_hxwxm2","content_type":"comment","title":null,"body_preview":"woah thats crazy. also a very interesting analogy. I have no idea what it might feel like to eat something I once loved.","author":"wmurra","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.3097589881390797,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_hxwxm2"},{"id":"51d9db93-afc8-45d6-b563-fb553cff9fef","source":"lobsters","source_id":"lobsters:c_rbt3d7","content_type":"comment","title":null,"body_preview":"yea maybe I should rephrase that, by McDonalds I meant the alienation between me and my food. When I was 12 years old I was a shepherd for a bit, and some times I had to eat animals I was friends with","author":"jackdoe","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.25975898813907966,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_rbt3d7"},{"id":"28cfc838-7fd4-41af-b182-9f744f83b625","source":"lobsters","source_id":"lobsters:c_azfrdz","content_type":"comment","title":null,"body_preview":"I was not commenting on your AI stance, I was commenting on mcDonalds. The way the sentence reads, it sounds like you are saying, \"Guys, we may not like it but we need to consume it. Just like McDonal","author":"wmurra","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3097589881390797,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_azfrdz"},{"id":"3726d06b-e0df-480a-aacb-693dd4988af1","source":"lobsters","source_id":"lobsters:c_vkoxwp","content_type":"comment","title":null,"body_preview":"Its just saying: it is what it is. I have been in this for a while and its time to move on.\n\nI wrote https://punkx.org/jackdoe/misery.html May 2025 and finally I feel I am making some progress. Its ti","author":"jackdoe","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0.25975898813907966,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_vkoxwp"},{"id":"cd8679bf-68f3-4f75-9d9d-aec422074e15","source":"lobsters","source_id":"lobsters:c_jsjugu","content_type":"comment","title":null,"body_preview":"I need to get used to just getting the thing that does what I want and move on, like eating at McDonalds.\n\n\nFunny sentence. It makes it sound like getting used to MacDonalds is a good thing.","author":"wmurra","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3097589881390797,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_jsjugu"},{"id":"f156032b-ad8e-475f-a739-0f662bfc46b0","source":"lobsters","source_id":"lobsters:c_43mjwl","content_type":"comment","title":null,"body_preview":"wow this is exactly how i feel every time i sit down to code again. i miss it so much but within 4 minutes i have the same internal monologue and dont miss it any more, for a time. im starting to acce","author":"anex9d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_43mjwl"},{"id":"7f60c6bf-dc1d-4b2a-a1e0-e29c7281e8db","source":"lobsters","source_id":"lobsters:c_h77pbl","content_type":"comment","title":null,"body_preview":"I am not even sure addictive is the right word to use. Addictive how exactly? Addictive would mean you want to be in some state more and more, but there is no state to be in.\n\nCognitive offloading/sur","author":"jackdoe","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.25975898813907966,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_h77pbl"},{"id":"1f7e2781-56da-4514-bf55-d86319ac5411","source":"lobsters","source_id":"lobsters:c_wgzaz7","content_type":"comment","title":null,"body_preview":"Thanks for sharing.\n\n\nas I start typing my brain just goes into 'why are you spending time doing this, ...\n\n\nI think this is what they call \"cognitive offloading\" which leads to \"cognitive surrender.\"","author":"bmo","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinion","platform_fluency","absence_of_template_phrases"],"bot_score":0.07429511722130418,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_wgzaz7"},{"id":"223add84-8a74-440d-8ed6-0667a9472a16","source":"lobsters","source_id":"lobsters:c_onlftf","content_type":"comment","title":null,"body_preview":"Anything that reminds people how «War and Peace» is intentionally badly written is a good thing, though!\n\nI guess on the software side, the analogy is that you need to be explicitly malicious to relea","author":"k749gtnc9l3w","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.06372549019607843,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_onlftf"},{"id":"bb3ce3a6-2606-4c7d-80ac-bf7325498fe8","source":"lobsters","source_id":"lobsters:c_lebxcf","content_type":"comment","title":null,"body_preview":"yeah I wouldnt be able to resist the temptation either, thats why id be angry!","author":"wmurra","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.3097589881390797,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_lebxcf"},{"id":"c825846c-5a6b-4143-9635-94ba2d9025ef","source":"lobsters","source_id":"lobsters:c_gj6vcj","content_type":"comment","title":null,"body_preview":"I cannot resist the tempation, sorry.\n\nIf I sat down to read War and Peace and it slowly morphed into a fim adaptation than a TikTok version of a film adaptation, it might still be an improvement over","author":"k749gtnc9l3w","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","self_reference","platform_fluency"],"bot_score":0.06372549019607843,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_gj6vcj"},{"id":"28d4cca1-6b82-4d2d-bef9-8ce035493ae9","source":"lobsters","source_id":"lobsters:c_vve9lu","content_type":"comment","title":null,"body_preview":"If I sat down to read War and Peace and it slowly morphed into a film adaptation and eventually morphed into TikTok I'd be pissed. That is often how I feel when I try to use AI to learn or create.","author":"wmurra","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.3097589881390797,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_vve9lu"},{"id":"c2fd6463-c372-4766-a11f-8867afa427d5","source":"lobsters","source_id":"lobsters:c_vx8rf4","content_type":"comment","title":null,"body_preview":"It is just so easy, I know exactly what I want, I know how to make it appear, even though I know how to write it myself and I know it is good for me to do so, as I start typing my brain just goes into","author":"jackdoe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.25975898813907966,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_vx8rf4"},{"id":"67602695-f127-4aac-8426-5083cea3c24f","source":"lobsters","source_id":"lobsters:c_1cybir","content_type":"comment","title":null,"body_preview":"What is your motivation for using AI despite the tension you feel? Pressure at work? Feeling the utility is just too good to say no to? Do you feel you're getting what you want out of your effort stil","author":"bmo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0.07429511722130418,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/unffzk/my_anti_ai_computer#c_1cybir"},{"id":"5b8ec3f8-4fc5-4537-a4bd-fe0499cbf727","source":"lobsters","source_id":"lobsters:c_r0rn0a","content_type":"comment","title":null,"body_preview":"To state the obvious, pull down the code and look at the change in context then. There's absolutely nothing wrong with that! The Github (et al) review interfaces are not necessarily well set up to hel","author":"frogulis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_r0rn0a"},{"id":"0700dd48-477e-46c9-b1b6-1ab9415c041b","source":"lobsters","source_id":"lobsters:c_kclz3j","content_type":"comment","title":null,"body_preview":"How do you do code reviews?  I've found for me that I just cannot look at a diff and see an issue, I have to see the code in it's full context, so reviewing a PR before a merge I find is very difficul","author":"spc476","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_kclz3j"},{"id":"8e66749c-aa4f-4836-9cfa-52717c3100b9","source":"lobsters","source_id":"lobsters:c_jzu3x2","content_type":"comment","title":null,"body_preview":"When there is something I don't understand or potentially don't agree while performing a code review, I tend to phase it as curiosity: \"I'm curious, why did [...]\" OR \"I'm curious, what if it were imp","author":"erock","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_jzu3x2"},{"id":"124e1c83-296b-40a1-aada-65355392ae1f","source":"lobsters","source_id":"lobsters:c_88fuqf","content_type":"comment","title":null,"body_preview":"This makes sense! Thank you for responding and explaining. My comment was perhaps phrased a bit brusquely; it was not intended to be, sorry. The desire to figure out what circumstances led to the obse","author":"tomsmeding","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.13403821611202912,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_88fuqf"},{"id":"a600e34c-af11-49e0-bcbf-e5e4ee97261d","source":"lobsters","source_id":"lobsters:c_kcumkv","content_type":"comment","title":null,"body_preview":"One of my previous posts How should we learn from bugs? has a longer example, but the short version for why you'd want to avoid counterfactuals is: (quote from the post)\n\n\nCounterfactual reasoning is ","author":"typesanitizer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","quoting_external_sources","absence_of_ai_signals"],"bot_score":0.009259259259259248,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_kcumkv"},{"id":"3aaa8127-cc9c-4340-96e3-58df6eb7d761","source":"lobsters","source_id":"lobsters:c_2kud5m","content_type":"comment","title":null,"body_preview":"but it is also very time/energy consuming.\n\n\nI think this is the key piece for why there is no intrinsic motivation to use this method or for why it's so difficult to avoid counterfactuals. Especially","author":"kbknapp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","semantic_blandness"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_2kud5m"},{"id":"d2f921a6-297e-47d0-a11e-46b9118ce5ad","source":"lobsters","source_id":"lobsters:c_qlwtaz","content_type":"comment","title":null,"body_preview":"It's an example of the socratic method\n\nIt's an extremely efficient management/growth method but it is also very time/energy consuming.","author":"karambahh","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_qlwtaz"},{"id":"72db294b-d2c8-4175-a11f-71ae891ed5a8","source":"lobsters","source_id":"lobsters:c_zgrqpq","content_type":"comment","title":null,"body_preview":"So much devolves to:\n\n\n\"How could you be so dumb?\"\n\n\n\n\"You told me to do it this way!\"\n\n\n\n\"I'm not dumb! Do it like this…\"\n\n\nNeither are, there was just information and instruction omitted at some poi","author":"colindean","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_zgrqpq"},{"id":"3a6c98bf-6b0b-43c8-9f99-78f7c2914d03","source":"lobsters","source_id":"lobsters:c_ywkalf","content_type":"comment","title":null,"body_preview":"And probably also to avoid unintentionally adding blame. \"Why didn't you do it like this?\" can sometimes feel like an accusation, depending on the tone and team dynamic.","author":"enpo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_ywkalf"},{"id":"91ff4290-cc50-483b-997f-3c97604cd36b","source":"lobsters","source_id":"lobsters:c_o3xtkt","content_type":"comment","title":null,"body_preview":"I am supposing that it is because you do not want to ask leading questions or bias the junior person's answer in some way.","author":"gcupc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.011795117221304217,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_o3xtkt"},{"id":"76e5a208-ac5a-43dd-a6d4-3cf456bcfa31","source":"lobsters","source_id":"lobsters:c_pokolt","content_type":"comment","title":null,"body_preview":"I was wondering about footnote 10, quoted in context here:\n\n\nIn the meeting, the senior person, instead of pointing out things which don’t quite make sense, or could be done differently, instead first","author":"tomsmeding","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.13403821611202912,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gyxkma/reviewing_code_is_skill#c_pokolt"},{"id":"31ba9ebd-3a91-4c53-807a-5efe4b53382b","source":"lobsters","source_id":"lobsters:c_jb4g9z","content_type":"comment","title":null,"body_preview":"I've really come around on Gnome 3 over the past 3 years or so. It reminds me a lot of MacOS, but only in good ways. I'm very interested in the \"mosaic\" behavior described in this post, since automati","author":"henderson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_jb4g9z"},{"id":"a3ae7f17-ac57-4369-a4ff-95eb58948cac","source":"lobsters","source_id":"lobsters:c_ol9zp6","content_type":"comment","title":null,"body_preview":"All of this is very exciting! Hopefully some of these features make it to the next releases","author":"hugoarnal","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.12571282740287315,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_ol9zp6"},{"id":"8d4a62c1-0d88-4411-884b-c42e71cd886f","source":"lobsters","source_id":"lobsters:c_hx59l2","content_type":"comment","title":null,"body_preview":"Very cool stuff. GNOME is still the most consistent and well designed desktop you can use on any platform right now.\n\nThe mosaic stuff will be interesting. I really wish GNOME would go back to allowin","author":"Fingel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.031046354076522176,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_hx59l2"},{"id":"5cb9d802-53c8-44b0-8621-181877487b34","source":"lobsters","source_id":"lobsters:c_gjqyai","content_type":"comment","title":null,"body_preview":"I switched to KDE because GNOME was missing a lot of important Wayland protocols (Looking at you, client decorations...) that frequently broke programs I needed to use. But I miss it a lot. GNOME was ","author":"hmry","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","personal_experience","absence_of_ai_signals"],"bot_score":0.10937499999999999,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_gjqyai"},{"id":"d7d4ca7a-277e-4b32-85b0-e1fc092b7612","source":"lobsters","source_id":"lobsters:c_shwv0s","content_type":"comment","title":null,"body_preview":"I like the way Apple platforms have kept notification center and control center separate. A couple controls live alongside notifications on the iPhone lock screen, but they're immovable.","author":"kevinc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_over-qualification","specific_observation"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_shwv0s"},{"id":"f4254f37-6856-4b8a-8a3e-5691a9afad9f","source":"lobsters","source_id":"lobsters:c_v7ryts","content_type":"comment","title":null,"body_preview":"I think they're their own thing. push versus pull. reading my calendar, weather, is an intentional pull action. notifications are interrupting push. quick settings are state change.\n\nof course, I am a","author":"rvrb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_v7ryts"},{"id":"51683c22-1a6d-4b04-9689-55659d76ffb2","source":"lobsters","source_id":"lobsters:c_y90dlg","content_type":"comment","title":null,"body_preview":"Yep. Phones do this because there's no space, but otherwise notifications belong with the calendar (both of them are like status/updates/news if you get what I mean)","author":"chinmay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_y90dlg"},{"id":"05a7d111-018f-4091-8468-fb39c1ef5e82","source":"lobsters","source_id":"lobsters:c_xg7mtn","content_type":"comment","title":null,"body_preview":"in my opinion, notifications (and dynamically changing/resizing content) belong nowhere near a quick settings menu. combining them will require users to visually scan for the actions they build muscle","author":"rvrb","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_xg7mtn"},{"id":"3d26accc-26ce-4430-afc5-4d5a9671d3a5","source":"lobsters","source_id":"lobsters:c_ftcokc","content_type":"comment","title":null,"body_preview":"I switch between macOS and Linux almost daily, also switching between laptop keyboard and split ergo keyboard with a custom layout. The keyboard shortcuts being strewn about Ctrl chords makes my brain","author":"zmitchell","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.5769230769230768,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_ftcokc"},{"id":"d6847b2f-c86e-406d-a901-56b4227c61ad","source":"lobsters","source_id":"lobsters:c_lj1bxi","content_type":"comment","title":null,"body_preview":"GNOME is my desktop environment of choice on Linux. There's a lot to love, but there are two things I miss terribly from macOS:\n\n\n\nThe option to use Command (or Meta, Super, whatever) for all keyboard","author":"davidbalbert","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_lj1bxi"},{"id":"c448d33c-9978-4749-96ef-c2aac742f560","source":"lobsters","source_id":"lobsters:c_wdwab5","content_type":"comment","title":null,"body_preview":"While I'm not currently using GS as I convinced myself there was functionality it didn't have that I needed (although I've long forgotten what functionality) I truly believe it's the most coherent des","author":"kn100","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","human_indicator_possible"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/b3uky6/gnome_shell_design_dreams#c_wdwab5"},{"id":"04583aa0-473b-4fb4-bd48-91ab2c17c1ed","source":"lobsters","source_id":"lobsters:4unr6j","content_type":"post","title":"Reducing Graphics API Complexity: A Clean Slate Design for Modern GPUs","body_preview":"Blog post: https://www.sebastianaaltonen.com/blog/no-graphics-api","author":"payne","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2819653211129471,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4unr6j/reducing_graphics_api_complexity_clean"},{"id":"d897d568-9a19-47cd-9b32-9aee7027f9f8","source":"lobsters","source_id":"lobsters:z5v07a","content_type":"post","title":"Cleaning costs, or, examining the OpenBSD -fret-clean flag","body_preview":"Cleaning costs, or, examining the OpenBSD -fret-clean flag","author":"nomnp","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/z5v07a/cleaning_costs_examining_openbsd_fret"},{"id":"1e2032bb-e555-46f7-8db0-3fbd44ac78b7","source":"lobsters","source_id":"lobsters:lkp7x3","content_type":"post","title":"a pure css implementation of some sunlight streaming in through the window","body_preview":"a pure css implementation of some sunlight streaming in through the window","author":"juliethefoxcoon","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.2386800097403459,"content_class":null,"collected_at":"Wed Aug 12 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lkp7x3/pure_css_implementation_some_sunlight"},{"id":"30d37bf7-8214-4ef1-adb6-aafeec3abe94","source":"lobsters","source_id":"lobsters:exgfc0","content_type":"post","title":"A researcher bought noreply.net. 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Linguisticly yes, but in what other ways?","author":"Working_Taro_8954","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.6904761904761906,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwb9w/cmv_believing_that_you_belong_to_a_certain/p34v4rc/"},{"id":"67f4e834-b363-483d-8e87-4c7fa6157f89","source":"reddit","source_id":"t1_p34v61d","content_type":"comment","title":null,"body_preview":"So you’re saying it’s not a genocide in Palestine (despite literally every reputable organisation saying it is by every valid definition), because not enough Palestinians have died?","author":"atotalmess__","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlv9ty/cmv_ukraine_has_a_stronger_moral_justification/p34v61d/"},{"id":"42f6b640-5cd0-4a14-9ffb-da61b5a93444","source":"reddit","source_id":"t1_p34v64a","content_type":"comment","title":null,"body_preview":"If that's the way that you live, then why do you not belong to that way of living? Where is the disconnect between \"I read bedtime stories to my kids\" and \"I belong to the group of people that reads b","author":"Crafty_Clarinetist","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwb9w/cmv_believing_that_you_belong_to_a_certain/p34v64a/"},{"id":"6279299d-1df9-417d-a033-b722fc65b5c6","source":"reddit","source_id":"t1_p34v6r1","content_type":"comment","title":null,"body_preview":"Could you briefly explain the relevant data to me?","author":"Important-Cash5654","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.6190476190476191,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34v6r1/"},{"id":"ed1cdff2-7662-4a67-9d9d-9e0582056606","source":"reddit","source_id":"t1_p34v6t4","content_type":"comment","title":null,"body_preview":"Global reports on relationships/single status are approx 50/50 on the male/female split, so about equal. Again if the data were meaningful we would see that people are with people they are at least va","author":"Dry_Bumblebee1111","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34v6t4/"},{"id":"e7773dad-7a22-4ac7-bbd0-561d992b971e","source":"reddit","source_id":"t1_p34v8br","content_type":"comment","title":null,"body_preview":"who decides beauty standards, what are the arguments/criteria of one outfit being objectively better than another. actually finding a partner is so much more than what someone looks like, it’s about w","author":"gunsandcupcakes","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":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34v8br/"},{"id":"54f22664-0493-47e6-a76e-2883b4ccee05","source":"reddit","source_id":"t1_p34v8es","content_type":"comment","title":null,"body_preview":"In that case you ignored the main female beauty standard which is age.","author":"krackedy","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34v8es/"},{"id":"d535f08e-8a7e-4d26-8891-cedf27180480","source":"reddit","source_id":"t1_p34vapa","content_type":"comment","title":null,"body_preview":"Based on the data, it does seem to be objectively true. Law of large numbers. Feel free to try and refute that with your own studies but as far as the science goes, everything here remains objective, ","author":"Mysterious_Pool_876","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","over_qualification","missing_platform_voice","template_phrases"],"bot_score":0.9365079365079366,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34vapa/"},{"id":"26c6f978-8fb5-4654-934e-35780473df37","source":"reddit","source_id":"t1_p34vbkk","content_type":"comment","title":null,"body_preview":"There are rights defined by law that aren’t part of the constitution. They aren’t constitutional rights, but they are rights.","author":"cortesoft","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vklhvu/cmv_the_exorbitant_pricing_of_american_healthcare/p34vbkk/"},{"id":"5fb3b25a-de9a-46d7-bb43-e5e1a35cc9c8","source":"reddit","source_id":"t1_p34vdqo","content_type":"comment","title":null,"body_preview":"You have a claim that (a majority?) are settling - so that would be for you to evidence and support such a claim.","author":"Dry_Bumblebee1111","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34vdqo/"},{"id":"1db420a3-a180-44af-b9e2-797c1a174615","source":"reddit","source_id":"t1_p34vedh","content_type":"comment","title":null,"body_preview":"You’re actually asking why a peaceful resistance to the people who murdered your family, poisoned your well, and stole your home isn’t a good solution?  Whats the peaceful resistance here?","author":"atotalmess__","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlv9ty/cmv_ukraine_has_a_stronger_moral_justification/p34vedh/"},{"id":"4f8ef641-a2fd-4943-a18f-50c76fb21243","source":"reddit","source_id":"t1_p34vetu","content_type":"comment","title":null,"body_preview":"Where are you possibly getting the idea that men are expected to be muscle-bound fitness freaks?  When and where did I say that men are expected to be muscle-bound fitness freaks? Feel free to quote m","author":"Mysterious_Pool_876","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.9365079365079366,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34vetu/"},{"id":"c1374a56-dfa9-42f3-baeb-d93c5dcbbe41","source":"reddit","source_id":"t1_p34vgeb","content_type":"comment","title":null,"body_preview":"In order for something to be a net negative to society, society as a whole needs to be better of without it than with it. Gambling pretty clearly falls into this category, at best you have fun for a f","author":"Tenuous_Fawn","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vfwlg9/cmv_casinos_should_be_legally_required_to_display/p34vgeb/"},{"id":"c1f0b3a8-cdcf-4cd4-8350-7d1c2e218bcf","source":"reddit","source_id":"t1_p34vi6q","content_type":"comment","title":null,"body_preview":"No, I don't think any culture is superior to anyone else's, just different.  The value is a society comes from the quality of it's people, and that has nothing to do with culture.","author":"jcooli09","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwb9w/cmv_believing_that_you_belong_to_a_certain/p34vi6q/"},{"id":"f48f98fb-d06e-485e-9e90-4bb4fcf3d51c","source":"reddit","source_id":"t1_p34virn","content_type":"comment","title":null,"body_preview":"Because beauty standards aren't the sole metric for relationships. OP's view isn't about relationships, it's about beauty standards. It's like responding to someone who complains about the expense of ","author":"RatOnASinkingShip","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34virn/"},{"id":"c0b7f365-93ad-4938-a9f4-81fdf42ce9b4","source":"reddit","source_id":"t1_p34viwy","content_type":"comment","title":null,"body_preview":"I disagree. Linguisticly you may be right, but there's no other meaningful way to truly belong to a culture. A culture is just a way of living.","author":"Working_Taro_8954","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.6904761904761906,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwb9w/cmv_believing_that_you_belong_to_a_certain/p34viwy/"},{"id":"17e69756-e1d0-4e7f-ab60-cd02cf2ee141","source":"reddit","source_id":"t1_p34viy8","content_type":"comment","title":null,"body_preview":"No, my claim is that it's uncertain whether that is the case, and that this uncertainty nullifies your statement.","author":"typing_thumb","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34viy8/"},{"id":"370734a9-a7bb-47bd-b28b-8ed705e4b98e","source":"reddit","source_id":"t1_p34vlbm","content_type":"comment","title":null,"body_preview":"There’s some merit to what you’re saying. You’re too focused on intentionally becoming attractive though. The “dad bod” isn’t a dude who goes to the gym. The dad bod comes from guys who spend 10 hours","author":"MrE134","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":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34vlbm/"},{"id":"17bfb204-3bfe-48a4-a101-b173d6f54a4c","source":"reddit","source_id":"t1_p34vmw3","content_type":"comment","title":null,"body_preview":"Your comment has been removed. Hello u/lizardagony! To combat bots/spam and to ensure new users have the knowledge they need to participate constructively, all newcomers must acknowledge that they hav","author":"read-the-rules","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","list_heavy_advice","missing_platform_voice"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34vmw3/"},{"id":"e584bcde-15b6-485e-9411-d5811bdc79fb","source":"reddit","source_id":"t1_p34vs3d","content_type":"comment","title":null,"body_preview":"Not nonsense. It is infact a scientifically accepted fact that women prefer men taller than them The science says women's ideal height gap is between 8.3 inches and 10.1 inches. Let me know if you'd l","author":"Mysterious_Pool_876","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0.9365079365079366,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwk7i/cmv_mens_beauty_standards_are_objectively_harder/p34vs3d/"},{"id":"c672f65f-0f2e-4897-8de1-f2c096191cd3","source":"reddit","source_id":"t1_p34vto5","content_type":"comment","title":null,"body_preview":"Your sentence after that relies on me believing that the only pertinent moral or ethical aspect of the comparison between giving life and giving a prostitute to a child is the issue of consent. Unfort","author":"Green-Tie-5710","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vk9m6d/cmv_contrary_to_antinatalism_it_is_often_morally/p34vto5/"},{"id":"75817746-f87f-4d94-8a66-109e8b3b47de","source":"reddit","source_id":"t1_p34vux0","content_type":"comment","title":null,"body_preview":"No shit! Some people dont care about my opinion... I know where im at. Lol Constitutional or not the draft has happened. Multiple times.. on the question of \"do I think women should be included\"... I ","author":"MCsqweezy760","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":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vkxv7j/cmv_in_ukraine_just_as_well_as_any_other_country/p34vux0/"},{"id":"a31e2231-f519-47f5-be49-7d7bc87ce974","source":"reddit","source_id":"t1_p34vyju","content_type":"comment","title":null,"body_preview":"It's not a genocide because the legal requirements for a genocide haven't been met. A dehamasification? Yes absolutely. Genocide? Not even close","author":"Agitated-Quit-6148","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlv9ty/cmv_ukraine_has_a_stronger_moral_justification/p34vyju/"},{"id":"e950ce20-05e9-4830-b9bc-4fa0dabdb273","source":"reddit","source_id":"t1_p34vywf","content_type":"comment","title":null,"body_preview":"Your comment has been removed. Hello u/TryAndStopMeSpez! To combat bots/spam and to ensure new users have the knowledge they need to participate constructively, all newcomers must acknowledge that the","author":"read-the-rules","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive","synthetic_empathy"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vkxv7j/cmv_in_ukraine_just_as_well_as_any_other_country/p34vywf/"},{"id":"0e8f2cd1-5eaa-435f-8001-df91be99a737","source":"reddit","source_id":"t1_p34vz0k","content_type":"comment","title":null,"body_preview":"I fully understand what you're talking about and I feel sorry. I just want to ask a question, do you share a kinship with black people because you share the same experiences, or simply because they're","author":"Working_Taro_8954","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","absence_of_personality"],"bot_score":0.6904761904761906,"content_class":null,"collected_at":"Tue Aug 11 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1vlwb9w/cmv_believing_that_you_belong_to_a_certain/p34vz0k/"},{"id":"c0927f01-d961-4d62-b300-23545297e7f5","source":"reddit","source_id":"t1_p34pp2r","content_type":"comment","title":null,"body_preview":"People have been engaging in conversation? I related my feelings, how it might relate present day, how it stuck with me and people responded.. This type of gatekeeping makes it really hard to enjoy th","author":"amelie190","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlmras/geek_love/p34pp2r/"},{"id":"cc6fe706-ba47-4864-b3eb-72c63dae08d6","source":"reddit","source_id":"t1_p34q7b4","content_type":"comment","title":null,"body_preview":"I started reading How to read a book, by Mortimer Adler today","author":"Ok-Job5046","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vkgjng/what_books_did_you_start_or_finish_reading_this/p34q7b4/"},{"id":"cbfb46bc-28b2-4e16-bf7c-432ad0565fb6","source":"reddit","source_id":"t1_p34qi7d","content_type":"comment","title":null,"body_preview":"Wow what a brilliantly clairvoyant author. Chilling","author":"ziggy473","classification":"human_created","confidence":0.6,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlmt3l/fun_realization_i_had_the_date_within_the_short/p34qi7d/"},{"id":"ae5b3921-628d-4be9-b8a7-aec8db9f53ec","source":"reddit","source_id":"t1_p34r7dm","content_type":"comment","title":null,"body_preview":"I don’t think Holden is actually gay. However, I do think that the novel explores many themes related to masculinity and the stereotype of what a man is supposed to be. For example, Holden says that h","author":"moREYrasan","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/4spwo9/holden_caulfield_gay_molested_grieving_or_just/p34r7dm/"},{"id":"c7659d8b-c3a0-441e-8fd9-d09f51a4441d","source":"reddit","source_id":"t1_p34roa7","content_type":"comment","title":null,"body_preview":"I started and finished this book yesterday: Roadside Picnic, by Arkady and Boris Strugatsky - I really liked it, but I didn't like the ending. It sort of just. ended. in the middle of a scene.","author":"dear_little_water","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vkgjng/what_books_did_you_start_or_finish_reading_this/p34roa7/"},{"id":"b1f1bbca-40d5-4065-97ac-3b5832dd8f92","source":"reddit","source_id":"t1_p34sbqv","content_type":"comment","title":null,"body_preview":"I just got it a few days ago. I like to reread the series when I get a new one. I may be too old for that now! lol","author":"No-Solution-7725","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1m0ik12/martin_cruz_smith_bestselling_author_of_gorky/p34sbqv/"},{"id":"37dfdeb3-eb4d-4235-9ef9-5d7672a1c916","source":"reddit","source_id":"t1_p34t1rv","content_type":"comment","title":null,"body_preview":"The casualty lists were what really got me too. It’s one thing to intellectually understand that WWI was fought by very young men, but seeing the ages written out over and over makes it horrifyingly c","author":"Horny_Glow","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","human_indicator_absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlwp0f/in_memoriam_alice_winn_more_than_a_romance_a/p34t1rv/"},{"id":"04ebb38c-3faf-4b1c-8515-251338dc4bd0","source":"reddit","source_id":"t1_p34tfkt","content_type":"comment","title":null,"body_preview":"Same. And sometimes a whole flood of them come in at the same time and I have to put my Kindle in airplane mode until I clear them out","author":"fleecysarah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vkkbk0/how_do_you_organize_and_prioritize_your_next_reads/p34tfkt/"},{"id":"d991c7eb-d162-4469-915e-a0ce4c80a7ea","source":"reddit","source_id":"t1_p34tidf","content_type":"comment","title":null,"body_preview":"Are you getting messages about your account not being old enough or something? I'm not a mod, but usually specific age and karma requirements aren't listed to make it harder for bots to work around th","author":"Impressive-Peace2115","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlc57n/simple_questions_august_11_2026/p34tidf/"},{"id":"d50bd833-3f5e-487b-949c-4b9cae46cc41","source":"reddit","source_id":"t1_p34tk30","content_type":"comment","title":null,"body_preview":"Some of the Jake Ryan books were on par with Tom Clancy’s writing but they’ve dropped off in plot and quality over the years with various replacement authors.","author":"Gregskis","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","comparison_to_other_author","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlni72/are_there_any_series_that_kept_their_quality_up/p34tk30/"},{"id":"a6fa113e-3dea-4eeb-a09f-1f05e88febac","source":"reddit","source_id":"t1_p34u0fl","content_type":"comment","title":null,"body_preview":"It was karma and contributing via comments. I really wanted to start a thread about Larry McMurtry's \"Moving On\" lol.","author":"HeadBackground817","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","specific_interest"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlc57n/simple_questions_august_11_2026/p34u0fl/"},{"id":"74c1a3c6-747c-4ef8-9a1b-84a74da44c0d","source":"reddit","source_id":"t1_p34u6i2","content_type":"comment","title":null,"body_preview":"One of mine, too. I remember when it came out. I was excited, but reluctant to read it. It took about a year, but my friend said that Speaker was just as good, if not better… but in a different way. W","author":"BCCakes","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/lxxfbc/finished_enders_game_recently_as_an_adult_justwow/p34u6i2/"},{"id":"6e2c1c59-2ae8-477b-9a5c-61f27aa98473","source":"reddit","source_id":"t1_p34u9fc","content_type":"comment","title":null,"body_preview":"Finished: Norwegian Wood, by Haruki Murakami Started: Sense and Sensibility, by Jane Austen","author":"Comfortable-Leek-181","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vkgjng/what_books_did_you_start_or_finish_reading_this/p34u9fc/"},{"id":"ed0f29b6-d11f-4335-8a2d-f598fc3c138f","source":"reddit","source_id":"t1_p34ul4a","content_type":"comment","title":null,"body_preview":"the white feather thing is so under-discussed, it was basically a state-sponsored bullying campaign to shame teenagers into the meat grinder. my great-grandfather got one and carried that guilt for de","author":"Free-Loss958","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlwp0f/in_memoriam_alice_winn_more_than_a_romance_a/p34ul4a/"},{"id":"dc21a750-9ecb-4c4f-87b9-bfd4b997a5ec","source":"reddit","source_id":"t1_p34utua","content_type":"comment","title":null,"body_preview":"William Boyd one is good also, I’ve read a few of the extra bonds and somehow prefer a few of them to the originals","author":"everythingisunknown","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3222460812719396,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlni72/are_there_any_series_that_kept_their_quality_up/p34utua/"},{"id":"7eaf1d12-afc3-4f7f-aeb3-afcbf96b15e5","source":"reddit","source_id":"t1_p34v3m4","content_type":"comment","title":null,"body_preview":"Is there a Friends of the Library near you? They’re a bookstore that sells donated books marked down.","author":"Not_Cleaver","classification":"ai_generated","confidence":0.75,"indicators":["missing_personality","template_phrases","semantic_blandness"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlww3q/downsizing_advice_2k_lbs_of_books/p34v3m4/"},{"id":"b4129ecb-c0b6-489f-961d-abdbd01f86bd","source":"reddit","source_id":"t1_p34v95k","content_type":"comment","title":null,"body_preview":"Hear me out: paper makes good insulation. Floor to ceiling book shelves. Get the ladder on a track. Live the dream. Save money on heating and cooling.","author":"AlternativeWater2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlww3q/downsizing_advice_2k_lbs_of_books/p34v95k/"},{"id":"a9ca6f87-97dd-4df8-bcd7-684cc1de9167","source":"reddit","source_id":"t1_p34vpti","content_type":"comment","title":null,"body_preview":"You should checkout the poetry of Wilfred Owen. He was a (closeted) gay soldier who fought in WW1 and died shortly before the war ended. His poetry is incredibly brutal and sad. Benjamin Britten used ","author":"ntigo1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlwp0f/in_memoriam_alice_winn_more_than_a_romance_a/p34vpti/"},{"id":"c35451a9-fcdf-44df-9a2d-ee019e29bebd","source":"reddit","source_id":"t1_p34vtix","content_type":"comment","title":null,"body_preview":"Some bookstores will buy your old books. Not for very much, but it doesn't hurt to try.","author":"SoyboyCowboy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlww3q/downsizing_advice_2k_lbs_of_books/p34vtix/"},{"id":"9012b002-f4ec-44d7-8fa3-c281c247d66c","source":"reddit","source_id":"t1_p34vwkq","content_type":"comment","title":null,"body_preview":"Hi there. Your post would be better asked in our Simple Questions thread. It helps us keep the main subreddit focused around broader discussion rather topics which only apply to an individual. Thank y","author":"books-ModTeam","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.344011830473043,"content_class":"automated_moderation","collected_at":"Tue Aug 11 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1vlww3q/downsizing_advice_2k_lbs_of_books/p34vwkq/"},{"id":"8a2a1e7f-78ae-4dd2-9f04-add1860f6853","source":"reddit","source_id":"t1_p34uxs3","content_type":"comment","title":null,"body_preview":"Mine was similar but the reveal for me was the guy that was wearing the bad hairpiece the entire movie was actually Bruce Willis","author":"ptambrosetti","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34uxs3/"},{"id":"9a743e84-048c-46b7-9659-2423d0d1d836","source":"reddit","source_id":"t1_p34v024","content_type":"comment","title":null,"body_preview":"I just have different taste in movies, I think. Half the time I go to see a movie, even on weekends, there’s only like 5 people in the theater.  So long as you’re not trying to see a major blockbuster","author":"Jaccount","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlm4rk/cineplex_ceo_says_gen_z_is_ready_to_go_to_the/p34v024/"},{"id":"1615197d-94f0-450e-bd72-efeb68318230","source":"reddit","source_id":"t1_p34v07y","content_type":"comment","title":null,"body_preview":"They're releasing a new version of that terrible X-files movie he was in.","author":"Temp89","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vjyt32/not_enough_people_know_about_what_we_did_on_our/p34v07y/"},{"id":"9fede4ac-56dc-4484-93fb-b96e4198fc24","source":"reddit","source_id":"t1_p34v652","content_type":"comment","title":null,"body_preview":"So, the film obviously didn't need help in promotion, and did incredible. Buuuuuut...I think \"Project Hail Mary\" shouldn't have shown Rocky ever in any of the trailers. You could have obviously hinted","author":"kdeweb24","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","opinion_without_overqualification","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34v652/"},{"id":"75e8de42-bb59-4d95-92bf-98b54771813d","source":"reddit","source_id":"t1_p34v9rk","content_type":"comment","title":null,"body_preview":"This is why I take my family to a smaller theatre chain (imagine cinemas). We saw sonic 3 a couple years ago as my kids first movie theatre experience at a silver city in town. Even with a 50$ gift ca","author":"dnmty","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlm4rk/cineplex_ceo_says_gen_z_is_ready_to_go_to_the/p34v9rk/"},{"id":"dbfe7182-44d5-4593-abba-454679d68a03","source":"reddit","source_id":"t1_p34va73","content_type":"comment","title":null,"body_preview":"My girlfriend and I, now my ex, we still joke when we see a bag floating in the wind “that’s the most beautiful thing you ever saw”.","author":"Bonsaibrain","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/13r0f2z/what_is_a_movie_you_used_to_like_but_dont_anymore/p34va73/"},{"id":"33a59483-6519-49ae-a43b-6e428ffe33b5","source":"reddit","source_id":"t1_p34vbmn","content_type":"comment","title":null,"body_preview":"So soundtracks have been spoiling plot points for decades. I can think of several examples just from the past 5 to 10 years","author":"No_Obligation6767","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34vbmn/"},{"id":"c53b6625-6e63-4527-b691-33d7436ae3c2","source":"reddit","source_id":"t1_p34vbq6","content_type":"comment","title":null,"body_preview":"Get comfy recliners at Landmark cinemas for only $12. You have to get your own booze and food though.","author":"TheCuriosity","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlm4rk/cineplex_ceo_says_gen_z_is_ready_to_go_to_the/p34vbq6/"},{"id":"afa7e6d3-3d28-4a56-af14-ea161f037aeb","source":"reddit","source_id":"t1_p34vc4v","content_type":"comment","title":null,"body_preview":"The Finnish title of Jingle All The Way, which was \"My Father Is The Turbo Man\". And also the Finnish title to Shawshank Redemption; \"Rita Hayworth - The Key To Escape\".","author":"HEAT_IS_DIE","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34vc4v/"},{"id":"43092369-4347-485e-99f4-557a30b1564b","source":"reddit","source_id":"t1_p34vdxc","content_type":"comment","title":null,"body_preview":"Oh well. If a CEO says so then it must be so, these people aren't disconnected from reality at all","author":"zillskillnillfrill","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","synthetic_empathy","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlm4rk/cineplex_ceo_says_gen_z_is_ready_to_go_to_the/p34vdxc/"},{"id":"bcb747d7-4aaf-46d5-95a3-b63025e456b9","source":"reddit","source_id":"t1_p34vf79","content_type":"comment","title":null,"body_preview":"Also, a certain character having a dual-bladed lightsaber","author":"three-sense","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34vf79/"},{"id":"03ce6deb-1793-4e94-8505-0db21869fe2b","source":"reddit","source_id":"t1_p34vil9","content_type":"comment","title":null,"body_preview":"I mean, we got VR now. We can have large screen at home. And we can bring other people to our theatre to watch with us, no matter what country they currently live in. And we can pick what volume each ","author":"Tarquinn2049","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlm4rk/cineplex_ceo_says_gen_z_is_ready_to_go_to_the/p34vil9/"},{"id":"7dd8fba6-f547-41d0-bbc3-ac5f80c44fa7","source":"reddit","source_id":"t1_p34viou","content_type":"comment","title":null,"body_preview":"You’re asking me to speculate why the director didn’t do something. I would imagine it’s same reason we don’t see blood when the T-800 stabs the biker. There should obviously be blood there, but there","author":"God41023","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34viou/"},{"id":"25341bd9-bc29-48ce-8029-027ae4ceaac6","source":"reddit","source_id":"t1_p34visu","content_type":"comment","title":null,"body_preview":"That's in the poster. The god damn poster. In fact, that's how I found out.","author":"ALaLaLa98","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34visu/"},{"id":"8e0568a0-61c7-4682-a9b6-e08a72e4e044","source":"reddit","source_id":"t1_p34vjhv","content_type":"comment","title":null,"body_preview":"I can’t overstate how happy I am to finally get a street level, friendly neighborhood spider man story. I enjoy all the Tom Holland movies to varying degrees but my biggest issue with them all is feel","author":"Interesting-City118","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vbdbnx/official_discussion_spiderman_brand_new_day/p34vjhv/"},{"id":"d0672fea-9e3b-4ebc-8466-cb34d78be11b","source":"reddit","source_id":"t1_p34vlm2","content_type":"comment","title":null,"body_preview":"Christoph Waltz as Blofeld in Spectre. I feel Bautista should have been Blofeld. since he is more similar to the description of Blofeld. Christoph Waltz could have been Oberhauser as a decoy.","author":"Thanks_Allot","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34vlm2/"},{"id":"8210757d-b762-402f-a407-da7ee3e43c75","source":"reddit","source_id":"t1_p34vlmx","content_type":"comment","title":null,"body_preview":"Honestly I really enjoyed it. I see your point about him being the character in name only but I liked his version of the part. I felt his story and the impact it had on Spock and Kirk’s relationship h","author":"CityElectricRecords","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34vlmx/"},{"id":"08766c97-e247-4834-a931-89be56b6671c","source":"reddit","source_id":"t1_p34vpho","content_type":"comment","title":null,"body_preview":"It's incredible how the movie was perfectly fine right up until they revealed he is Blofeld. That's literally all you need to leave out, and it fixes pretty much everything.","author":"ALaLaLa98","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34vpho/"},{"id":"e05f396c-b67c-410d-b8b0-7fd033fcbb64","source":"reddit","source_id":"t1_p34vpj1","content_type":"comment","title":null,"body_preview":"Honestly they should have checked to see if Sean Connery was available. He would have nailed the role.","author":"HerbsAndSpices11","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34vpj1/"},{"id":"b1324c1d-473b-42cd-8a3e-6b05432efb06","source":"reddit","source_id":"t1_p34vq48","content_type":"comment","title":null,"body_preview":"They had that other one about the missing link that had its moments but was not as good as any of their other films. Fwiw I like boxtrolls a lot.","author":"techhead57","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlljt1/official_poster_for_laikas_kubo_and_the_two/p34vq48/"},{"id":"20af9a73-fa75-48c9-ab9b-6ac1e6c03427","source":"reddit","source_id":"t1_p34vqc9","content_type":"comment","title":null,"body_preview":"You realize that wasn’t the question though right?","author":"el_isai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34vqc9/"},{"id":"46f60580-d5ec-4508-81b4-05bc50a18c5d","source":"reddit","source_id":"t1_p34vrbx","content_type":"comment","title":null,"body_preview":"Yeah, even the Guns N Roses video gave pretty much everything away. No problem for me, though","author":"LostInDinosaurWorld","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:07:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1vlux5r/whats_the_worst_kept_secret_prior_to_a_movies/p34vrbx/"},{"id":"678cc821-e418-4dc1-95be-d7b23952cc60","source":"reddit","source_id":"t1_p34uek7","content_type":"comment","title":null,"body_preview":"America would win a conventional war but would spend trillions on dealing with an insurgency they'd never be able to contain just like in Iraq.","author":"Deadleggg","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vkr0bz/oil_in_us_strategic_petroleum_reserve_falls_below/p34uek7/"},{"id":"a5b1b0cf-410b-4f2c-bff8-5836ec516a8e","source":"reddit","source_id":"t1_p34uj4v","content_type":"comment","title":null,"body_preview":"Petition here, which you can sign if you attest to being Canadian. It’s having trouble loading because of the extra attention it’s getting from another post.  https://www.ourcommons.ca/petitions/en/Pe","author":"BBQallyear","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlqe51/over_29000_people_call_for_us_ambassador_hoekstra/p34uj4v/"},{"id":"2f096444-d1fd-4498-bcf9-ca1275886140","source":"reddit","source_id":"t1_p34ulww","content_type":"comment","title":null,"body_preview":"Auto section. It’s an incredibly popular automotive product that can be found at a lot of stores.","author":"Mammoth-Record-7786","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vl0e8r/bucks_county_gooning_part_of_disturbing_social/p34ulww/"},{"id":"d194bdaa-e6ad-421f-8e5b-ff10800e0e04","source":"reddit","source_id":"t1_p34usiy","content_type":"comment","title":null,"body_preview":"One thing good about the Midwest yeah it’s hot but it’s only like 90. The summers aren’t bad. The springs and falls are great. Winter sucks.","author":"Admirable-Excuse-487","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vl4w55/noaa_says_the_lower_48_us_states_set_a_record_for/p34usiy/"},{"id":"e71a91b6-b57c-41f2-906d-502237e9c890","source":"reddit","source_id":"t1_p34utou","content_type":"comment","title":null,"body_preview":"So clothing that shocks people who touch you? That immigrants can wear?","author":"NightMgr","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlvh59/ice_plans_to_give_officers_gloves_that_can/p34utou/"},{"id":"3061e31f-f070-416b-9721-06f535659b2d","source":"reddit","source_id":"t1_p34uuzr","content_type":"comment","title":null,"body_preview":"He was released in exchange for us not giving Ukraine patriot missiles.","author":"Finchypoo","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlp6fz/former_us_marine_held_in_russia_for_more_than_4/p34uuzr/"},{"id":"43e0b62e-b6db-4f78-a076-969c0a44af80","source":"reddit","source_id":"t1_p34uwrr","content_type":"comment","title":null,"body_preview":"I’ve seen at least half a dozen videos of these dumbasses fumbling their firearms or not securely holstering them and having them fall out right next to a suspect’s hands. You’re telling me they’re ex","author":"EatsOverTheSink","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlvh59/ice_plans_to_give_officers_gloves_that_can/p34uwrr/"},{"id":"056fd1f8-e509-4757-a74b-f6afe08f03d2","source":"reddit","source_id":"t1_p34uww3","content_type":"comment","title":null,"body_preview":"And for those that can't read between the lines on that ruling: They are basically telegraphing that they are going to ignore mail in ballots in areas that don't vote the way they like.","author":"jigsaw1024","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vluxem/judge_blocks_us_postal_service_from_restricting/p34uww3/"},{"id":"8d541960-5880-4740-bf04-717a40f424ed","source":"reddit","source_id":"t1_p34v0jh","content_type":"comment","title":null,"body_preview":"If you have not read any survivor's testimonies, then it may be you could not handle even hearing about it. And there are so many more who did not survive. If you are a real person, may God forgive yo","author":"FaerieKnotz","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlbzma/former_syrian_president_assad_sentenced_to_death/p34v0jh/"},{"id":"66d65603-cb1f-40ea-aad9-faf64d117c20","source":"reddit","source_id":"t1_p34v0w0","content_type":"comment","title":null,"body_preview":"I dont use usps for my ballot. Does every state have ballot drop off boxes.","author":"couchtomato62","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vluxem/judge_blocks_us_postal_service_from_restricting/p34v0w0/"},{"id":"b038819b-f545-4b7a-a202-ce26c8cb1ccb","source":"reddit","source_id":"t1_p34v139","content_type":"comment","title":null,"body_preview":"I was tased a few times for training purposes... If I had to choose whether to sit in a tear gas cloud for 15 minutes or get tased, I'd go for the tear gas.","author":"Devil25_Apollo25","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlvh59/ice_plans_to_give_officers_gloves_that_can/p34v139/"},{"id":"d808286c-0d96-4b0c-911e-4e1f0bb700af","source":"reddit","source_id":"t1_p34v2gt","content_type":"comment","title":null,"body_preview":"In another thread, I was informed he was traveling from Poland to Moldova via Russia but I still don’t feel the question was answered because that’s a whack route.","author":"PM-ME-YOUR-BUTTSHOLE","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlp6fz/former_us_marine_held_in_russia_for_more_than_4/p34v2gt/"},{"id":"c90eb6c3-77c8-4c49-85f0-1aaf5ddfc4c0","source":"reddit","source_id":"t1_p34v2zg","content_type":"comment","title":null,"body_preview":"We're issued these at my job (no I don't work for ICE) and they really aren't all that. Very narrow use case in my opinion. I volunteered to let our instructor hit me with them and found it tolerable.","author":"safton","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlvucw/ice_plans_to_give_officers_gloves_that_can/p34v2zg/"},{"id":"a8c16832-aa12-4e86-ba99-142d5b2ff44a","source":"reddit","source_id":"t1_p34v3gq","content_type":"comment","title":null,"body_preview":"Diplomatic immunity requires it to be through a process that’s basically just them asking him to leave than “deporting” him","author":"FoodTiny6350","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlqe51/over_29000_people_call_for_us_ambassador_hoekstra/p34v3gq/"},{"id":"8608f681-7ab9-4e07-bfc5-8459cf6ae799","source":"reddit","source_id":"t1_p34v8c7","content_type":"comment","title":null,"body_preview":"But there are times when the court ruled and this administration was forced to stop. They might have kicked and screamed while doing it but they were forced to comply. Birthright citizenship, E. Jean ","author":"Going2beBANNEDanyway","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","specific_examples","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vluxem/judge_blocks_us_postal_service_from_restricting/p34v8c7/"},{"id":"da8f1553-f94e-4940-8761-ba67e097b33f","source":"reddit","source_id":"t1_p34va34","content_type":"comment","title":null,"body_preview":"Not to be bad but the attestation is just a checkbox, I don’t know much about Canada but how do they verify","author":"NewAccEveryDay420day","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlqe51/over_29000_people_call_for_us_ambassador_hoekstra/p34va34/"},{"id":"2e474acf-2ab9-4e10-97ea-dfb4d9e3c4b0","source":"reddit","source_id":"t1_p34vbem","content_type":"comment","title":null,"body_preview":"Just skip the whole pageant. What are we still doing these things for?","author":"Sit_Ubu_Sit-Good_Dog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlttzj/miss_universe_canada_contestants_apologise_for/p34vbem/"},{"id":"5bc28022-bb0c-4a2c-8539-85ad238f8384","source":"reddit","source_id":"t1_p34vf5v","content_type":"comment","title":null,"body_preview":"Tornado alley is moving north due to…wait for it…global warming. Thanks to all the idiots that didn’t try lowering the climate and voted for MAGA, people will suffer and die.","author":"Old_Channel44","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlucyk/video_car_flips_on_i71_in_columbus_during_severe/p34vf5v/"},{"id":"4b1cacc7-c5c4-4e42-9a0c-881723eb3933","source":"reddit","source_id":"t1_p34vgar","content_type":"comment","title":null,"body_preview":"https://www.powershealth.org/about-us/newsroom/health-library/2025/04/09/tasers-can-interfere-with-heart-implants-study-says It's like, you don't even bother to read or do secondary sources.","author":"cyberspaceman777","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vlvh59/ice_plans_to_give_officers_gloves_that_can/p34vgar/"},{"id":"a7a24747-b220-4c9a-85a3-4e934d6a8ca6","source":"reddit","source_id":"t1_p34vh5w","content_type":"comment","title":null,"body_preview":"“There’s mosquitoes on the river, fish are rising up like birds, it’s been hot for seven weeks now.”","author":"EitherAd928","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1vl4w55/noaa_says_the_lower_48_us_states_set_a_record_for/p34vh5w/"},{"id":"b4b81105-2d5a-4c8c-a19f-09490a724417","source":"reddit","source_id":"t1_p34v68i","content_type":"comment","title":null,"body_preview":"Polls are CLOSED in South Carolina and Vermont. Alabama: 8:00 PM ET Connecticut: 8:00 PM ET Minnesota: 9:00 PM ET Wisconsin: 9:00 PM ET","author":"SpaceElevatorMusic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vliv2o/discussion_primaries_in_alabama_connecticut/p34v68i/"},{"id":"48f067a4-154a-4ae8-a474-05ddf5345d04","source":"reddit","source_id":"t1_p34v6fp","content_type":"comment","title":null,"body_preview":"Correct, but all it takes is enough people either supporting him or not taking the actions needed to prevent it. I'm not saying anything is guaranteed, but good people don't do stuff like this: https:","author":"madprgmr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlg9e7/a_year_in_thousands_of_armed_troops_have_quietly/p34v6fp/"},{"id":"d17b7290-46e6-4d8a-8571-2e00a2e056ac","source":"reddit","source_id":"t1_p34v6if","content_type":"comment","title":null,"body_preview":"So it took young Americans embracing Socialism for the conversation of fixing our capitalism and the power, impunity and immunity of billionaires to be taken seriously?","author":"emmelinethornveil","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlwvuu/want_to_stop_the_rise_of_socialism_then_fix/p34v6if/"},{"id":"75c06ce1-f3e6-462a-a23f-645bc9094b51","source":"reddit","source_id":"t1_p34v6yi","content_type":"comment","title":null,"body_preview":"Nobody on either side is using the term 'socialism' correctly.  It's kind of sad, IMHO. Would have been a lot easer to say Social Democracy (it is) and advocate for the Nordic Model, which most people","author":"1cl1qp1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlwvuu/want_to_stop_the_rise_of_socialism_then_fix/p34v6yi/"},{"id":"b972800c-f4ff-4e78-8c74-d23a2f63ea24","source":"reddit","source_id":"t1_p34v7k9","content_type":"comment","title":null,"body_preview":"In the procedural drama Endeavour there are episodes in the first two seasons where Morse and Strange are working on studying for their Sargent’s Exams and are memorizing the penal code. I have a feel","author":"shotputprince","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vluztw/bearded_burly_trans_men_enter_womens_facilities/p34v7k9/"},{"id":"b38c5e3c-1d63-46ae-b439-88e4fa633853","source":"reddit","source_id":"t1_p34v7zk","content_type":"comment","title":null,"body_preview":"Drone armies = we don't need to exist = they will live in luxury = but why and for what? We won't exist to serve them, feed them, placate them, endorse them, love them, worship them, fear them, pay th","author":"ABadHistorian","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vljmj0/new_study_confirms_medicare_for_all_would_save/p34v7zk/"},{"id":"ccb2a37e-801c-4b8b-8224-bf95a465bd04","source":"reddit","source_id":"t1_p34v7zu","content_type":"comment","title":null,"body_preview":"We felt good about Sara Gideon six years ago too, and look what happened.","author":"AFthrowaway3000","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlr4qw/troy_jackson_edges_susan_collins_in_new_maine/p34v7zu/"},{"id":"47206295-da5f-4a65-91d5-3d4453006ba9","source":"reddit","source_id":"t1_p34v812","content_type":"comment","title":null,"body_preview":"\"...Want to stop the rise of socialism...?\" they ask.  Uh, no.","author":"DonktorDonkenstein","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlwvuu/want_to_stop_the_rise_of_socialism_then_fix/p34v812/"},{"id":"1c1cb1d2-a1b0-46ff-b13a-5979792bd5e5","source":"reddit","source_id":"t1_p34v8ft","content_type":"comment","title":null,"body_preview":"The fact that the tariff exemption for diamonds was put into a tariff supposedly being imposed because of forced labour practices is laughable.","author":"QueenAtlas_4455","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlr791/democrats_want_answers_about_18karat_gold_ring/p34v8ft/"},{"id":"afd913c3-51fb-4e9f-9bae-1c71006923ea","source":"reddit","source_id":"t1_p34v8nz","content_type":"comment","title":null,"body_preview":"And even if there was a snowballs chance in hell, he might go to prison. He wouldn't believe he'd be going to prison.","author":"Adept-Opinion8080","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vln235/trump_openly_mulls_dystopian_plan_for_stealing/p34v8nz/"},{"id":"637c5634-4914-465c-a161-5c37cbb4ca74","source":"reddit","source_id":"t1_p34v9kp","content_type":"comment","title":null,"body_preview":"\"Nobody with a full brain is reading the headline and asking themselves if Biden fired the missile stockpile.\" Despite it saying exactly that?","author":"SatanicPanic619","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlpzzj/trump_blames_biden_for_firing_the_uss_missile/p34v9kp/"},{"id":"124bfa97-a02e-4ae9-9689-9f15dfce4619","source":"reddit","source_id":"t1_p34v9m7","content_type":"comment","title":null,"body_preview":"As i understand it from my brother, who is one of his supporters, it is actually up to the Secret Service to remove him when it is time.","author":"whydontyousuckmyball","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vloiv0/trump_doesnt_rule_out_national_security_emergency/p34v9m7/"},{"id":"83eeb9ab-962c-4c94-b184-2235dea1720e","source":"reddit","source_id":"t1_p34va3v","content_type":"comment","title":null,"body_preview":"We’ve been protesting this entire time, they don’t care. They just call us paid actors, shrug, and carry on being bastards.","author":"KenUsimi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlpzzj/trump_blames_biden_for_firing_the_uss_missile/p34va3v/"},{"id":"95e2e732-7fba-4241-a212-2017ac25d036","source":"reddit","source_id":"t1_p34val8","content_type":"comment","title":null,"body_preview":"New details!  Rubio and Bessent on bait plane.  Good lord lonely dude","author":"GroundbreakingAd585","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vl2lvl/an_elaborate_ruse_trump_secretly_used_military/p34val8/"},{"id":"b867cf33-1617-4b61-9bdf-901ed9206f0e","source":"reddit","source_id":"t1_p34vaxd","content_type":"comment","title":null,"body_preview":"Oh wait no mixing people up. You're the guy who has a crush on McConnell!! Thats right!","author":"StevenMC19","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlpzzj/trump_blames_biden_for_firing_the_uss_missile/p34vaxd/"},{"id":"e17f7365-0b29-4278-a7b1-5fa2b1988937","source":"reddit","source_id":"t1_p34vb1b","content_type":"comment","title":null,"body_preview":"Why are you posting the same fucking comment under three different alt accounts?","author":"temporary92803","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.46428571428571425,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlqr24/theyre_named_in_the_epstein_files_and_they/p34vb1b/"},{"id":"3640df56-54c5-4b0f-b692-28f7f2f18e76","source":"reddit","source_id":"t1_p34vbvh","content_type":"comment","title":null,"body_preview":"Why are you posting the same fucking comment under three different alt accounts?","author":"temporary92803","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.46428571428571425,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlqr24/theyre_named_in_the_epstein_files_and_they/p34vbvh/"},{"id":"6ad790b1-1a35-4b83-9d9c-0df11ae489a1","source":"reddit","source_id":"t1_p34vcyn","content_type":"comment","title":null,"body_preview":"Why are you posting the same fucking comment under three different alt accounts?","author":"temporary92803","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.46428571428571425,"content_class":null,"collected_at":"Tue Aug 11 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1vlqr24/theyre_named_in_the_epstein_files_and_they/p34vcyn/"},{"id":"0c80a081-a349-4647-825b-4f56b9b5671f","source":"reddit","source_id":"t1_p34q5u6","content_type":"comment","title":null,"body_preview":"® means that the trademark has been registered. ™ means that the trademark has not been registered. The difference is that you have to pay money to register the trademark but you can ask for punitive ","author":"TechnicianRemote9954","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vlkpso/eli5_why_do_some_brands_include_the_and_symbols/p34q5u6/"},{"id":"fb90096c-efb3-4cac-85ce-9d9a055cd378","source":"reddit","source_id":"t1_p34q75l","content_type":"comment","title":null,"body_preview":"Yeah, (tm) is a trademark that hasn’t been registered with the USPTO but (r) has been.","author":"myheadisaflame","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vlkpso/eli5_why_do_some_brands_include_the_and_symbols/p34q75l/"},{"id":"e750726e-69a5-4d98-ad58-3be0af3a2a4c","source":"reddit","source_id":"t1_p34q91r","content_type":"comment","title":null,"body_preview":"A fat guy standing on a corner making cool gestures with his hands 😎","author":"Ghost_in_my_arms","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vll7io/eli5_how_did_news_travel_in_the_roman_era_and_how/p34q91r/"},{"id":"3875e8e6-2d36-474b-abe3-3bda61a49559","source":"reddit","source_id":"t1_p34qxck","content_type":"comment","title":null,"body_preview":"A benefit is that they don't need the resources to produce hemoglobin.","author":"palparepa","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vlr20g/eli5_why_do_we_still_have_tail_bones/p34qxck/"},{"id":"c7f9a702-097a-418f-8ba3-da7f28845564","source":"reddit","source_id":"t1_p34s5a1","content_type":"comment","title":null,"body_preview":"PLEASE READ THIS ENTIRE MESSAGE Your submission has been removed. Questions about AI, how it works, when it works, why it doesn't work, why it doesn't exist yet, whether it's going to take over and wh","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vlwmht/eli5_why_do_llms_hallucinate/p34s5a1/"},{"id":"d401971a-933b-40d7-a0d5-aaef2df10a61","source":"reddit","source_id":"t1_p34s6ak","content_type":"comment","title":null,"body_preview":"Hmm never had squirrel. Im probably going vegetarian again soon, need to figure out how to try squirrel before I do","author":"SoggyOutfield","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vli8ch/eli5_how_did_chickens_pigs_and_cows_become_the/p34s6ak/"},{"id":"fe371407-cbd0-4d32-8d26-14d18ce3a5ca","source":"reddit","source_id":"t1_p34s75u","content_type":"comment","title":null,"body_preview":"White knighting on behalf of tailbones? Get a life.","author":"revolvingpresoak9640","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vlr20g/eli5_why_do_we_still_have_tail_bones/p34s75u/"},{"id":"41314bc9-daf6-4365-82f1-5a4004917c07","source":"reddit","source_id":"t1_p34scer","content_type":"comment","title":null,"body_preview":"Milk, in general, mostly dries up if you don't know how to breastfeed, which is something traditionaly learned by watching others do it. So, it wasn't as common as it was today. Imagine that practical","author":"Imaginary-Ice623","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vgseiy/eli5_babies_in_the_paleolithic_mesolithic_age/p34scer/"},{"id":"d7daf107-1da5-4076-b106-2d97ccb70102","source":"reddit","source_id":"t1_p34t0gw","content_type":"comment","title":null,"body_preview":"Nor are they ft animals like centipedes and millipedes.","author":"Youcallthatatag","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vli8ch/eli5_how_did_chickens_pigs_and_cows_become_the/p34t0gw/"},{"id":"6b638b67-38b9-4867-8a16-e6823d67ea2d","source":"reddit","source_id":"t1_p34tbsr","content_type":"comment","title":null,"body_preview":"Lmfao I just pictured Daft Punk Twins but as dirty Pigs 🤣","author":"D_Ashido","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vli8ch/eli5_how_did_chickens_pigs_and_cows_become_the/p34tbsr/"},{"id":"33f40919-8e9b-4a00-aa7c-63aeaa6bca93","source":"reddit","source_id":"t1_p34ts72","content_type":"comment","title":null,"body_preview":"That's not how evolution works. There are no reasons why in evolution, not in the sense you are asking. Nothing exists \"in order to\" perform some function.  For something to cease being replicated, it","author":"Ripasmaster","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vlr20g/eli5_why_do_we_still_have_tail_bones/p34ts72/"},{"id":"4ecfaa05-ad96-4560-a7a7-56ec5208d50b","source":"reddit","source_id":"t1_p34ts9o","content_type":"comment","title":null,"body_preview":"Yeah, so maybe we could produce some mutant guinea pigs, but like... Should we? 😩","author":"ChaoticxSerenity","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vli8ch/eli5_how_did_chickens_pigs_and_cows_become_the/p34ts9o/"},{"id":"928a3360-1892-474d-aee8-3ca00dd35393","source":"reddit","source_id":"t1_p34u0r1","content_type":"comment","title":null,"body_preview":"… of course? Did you think this was somehow saying that there shouldn’t be a carbon cycle?","author":"MisinformedGenius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vk6dfg/eli5_is_carbon_capture_technology_really_more/p34u0r1/"},{"id":"36230e2a-bc15-407e-957b-fd9f6d99c000","source":"reddit","source_id":"t1_p34u2an","content_type":"comment","title":null,"body_preview":"The tailbone was the base of our ancestors tails, but that was and is not its only purpose. It is an anchor point for vital pelvic muscles, tendons, and ligaments. It anchors the pelvic floor muscles ","author":"Icolan","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","semantic_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vlr20g/eli5_why_do_we_still_have_tail_bones/p34u2an/"},{"id":"c5eb12c0-5e5b-4fc0-a71b-918d969a7adb","source":"reddit","source_id":"t1_p34u3c6","content_type":"comment","title":null,"body_preview":"Their fur gives you ultra wool, produce milk/cheese, they are fluffy/cute, they keep your warm if you need it, meat when you want to eat them, they mainly graze on grass, need less space/care than cat","author":"zxc123zxc123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vli8ch/eli5_how_did_chickens_pigs_and_cows_become_the/p34u3c6/"},{"id":"94eacee2-7260-46a6-9d35-ae632e746f37","source":"reddit","source_id":"t1_p34u9gc","content_type":"comment","title":null,"body_preview":"I was definitely thinking this. What you lose in optimisation/'efficiency' from having a cow versus N chickens (where N is enough to produce the same meat) is outweighed by not having tot deal with N ","author":"Youcallthatatag","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vli8ch/eli5_how_did_chickens_pigs_and_cows_become_the/p34u9gc/"},{"id":"e05d811f-9189-4c6d-ac84-a34deb375a83","source":"reddit","source_id":"t1_p34ubyu","content_type":"comment","title":null,"body_preview":"A reddit harasser is a person who goes on to Reddit, tells someone that they are wrong, says a whole lots of irrelevant rubbish, and just keeps repeating their claims for the purpose of....I don't kno","author":"flingebunt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0.2944683034941618,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vk6dfg/eli5_is_carbon_capture_technology_really_more/p34ubyu/"},{"id":"f6c1a442-9f02-43fb-ab96-552b161636a3","source":"reddit","source_id":"t1_p34v5oe","content_type":"comment","title":null,"body_preview":"Not with complete detail. The biggest difference relevant for this question is that it's not defined in terms of a count of events but in terms of a measure of events. When the underlying space is an ","author":"KamikazeArchon","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.5535714285714286,"content_class":null,"collected_at":"Tue Aug 11 2026 23:04:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1vlv436/eli5_why_when_a_random_point_is_chosen_on_a/p34v5oe/"},{"id":"e431cfe1-05de-4c33-8ef6-7711e6614428","source":"reddit","source_id":"t1_p34uklk","content_type":"comment","title":null,"body_preview":"The game is entirely full of stereotypes. If it was too old dudes hitting on one of the girls, you would’ve just thought that they were old creepy dudes, and forgot about it. You are exclusively mad b","author":"CopainChevalier","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vkulnv/i_think_we_have_to_do_persona_1_and_2_remakes/p34uklk/"},{"id":"4713fc17-551e-475c-bcee-a323667dee0c","source":"reddit","source_id":"t1_p34ul0l","content_type":"comment","title":null,"body_preview":"Looks fun. Already fully funded with 30 days to go so I hope this team pulls this off.","author":"EatMyDiction1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vlqgec/shot_one_fighters_official_kickstarter_trailer/p34ul0l/"},{"id":"601835dd-f2fe-4303-9b3e-024b5f1213d0","source":"reddit","source_id":"t1_p34ul0t","content_type":"comment","title":null,"body_preview":"If I could selectively delete parts of my memory I'm afraid that I'd get addicted to deleting and replaying botw over and over forever  Kind of weird to think of it as an addiction though I guess, sin","author":"bobsmith93","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vl5zkg/what_gaming_feat_has_brought_you_the/p34ul0t/"},{"id":"f135695a-268f-49b8-a30a-7c6692d3e1b2","source":"reddit","source_id":"t1_p34uoxj","content_type":"comment","title":null,"body_preview":"The licensing expired, so it has a very community driven free to play alternative. Adds more things than perhaps needed, but I love playing Minas tirth defense.","author":"quick20minadventure","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vllvsy/the_lord_of_the_rings_war_in_the_north_legacy/p34uoxj/"},{"id":"cfcb9a23-9b37-4dab-ac3b-38aa7aaf5146","source":"reddit","source_id":"t1_p34uqaj","content_type":"comment","title":null,"body_preview":"I'm getting a degree and I'm going to use Big Walk in my thesis for videogames in education and rehabilitation!","author":"TheRealKillJoy2020","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vkoru0/were_house_house_we_made_untitled_goose_game_and/p34uqaj/"},{"id":"3dfce862-f3c8-4b1e-a652-6a5b73659867","source":"reddit","source_id":"t1_p34usil","content_type":"comment","title":null,"body_preview":"Here’s the thing. If it’s compete on the cartridge unlike on Xbox and PS I’ll be happy.","author":"UltraXFo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vlwsuu/crimson_desert_is_targeted_to_release_on_switch_2/p34usil/"},{"id":"4648c482-ef2e-4aa6-a2bc-0f846df4715f","source":"reddit","source_id":"t1_p34ussj","content_type":"comment","title":null,"body_preview":"When I was a kid a pelican tried to steal my gumboot -stuart","author":"house_house_","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vkoru0/were_house_house_we_made_untitled_goose_game_and/p34ussj/"},{"id":"59592264-01dc-4fcc-865e-3e0d4d810450","source":"reddit","source_id":"t1_p34uude","content_type":"comment","title":null,"body_preview":"Lost Ark Ff14 Cabal Online Ran Online Ragnarok Online Dota 2 Poe 1+2 MonHun world","author":"thsmalice","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vl76f8/for_people_who_have_played_a_game_for_over_1000/p34uude/"},{"id":"32b0258a-c36a-4c22-93d3-76e3edfe7a3d","source":"reddit","source_id":"t1_p34uvqc","content_type":"comment","title":null,"body_preview":"Is there an official name for the red bobbly thingos you collect throughout the game? My group’s been calling them ‘babies’ because they’re vaguely baby shaped, but I’d be interested to know if you ha","author":"ThePotablePotato","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vkoru0/were_house_house_we_made_untitled_goose_game_and/p34uvqc/"},{"id":"98f1bcc8-a737-4718-9a15-ea3d0b0317eb","source":"reddit","source_id":"t1_p34uw5g","content_type":"comment","title":null,"body_preview":"You could do all that, or you could just to to the nearest Indian village and get yourself a war canoe.","author":"Middle-Peach2096","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1viqufl/best_examples_of_secret_weapons_or_gear_you_can/p34uw5g/"},{"id":"4703c982-717f-47af-bd4a-57f601b8d76b","source":"reddit","source_id":"t1_p34uwsv","content_type":"comment","title":null,"body_preview":"I've been playing it on my Steam Deck since launch. I'm confident they can get it playing on Switch 2.","author":"ZeektheFeek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vlwsuu/crimson_desert_is_targeted_to_release_on_switch_2/p34uwsv/"},{"id":"69f55aae-5083-4f8e-85a6-1ca91f7cfdcc","source":"reddit","source_id":"t1_p34uz3r","content_type":"comment","title":null,"body_preview":"Rocket league, I always revert back to that game. 3500 hours in and I still enjoy it like it’s my first time playing it.","author":"Ozy_g","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vl76f8/for_people_who_have_played_a_game_for_over_1000/p34uz3r/"},{"id":"b924ea29-d71c-4b8c-bb18-56b5f397e5a7","source":"reddit","source_id":"t1_p34uzdg","content_type":"comment","title":null,"body_preview":"Make the original source of the content your submission, and do not use URL shorteners. No screenshots of websites or Twitter. If a mirror is necessary, please provide one in comments. No hotlinking o","author":"gaming-ModTeam","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0.4545454545454545,"content_class":"automated_moderation","collected_at":"Tue Aug 11 2026 23:03:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1vlwsuu/crimson_desert_is_targeted_to_release_on_switch_2/p34uzdg/"},{"id":"018f98d3-0add-43fd-bad1-de895cb2f410","source":"reddit","source_id":"t1_p34sv9h","content_type":"comment","title":null,"body_preview":"MFL is usually just velocity banking with a HELOC wrapped in motivational math: borrow against the house, run income through the credit line, and pretend interest timing magically creates wealth. If 2","author":"Baggins_Gold","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vhi7b4/can_someone_explain_the_mfl_strategy_to_me_like/p34sv9h/"},{"id":"b228dcdf-1195-4cb8-958c-cafa4bc06fcc","source":"reddit","source_id":"t1_p34svnk","content_type":"comment","title":null,"body_preview":"You can guarantee a 23% return on every dollar you invest in paying off the loan vs making minimum payments. It’s important for your mental health to see the progress you are making by getting out of ","author":"whaticism","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","false_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vl6xr1/20000_in_debt_at_25/p34svnk/"},{"id":"926a1dd9-6dc9-4df4-acee-00f20957308c","source":"reddit","source_id":"t1_p34t1e3","content_type":"comment","title":null,"body_preview":"I could pretty much buy any car I want and pay cash. That being said I’m driving a 5 year old Buick Enclave that I bought for $39,700. It had 3,500 miles on it, never privately titled and it sticker p","author":"DAWG13610","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","genuine_specificity","platform_fluency","hedge_stacking"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlrvbs/should_i_refinance_my_car_loan_48939_balance_at/p34t1e3/"},{"id":"ab21440e-c320-48e3-83b5-aa3d2ae9cea0","source":"reddit","source_id":"t1_p34t21n","content_type":"comment","title":null,"body_preview":"If you're going to file for bankruptcy, then your retirement accounts are protected in bankruptcy, so leave your Roth IRA alone. If you're not going to file for bankruptcy, then withdraw the money fro","author":"Varathien","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vl06wf/is_credit_card_refinancing_with_loan_worth_it/p34t21n/"},{"id":"6f45a092-7dac-4e1a-a8ff-69a0de2d29f0","source":"reddit","source_id":"t1_p34t2g3","content_type":"comment","title":null,"body_preview":"Can we change the title to \"Help me make a mildly intelligent financial decision after making a colossally stupid one”","author":"Disastrous_Mine_5085","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlrvbs/should_i_refinance_my_car_loan_48939_balance_at/p34t2g3/"},{"id":"9e0d2a57-b25d-4cb0-b548-8c5b4170571d","source":"reddit","source_id":"t1_p34t8p0","content_type":"comment","title":null,"body_preview":"I’m confused by all of this? You make $1100 a month and maybe another $500 and you want to save $5k in 2 months?  Tbh it doesn’t look responsible to get a $200 gift for anyone","author":"I_love_stapler","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlw9hj/how_much_should_i_save_each_week_until_october/p34t8p0/"},{"id":"f7611227-8655-4194-9498-509bd7bdb850","source":"reddit","source_id":"t1_p34tawy","content_type":"comment","title":null,"body_preview":"It's a huge myth that you shouldn't close credit cards. Most of the time it's fine and it will make no meaningful effect to your credit scores, if it has any effect at all.  Credit Myth #10 - Closing ","author":"Funklemire","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlscqn/i_have_2_credit_cards_if_i_cancel_the_rarelyused/p34tawy/"},{"id":"2e60ab06-6cf7-4d8a-b8ba-4179e7f9ee34","source":"reddit","source_id":"t1_p34tdan","content_type":"comment","title":null,"body_preview":"23% debt is an emergency. Cut your spending, increase your income, pay every dollar to the debt until it's gone. Drain savings. Getting a lower apr helps you. Fixing your budget helps you more.  Click","author":"nozzery","classification":"human_created","confidence":0.78,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vluibb/best_option_for_15k_loan_credit_score_752/p34tdan/"},{"id":"c5b4e716-f7a0-4ead-bf29-e67de1a3666c","source":"reddit","source_id":"t1_p34tdog","content_type":"comment","title":null,"body_preview":"Here's a link to the PF Wiki for helpful guides and information. I am a bot, and this action was performed automatically. Please contact the moderators of this subreddit if you have any questions or c","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["bot_declaration","template_phrases","absence_of_personality"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vluibb/best_option_for_15k_loan_credit_score_752/p34tdog/"},{"id":"f55fbc1e-fd11-4746-9494-6517d3a160f9","source":"reddit","source_id":"t1_p34thww","content_type":"comment","title":null,"body_preview":"Definitely don’t have my mind made up on pulling from retirement. I do have my mind made up on a trip. I am aware my understanding of compound interest is lacking thus the question. From my perspectiv","author":"White_Ninja","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","self_awareness_of_limitations","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlrjc6/loan_against_401k_good_idea/p34thww/"},{"id":"f52ea621-7e94-48ef-b4ea-061cf037adf4","source":"reddit","source_id":"t1_p34tjmh","content_type":"comment","title":null,"body_preview":"Agree - nothing wrong with job hunting if you’re unhappy. You may find a job with higher pay that outweighs the loss of some unvested retirement plan money. I left some unvested employer match behind ","author":"ActivitiesGuy","classification":"human_created","confidence":0.7,"indicators":["personal_anecdote","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlsb34/vesting_period_question/p34tjmh/"},{"id":"2efdc0b8-fcf5-4fe6-98a4-fd8234a7f52a","source":"reddit","source_id":"t1_p34tkud","content_type":"comment","title":null,"body_preview":"mostly Yanks here, try His Majesty’s Financial Sub - /r/ukpersonalfinance https://ukpersonal.finance/flowchart/","author":"Werewolfdad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4519429440864539,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlvdej/best_payday_loans_short_term/p34tkud/"},{"id":"696241f1-1f35-41be-9532-8e743e3627c9","source":"reddit","source_id":"t1_p34tq16","content_type":"comment","title":null,"body_preview":"On 4. If you make money on something then you generally have to include it when you file taxes. Anyways you make so little money that it probably wouldn’t matter","author":"chairman-me0w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlw9hj/how_much_should_i_save_each_week_until_october/p34tq16/"},{"id":"e505efd4-45db-4cc8-965c-787ab5e4a56a","source":"reddit","source_id":"t1_p34tq2q","content_type":"comment","title":null,"body_preview":"Whatever you do, make sure you know when your vesting dates are. Don’t resign a week before a vest. To be safe, wait until one week after the vest to give two weeks notice. I’ve seen bonuses unwound b","author":"Several_Razzmatazz51","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","hedge_stacking"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlsb34/vesting_period_question/p34tq2q/"},{"id":"569f09d3-a99d-45a3-9198-6a69b3e5acd9","source":"reddit","source_id":"t1_p34txhy","content_type":"comment","title":null,"body_preview":"As a teacher, will she qualify for loan forgiveness after a few years? A friend works for a public library and some of hers will be forgiven eventually. Of course she has to make the payments in the m","author":"EmZee2022","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vkpp6c/getting_started_attacking_student_loans/p34txhy/"},{"id":"115faadc-aede-4c8b-8c41-1a424ff0d4b7","source":"reddit","source_id":"t1_p34u1qy","content_type":"comment","title":null,"body_preview":"I’ve made about $15k in just over a year but that has been pretty aggressively hitting every bonus in sight. So it can be done I would recommend making a spreadsheet or you’ll never keep it all straig","author":"Spits32","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlkcm0/easy_3500_checking_account_bonus_strategy/p34u1qy/"},{"id":"60e0780b-13b3-4b77-b1c8-bf08b6d6a420","source":"reddit","source_id":"t1_p34u2m3","content_type":"comment","title":null,"body_preview":"Yeah it looks like at the current minimum payment for CC1 I will pay it off in 5 years and spend 10k on interest  If I use 10k from Roth to pay off CC2 in full and then use that min payment and combin","author":"Regular-Standard-194","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vl06wf/is_credit_card_refinancing_with_loan_worth_it/p34u2m3/"},{"id":"4f02f651-6e14-48fd-92d6-006f336e2eb6","source":"reddit","source_id":"t1_p34u6dw","content_type":"comment","title":null,"body_preview":"With that much money the best thing you can do is educate yourself. I’d highly recommend picking up a copy of “A simple path to wealth” by JL Collins","author":"ginamegi","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlwtzj/what_should_i_do_with_my_money/p34u6dw/"},{"id":"c317f971-3b3d-4d9b-b2fc-15bbae5774bf","source":"reddit","source_id":"t1_p34u7vs","content_type":"comment","title":null,"body_preview":"If he moved around, it's probably worth checking states/provinces where he lived. Sometimes when the mail doesn't follow people like it should and contact with the company is lost, and that's when the","author":"Little-red-impreza","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vjylhd/discovered_physical_paper_registered_shares_of_a/p34u7vs/"},{"id":"1040cafd-27ba-4d4e-8251-b1dbab5eef6b","source":"reddit","source_id":"t1_p34ull4","content_type":"comment","title":null,"body_preview":"I HATE that kind of limitation on the 401(k) - my company was much the same. I can see them not matching until a certain time, but it costs them nothing to let you save your own money.  As others note","author":"EmZee2022","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vjx8q8/saving_without_a_401k/p34ull4/"},{"id":"e7c5be9a-dcd4-4086-99c7-7f8ec3add740","source":"reddit","source_id":"t1_p34uqnl","content_type":"comment","title":null,"body_preview":"If the loan disappears after this, would OP be on the hook for taxes on a forgiven debt?","author":"counterfitster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.21962013590199145,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vlhzgy/student_loan_disappeared_from_my_account_and_i/p34uqnl/"},{"id":"0aee3f51-d0fc-4c50-ba5b-a7ef56700821","source":"reddit","source_id":"t1_p34usog","content_type":"comment","title":null,"body_preview":"Requires you to have a high deductible plan. And the HSA is mainly useful if you can manage to pay some of your out of pocket expenses out of current funds, which will let your HSA grow over the years","author":"EmZee2022","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Aug 11 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1vjx8q8/saving_without_a_401k/p34usog/"},{"id":"cfb1c519-d90a-4976-9571-ae190de49d3e","source":"reddit","source_id":"t1_p34tn0t","content_type":"comment","title":null,"body_preview":"It always makes me feel like an alien when I read stuff about tickling being a form of play or bonding or whatever, because nothing fills me with more instant rage than being tickled","author":"Saigaface","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vluart/people_from_different_cultural_backgrounds/p34tn0t/"},{"id":"4a641665-01f9-4e90-84be-ee4173a48cc5","source":"reddit","source_id":"t1_p34tn1i","content_type":"comment","title":null,"body_preview":"There are many, many studies on all the ways local farming is better. A quick search pulled up some university studies and a PDF from the USDA. Honestly, you can basically pick any reason I gave and y","author":"omniuni","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34tn1i/"},{"id":"5f172f5b-4263-42e5-b7f0-2b6f3d110d0d","source":"reddit","source_id":"t1_p34tolj","content_type":"comment","title":null,"body_preview":"This strikes me as something along the lines of “86% of counties voted in favor of Donald Trump so he is a beloved popular president”. It may be factually accurate, and it may be abundantly true in th","author":"cchris_39","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","analogy_use","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlfw0q/largescale_us_study_finds_no_link_between_crime/p34tolj/"},{"id":"2ec8c8f0-bf41-46ea-a0b0-f6dab6f48dcb","source":"reddit","source_id":"t1_p34toow","content_type":"comment","title":null,"body_preview":"Also, as a point of note, 114 just so happened to coincide with legalizing drugs, the refusal to police the \"unhoused\" and that nonsense. Oregon, Washington and California compete with each other on w","author":"ConstructionAway8920","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 Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlo603/in_oregon_voters_passage_of_gun_control_measure/p34toow/"},{"id":"3ef4d895-0f89-4642-9832-55794bf8a182","source":"reddit","source_id":"t1_p34tow0","content_type":"comment","title":null,"body_preview":"It’s really not hard to eat rice and beans at the same time. There’s a reason it’s a staple meal in so much of the world.","author":"engin__r","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.3654582961889024,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34tow0/"},{"id":"f65b24b9-997c-4ffd-9847-c6abfb6c766d","source":"reddit","source_id":"t1_p34tqmh","content_type":"comment","title":null,"body_preview":"Sadly local beef and dairy products might actually be worse. This is because grass fed cattle grow slower and live longer which means they release more methane and need more land to produce the same a","author":"KanyeWestsPoo","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34tqmh/"},{"id":"8b33b7df-5db7-40ee-8467-81f91aaf0382","source":"reddit","source_id":"t1_p34tqul","content_type":"comment","title":null,"body_preview":"How is it spite? It's literally just responding to potential scarcity. I'm glad you are comfortable with the police and current administration defending you when in trouble.","author":"CasCrus4L","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlo603/in_oregon_voters_passage_of_gun_control_measure/p34tqul/"},{"id":"ca407f46-dc6f-4355-b09a-0c75281b842e","source":"reddit","source_id":"t1_p34u0vy","content_type":"comment","title":null,"body_preview":"I think the big thing is that you have to be picky about what restaurants you go to. If you get the vegan option at a steakhouse, yeah, it’s going to suck. If you get something vegan at an Indian rest","author":"engin__r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.3654582961889024,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34u0vy/"},{"id":"6f993e86-3463-4fd6-87b4-759457c8463e","source":"reddit","source_id":"t1_p34u4o7","content_type":"comment","title":null,"body_preview":"If you find people telling you the truth \"guilt tripping\" then I think you might be the one with the problem.","author":"KanyeWestsPoo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34u4o7/"},{"id":"e03a1eab-6b32-4d1e-91dd-13f58a6ab327","source":"reddit","source_id":"t1_p34u4tl","content_type":"comment","title":null,"body_preview":"There's entire cookbooks of vegan Indian food. Lot of swapping out cashews for heavy cream. There's also plenty of unsweetened yogurt out there. Indian is my favorite thing to cook, the smell is treme","author":"mackattacknj83","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","niche_expertise"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34u4tl/"},{"id":"55a3cedf-28f4-463c-a7f6-b6527a1af8e4","source":"reddit","source_id":"t1_p34u8zo","content_type":"comment","title":null,"body_preview":"Cashews or coconut milk work pretty well at substitutes","author":"mackattacknj83","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34u8zo/"},{"id":"906dafa2-43d9-4e2c-9881-d36847f840f6","source":"reddit","source_id":"t1_p34u956","content_type":"comment","title":null,"body_preview":"All else being equal, small farms tend to have higher impacts on a per-calorie basis because they can’t take advantage of economies of scale.","author":"engin__r","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.3654582961889024,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34u956/"},{"id":"6208c7b3-4453-4012-ad54-f58ed5d982b9","source":"reddit","source_id":"t1_p34uat9","content_type":"comment","title":null,"body_preview":"I wasn't trying to argue the validity of this particular study here, only trying to argue a counterexample against the gripe that the person above me gave.","author":"Lebowquade","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlfw0q/largescale_us_study_finds_no_link_between_crime/p34uat9/"},{"id":"1e362440-ea4c-40d0-9aab-a6b871c8705b","source":"reddit","source_id":"t1_p34ublb","content_type":"comment","title":null,"body_preview":"https://carboncowboys.org/amp-grazing-research If you don't want to read a bunch of papers backing this up; search Carbon Cowboys on Youtube, you will find a series of short films called \"Roots so Dee","author":"Dashrend-R","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vljdii/largescale_metaanalysis_finds_bovine_leathers/p34ublb/"},{"id":"57be530d-24a4-4961-99f3-ccdc2adff3b0","source":"reddit","source_id":"t1_p34udzx","content_type":"comment","title":null,"body_preview":"I appreciate this perspective. I always avoid telling people I'm vegan because they'll end up pestering me with questions I don't have the time or energy for.","author":"SleepingDoves","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34udzx/"},{"id":"73db80cb-edb5-446e-aef5-b19c9358df33","source":"reddit","source_id":"t1_p34ue4d","content_type":"comment","title":null,"body_preview":"The key is to detox, your taste buds will forget the taste after month or two, then the second key is to find Plant based cheese you like, most of the ones you find in stores are blegh. Look for local","author":"a11_hail_seitan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34ue4d/"},{"id":"a6e19dcf-a54f-4c6e-9a11-904cedca6297","source":"reddit","source_id":"t1_p34ue9f","content_type":"comment","title":null,"body_preview":"Thank you for not even trying to answer the question","author":"Glenmarththe3rd","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34ue9f/"},{"id":"9ff15daf-1f8f-466c-8b19-09daec7077a1","source":"reddit","source_id":"t1_p34uf05","content_type":"comment","title":null,"body_preview":"Just need to work on reducing people's consumption","author":"Dizzy-Chemistry-5146","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vljdii/largescale_metaanalysis_finds_bovine_leathers/p34uf05/"},{"id":"a35ff711-7d8e-44a8-90ba-c316c540a921","source":"reddit","source_id":"t1_p34uh1s","content_type":"comment","title":null,"body_preview":"Maybe they're trying to hash out reasons for wearing clothes a certain way?  Like if different cultures were differently ticklish than maybe that would impact how they drape their clothing","author":"magnificent_limit","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vluart/people_from_different_cultural_backgrounds/p34uh1s/"},{"id":"9febda8b-857e-4a6e-867d-ae4a5f79b97f","source":"reddit","source_id":"t1_p34uh9n","content_type":"comment","title":null,"body_preview":"You'd have to pay us like a million dollars a gun. The phrase \"never sell, always buy\" rules Supreme.","author":"CasCrus4L","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlo603/in_oregon_voters_passage_of_gun_control_measure/p34uh9n/"},{"id":"bd5413a3-7d43-4b1e-bb78-96a224641975","source":"reddit","source_id":"t1_p34uiti","content_type":"comment","title":null,"body_preview":"Not all introverts have been through traumatic experiences.","author":"BlueCX17","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vkxxq2/unsocial_kids_may_be_happier_than_you_think_some/p34uiti/"},{"id":"5a0d7435-540f-4676-9008-85b1211847c9","source":"reddit","source_id":"t1_p34uj0p","content_type":"comment","title":null,"body_preview":"To be honest virtually all the meat I eat is poultry, though I still drink milk.","author":"AllanfromWales1","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_statement"],"bot_score":0.3783219006868628,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34uj0p/"},{"id":"53358998-510d-4f1a-8824-f9dec4c3e734","source":"reddit","source_id":"t1_p34uk5w","content_type":"comment","title":null,"body_preview":"Fucking love beans, I haven’t heard of texturised soy. Is it complete proteins?","author":"Glenmarththe3rd","classification":"human_created","confidence":0.82,"indicators":["genuine_emotion_with_specificity","platform_fluency","terse_natural_reply","absence_of_ai_markers"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34uk5w/"},{"id":"b76ba1ea-6fcc-45f1-beab-66aca6ba6caf","source":"reddit","source_id":"t1_p34ulvo","content_type":"comment","title":null,"body_preview":"This is all great arm chair philosophy. What you’re proposing, ultimately, is privileged people, in the developed world, who generally have family sizes of 3-4, so are not creating a net increase in p","author":"ImeldasManolos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1vlup4x/beef_and_dairy_production_accounts_for_41_of/p34ulvo/"},{"id":"f97d289a-9dd4-4913-9b3d-8f2964ae3fd3","source":"reddit","source_id":"t1_p34tghq","content_type":"comment","title":null,"body_preview":"https://www.youtube.com/watch?v=thIRJLsnIxY Reporter: \"This is the Netherlands, you have to answer questions\"","author":"_PurpleAlien_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vluwk5/over_29000_canadians_call_for_us_ambassador/p34tghq/"},{"id":"722a01e8-0f36-4c6d-82f0-8d97f13b4bcf","source":"reddit","source_id":"t1_p34tjrb","content_type":"comment","title":null,"body_preview":"Buy time you say? Justin Timberlake would like a word.","author":"NoSloppyStakes","classification":"human_created","confidence":0.7,"indicators":["cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vll0sw/ukraine_destroys_air_defenses_protecting_putins/p34tjrb/"},{"id":"409accde-9bf5-4350-be4e-e6e03952d22b","source":"reddit","source_id":"t1_p34tjtf","content_type":"comment","title":null,"body_preview":"they can't even control the air over Ukraine nor are trying to do so.  but then how would anyone ever expect them to actually win the war if they cant even control the air space?  What they can do, an","author":"UAP44","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vljwu9/vladimir_putin_makes_final_push_to_sell_su57_to/p34tjtf/"},{"id":"e0505768-ecd2-42cb-8fd2-907a754331b6","source":"reddit","source_id":"t1_p34tmoh","content_type":"comment","title":null,"body_preview":"I am not even sure what is \"correct\" in the original comment though. As a german speaker the way it is written in singular sounds very wrong. Translating to German and you would certainly use plural. ","author":"XeNo___","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","self_deprecation"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vlty23/faster_than_originally_planned_russia_wants_292/p34tmoh/"},{"id":"628973e2-64c9-47c3-8c76-a951b3ca7aa8","source":"reddit","source_id":"t1_p34tqhr","content_type":"comment","title":null,"body_preview":"\"Hoekstra said it's his job to \"present the president's views.\"\"  No. That's not his job.","author":"Global_Face_5407","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vluwk5/over_29000_canadians_call_for_us_ambassador/p34tqhr/"},{"id":"8c13e8d3-3c4c-4151-971e-74f42f3bb172","source":"reddit","source_id":"t1_p34tqyv","content_type":"comment","title":null,"body_preview":"I haven't heard high military officials in Ukraine talking about lethality maxxing.. odd. Maybe the troops need some HRT to get the ol' T up there..","author":"sfjoellen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vll0sw/ukraine_destroys_air_defenses_protecting_putins/p34tqyv/"},{"id":"1187f3c6-1945-44c8-abe5-606d534588a7","source":"reddit","source_id":"t1_p34trqg","content_type":"comment","title":null,"body_preview":"What am I missing, why would there be a swap? Is the US holding a Russian prisoner in some egregious place? Don't prisoner swaps happen during conflicts?","author":"billthedog0082","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vlok9t/trump_says_russia_agreed_to_release_jailed_us/p34trqg/"},{"id":"9ca1abf9-a171-4897-80e8-957fc717a76c","source":"reddit","source_id":"t1_p34twog","content_type":"comment","title":null,"body_preview":"Hurting his ego without hurting the war machine is the opposite of the right approach.","author":"jasytuxf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vll0sw/ukraine_destroys_air_defenses_protecting_putins/p34twog/"},{"id":"1b233bae-990e-4de9-aafe-d7fec0c35dd5","source":"reddit","source_id":"t1_p34tyqk","content_type":"comment","title":null,"body_preview":"You must be an idiot to believe anything Trump says.","author":"Pleaseappeaseme","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vljctq/iran_says_will_not_negotiate_with_the_us_until/p34tyqk/"},{"id":"cbff422f-bb9d-48df-9ebe-53467d6177ee","source":"reddit","source_id":"t1_p34u1fh","content_type":"comment","title":null,"body_preview":"It's where tourists go to fire machine guns and lob grenades... bazookas even","author":"PorkProofPrion","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vlomqb/thailand_suspends_new_gun_permits_after_mass/p34u1fh/"},{"id":"4c362e3e-5cfa-4f2c-a614-c67f8c448067","source":"reddit","source_id":"t1_p34u1jx","content_type":"comment","title":null,"body_preview":"this is because they only asked 29001 people, and he was one of them.","author":"skatchawan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vluwk5/over_29000_canadians_call_for_us_ambassador/p34u1jx/"},{"id":"83bc16b3-d4cf-4a37-bc36-9ba76efb9399","source":"reddit","source_id":"t1_p34u5sa","content_type":"comment","title":null,"body_preview":"Just in the last few hours since it was posted here, it’s gone up from 29k to 35k. I don’t know a single adult that wouldn’t enthusiastically sign this thing.","author":"Ancient-Apartment-23","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vluwk5/over_29000_canadians_call_for_us_ambassador/p34u5sa/"},{"id":"8afd38a2-a025-450c-985f-3e9877734610","source":"reddit","source_id":"t1_p34u7s5","content_type":"comment","title":null,"body_preview":"You guys can do better than that, surely? Some of us are rooting for you down here.","author":"ohnodamo","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vluwk5/over_29000_canadians_call_for_us_ambassador/p34u7s5/"},{"id":"00f2fdd3-8dd1-4ba2-a32b-a73a1beafc44","source":"reddit","source_id":"t1_p34u80j","content_type":"comment","title":null,"body_preview":"Yeah, keep destroying these defenses... they don't need to kill Putin to get an advantage from this, they just need them to replace these defenses, which will pull them away from other targets. There'","author":"AvatarOfMomus","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vll0sw/ukraine_destroys_air_defenses_protecting_putins/p34u80j/"},{"id":"ee81258e-199b-40d9-ab00-6d35ccb8d2d0","source":"reddit","source_id":"t1_p34u8fw","content_type":"comment","title":null,"body_preview":"I don't get this take at all. It is pretty clear in the Epstein docs that Epstein was really trying to come up with leverage on Trump, but didn't have any.","author":"DialMMM","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vll0sw/ukraine_destroys_air_defenses_protecting_putins/p34u8fw/"},{"id":"a2c52032-5a9f-447a-9c9e-fc619479126f","source":"reddit","source_id":"t1_p34u9f0","content_type":"comment","title":null,"body_preview":"As an American, may I ask that you perhaps just drop him off near a polar bear den in the arctic?","author":"Andovars_Ghost","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Aug 11 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1vluwk5/over_29000_canadians_call_for_us_ambassador/p34u9f0/"},{"id":"205226a0-7421-436f-809b-ef7481459c38","source":"stackoverflow","source_id":"so:69456765","content_type":"comment","title":null,"body_preview":"If someone is still searching for an answer, here is how I fixed it\n\nI removed modules and format props and it worked","author":"Someindra Singh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69456765"},{"id":"3886e3fb-337a-4593-a2dc-67bcf9bcdef2","source":"stackoverflow","source_id":"so:70859037","content_type":"comment","title":null,"body_preview":"You'll need to install style-loader and css-loader:\n\nnpm install --save-dev style-loader css-loader\n\nThen add the loaders to your webpack config. For example:\n\nwebpack.config.js\n\nconst path = require(","author":"vighnesh153","classification":"ai_generated","confidence":0.7,"indicators":["suspiciously_comprehensive","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70859037"},{"id":"1a55bdea-f111-4639-94a8-8796ffbf0121","source":"stackoverflow","source_id":"so:70913492","content_type":"comment","title":null,"body_preview":"You can use this library called react-lazy-load-image-component\nImport the LazyLoadImage component then use it the render you images\n\ncards.map(card => (\n     <LazyLoadImage src={SportImages[card.imag","author":"Gab Agoncillo","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70913492"},{"id":"8fcebb79-19aa-4cc6-a243-2af3a9c0d28d","source":"stackoverflow","source_id":"so:71277576","content_type":"comment","title":null,"body_preview":"The API which you call does not consider Authorization a CORS-allowed header:\n\nAccess-Control-Allow-Headers: Content-Type, Access-Control-Allow-Headers, X-Requested-With\n\nTherefore you cannot make req","author":"Heiko Thei&#223;en","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71277576"},{"id":"37d20694-f073-46e2-9515-fb8de530723e","source":"stackoverflow","source_id":"so:71504440","content_type":"comment","title":null,"body_preview":"The example from https://swr.vercel.app/docs/pagination#example-1-index-based-paginated-api\n\nhas the line\n\nif (previousPageData && !previousPageData.length) return null\n\nwhereas you have\n\nif (previous","author":"NULL pointer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71504440"},{"id":"3d7fd648-98ef-4cbf-a2a3-aeb18593e63c","source":"stackoverflow","source_id":"so:71648089","content_type":"comment","title":null,"body_preview":"Updated Answer:\n\n\"react-router-dom\": \"^6.2.2\",\n\nInstead of useHistory(), now useNavigate() is exported from 'react-router-dom' to deal with all such navigations.\n\nimport { useNavigate } from \"react-ro","author":"Ibad Shaikh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71648089"},{"id":"bd0df759-78ca-405b-9cf5-54c4a9650865","source":"stackoverflow","source_id":"so:72045845","content_type":"comment","title":null,"body_preview":"use literal object as modules props, it will trigger component rerender , use useMemo hook to memorize modules prop to fix it.","author":"Caspian Chen","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72045845"},{"id":"213bdfdb-586d-499f-aa08-2a7402c90e7c","source":"stackoverflow","source_id":"so:72115650","content_type":"comment","title":null,"body_preview":"The HTTP Content-Security-Policy (CSP) script-src directive specifies valid sources for JavaScript. This includes not only URLs loaded directly into  elements.\n\nThe error is due to the CSP header for ","author":"karthik rao","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72115650"},{"id":"d6d38441-7f94-4b20-a56c-c87c3c837d44","source":"stackoverflow","source_id":"so:72121948","content_type":"comment","title":null,"body_preview":"When you have multiple CSPs, your content need to pass all policies. It seems like the initial problem is a very restrictive policy setting \"default-src 'none'\". Everything is blocked due to this poli","author":"Halvor Sakshaug","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 Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72121948"},{"id":"0245b232-3965-4915-9894-24740ea34a69","source":"stackoverflow","source_id":"so:72317886","content_type":"comment","title":null,"body_preview":"There are two ways to refresh your access token once it is expired:\n\nRefresh token directly, you can use setAccessToken API to refresh your access token without reloading the report.\n\nexample:\n\nawait ","author":"Rahul Roy","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","suspiciously_comprehensive","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72317886"},{"id":"9e7f8509-d3de-4200-8cb4-3b7fb91d815f","source":"stackoverflow","source_id":"so:73307756","content_type":"comment","title":null,"body_preview":"loading='lazy' attribute Safari not supported\n\n<img loading=lazy src=\"image.jpg\" />\n\nTry this package:\n\nnpm i react-lazy-load-image-component\n\nExample:\n\nimport React from 'react';\n\nimport { LazyLoadIm","author":"GMKHussain","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","polished_first_draft","missing_platform_voice","absence_of_personality","generic_helpfulness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73307756"},{"id":"51cfdb94-30a8-49ed-803e-833a1acb22dd","source":"stackoverflow","source_id":"so:73720106","content_type":"comment","title":null,"body_preview":"Try adding\n\n\"babel\": { \"presets\": [\"@babel/preset-env\"] }\n\nTo the end of your package.json file - after devDependencies (you may need to add @babel/preset-env via Yarn as well.)","author":"Buck3000","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73720106"},{"id":"b7853b29-7dd3-49b9-afbf-98c7c9d8a915","source":"stackoverflow","source_id":"so:74268391","content_type":"comment","title":null,"body_preview":"I was able to solve it by updating the value of value to editor.getContents() inside the onChange callback, which is called back with onChange(content, delta, source, editor), also as mentioned here, ","author":"BROGRAMMER_01","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","polished_first_draft","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74268391"},{"id":"3f2cc8a2-e815-456b-bf54-18396c8180b0","source":"stackoverflow","source_id":"so:74706543","content_type":"comment","title":null,"body_preview":"For people finding this on google, make sure that the\nif (previousPageData && !previousPageData.data) return null\nline is properly checking YOUR API's response data. In my case i had to change it to\ni","author":"abcdefg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74706543"},{"id":"0c768f59-71b8-404e-a845-4080dc972c0a","source":"stackoverflow","source_id":"so:75364353","content_type":"comment","title":null,"body_preview":"I had a similar need where I had to support translated strings and wanted to return a \"string\" from a react component. I wanted to be able use the component with a typical function call and in the ren","author":"datchung","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75364353"},{"id":"d95abe33-912e-48c7-9220-b1d7e5037069","source":"stackoverflow","source_id":"so:75422520","content_type":"comment","title":null,"body_preview":"Be sure that:\n\nYour stripe dashboard the google pay is enabled\n\nCheck if you have a real card added to your google wallet\n\nCheck if have added a real card in Chrome Browser Payment methods\n\nCheck if h","author":"Hhovhann","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","synthetic_empathy","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75422520"},{"id":"f7bae14f-732e-4e6d-86c1-54a28d715c04","source":"stackoverflow","source_id":"so:75490952","content_type":"comment","title":null,"body_preview":"If the same thing happens to someone, with the useMemo hook it worked for me\n\n\r\n\r\nconst [value, setValue] = useState(\"\");\n    \n    const handleMemo = useMemo(\n        (content, delta, source, editor) ","author":"cristian choque","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75490952"},{"id":"15c285ea-09a6-4b9c-9b97-8fc52d7069ea","source":"stackoverflow","source_id":"so:76253300","content_type":"comment","title":null,"body_preview":"As of 2023, all major browsers support the loading=\"lazy\" attribute on the img tag (caniuse), which makes it the easiest way to implement lazy loading of images.\n\nHowever, because of a bug in Firefox,","author":"Lukas Helebrandt","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76253300"},{"id":"1f6f5c75-a2d9-4b9b-80d9-3e593a4e08e8","source":"stackoverflow","source_id":"so:76456532","content_type":"comment","title":null,"body_preview":"The useHistory hook gives you access to the history instance that you may use to navigate.\n\nimport { useHistory } from \"react-router-dom\";\n  \n\nlet history = useHistory();","author":"Vipin N","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76456532"},{"id":"26367c17-7a9e-4e89-aede-ee488b3919a9","source":"stackoverflow","source_id":"so:76459417","content_type":"comment","title":null,"body_preview":"The react-router documentation says the following on the history.push function:\n\npush(path, [state]) - (function) Pushes a new entry onto the history stack\n\nI'm not sure what variable type userHistory","author":"steven s","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_technical_advice","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76459417"},{"id":"daeca64b-80ce-4a6f-84de-cb21fc3f8219","source":"stackoverflow","source_id":"so:76612992","content_type":"comment","title":null,"body_preview":"You can pass the data from any page to other page via simple Query/params, when redirecting the user why not just append the projectId in query like this\n/projects/[projectName]?projectId=1234, now in","author":"AMunim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76612992"},{"id":"dd297a45-fd9e-4ceb-ab4a-a6725a7ee792","source":"stackoverflow","source_id":"so:76810756","content_type":"comment","title":null,"body_preview":"You need to add the name of the exposed micro-frontend before the url.\n\n\r\n\r\nremotes: {\n            // pointing to the remote React app \n            \"reactApp\": \"reactApp@http://localhost:4203/remoteEn","author":"Aasim Sayyed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76810756"},{"id":"a4cc5178-1c71-434c-847e-0bf4ced509c5","source":"stackoverflow","source_id":"so:77017825","content_type":"comment","title":null,"body_preview":"You are trying to render a React component inside Angular and it can't work like that because Angular does not understand React components. In order for this to work you need to render an empty div el","author":"Alex Vukov","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","platform_fluency","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77017825"},{"id":"efc8403e-4f55-4045-abc2-d24117518015","source":"stackoverflow","source_id":"so:69055089","content_type":"comment","title":null,"body_preview":"You can add the loading attribute to your image element to lazy-load the images. A complete explainer guide on this attribute can be found on web.dev.\n\nIn your case it would probably look as follows:\n","author":"Jon Koops","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69055089"},{"id":"2fabf094-6c3d-4abd-83c4-892f547429a2","source":"stackoverflow","source_id":"so:78068086","content_type":"comment","title":null,"body_preview":"Considering the above answers, the response in your API probably has a pageable list usually in an array, so you should use that name exactly.\n\nFor instance, if you have in the response\n{ data:[...] }","author":"Mike Duke","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78068086"},{"id":"323900f9-c87b-4f57-8dba-89a2aec58b5d","source":"stackoverflow","source_id":"so:78166815","content_type":"comment","title":null,"body_preview":"To solve the issue, convert your Register1 component from a class component to a functional component and use the usePasswordToggle hook within it. This ensures compatibility with custom hooks in Reac","author":"Md . Rakibul Islam","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78166815"},{"id":"6b97fd9e-1e39-4599-9bda-f5a9a5f02f05","source":"stackoverflow","source_id":"so:61476708","content_type":"comment","title":null,"body_preview":"Below are the best ways to deal with react navigations\n\nUsing useHistory() from react-router-dom\n\nimport React from 'react';\nimport { useHistory } from \"react-router-dom\";\nfunction NavigationDemo() {\n","author":"Maheshvirus","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 Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61476708"},{"id":"f7b0eb46-eef5-4be9-a15e-9e33b478b9f0","source":"stackoverflow","source_id":"so:76978343","content_type":"comment","title":null,"body_preview":"Since there were no immediate answer when I posted the question, I was searching in the internet and did not find any solution. So, I have read the official docs about icons and I find the solution my","author":"Sabbir Sobhani","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","sharing_code_and_explanation","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76978343"},{"id":"1bcf66c9-eea5-41d1-9633-a38d3a6fa764","source":"stackoverflow","source_id":"so:79093554","content_type":"comment","title":null,"body_preview":"My Variant, it helped me to avoid some errors in Next 14\n\nimport iconLignt from \"@/public/images/iconLight.svg\";\nimport iconDark from \"@/public/images/icon.svg\"; \n\nexport const metadata: Metadata = {\n","author":"neonomesis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79093554"},{"id":"8a77b81d-4fe0-4d8a-9330-e58c9a9d4fea","source":"stackoverflow","source_id":"so:79170019","content_type":"comment","title":null,"body_preview":"This error occurs because you're using a newer version of react-router-dom (likely v6) but using the v5 syntax. In React Router v6, the API for navigation has changed. Here's how to fix it:\n\nOption 1:","author":"Lalit Kumar","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79170019"},{"id":"8b5580d7-9f96-4699-a407-21980698a58a","source":"stackoverflow","source_id":"so:79248265","content_type":"comment","title":null,"body_preview":"Future readers may find it helpful to know that I was able to eliminate this error once I switched out of Incognito mode in Chrome.","author":"Stefan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79248265"},{"id":"d405de66-c33c-4189-bb28-182653f8e6b1","source":"stackoverflow","source_id":"so:79290605","content_type":"comment","title":null,"body_preview":"3 steps to navigate from one page to another in react js?\n\n//In your file\nimport {useNavigate } from 'react-router-dom'\n\n//In your component\nconst navigate = useNavigate() \n\n//In your function\nnavigat","author":"merrais","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79290605"},{"id":"15aafbab-ad26-4afb-b8cb-60b23c209e82","source":"stackoverflow","source_id":"so:79328213","content_type":"comment","title":null,"body_preview":"I had the same error and it was caused by name correlation.\nIn my case: the same module name and id attribute name of the html element\n\n(!) The example below leads to an error (!)\n\nwebpack.config.js\n\n","author":"Yevhen Klymentiev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79328213"},{"id":"d328a961-66b6-408d-9fb6-4b2b0de11b56","source":"stackoverflow","source_id":"so:79383401","content_type":"comment","title":null,"body_preview":"Worked for me in next js.\n\n\"use client\";\n\nimport React, { Suspense, useMemo, useState } from \"react\";\nimport dynamic from \"next/dynamic\";\nconst ReactQuill = dynamic(() => import(\"react-quill-new\"), { ","author":"Jay Maniya","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79383401"},{"id":"e130268e-be75-4f42-8aa6-a291fde1cc7b","source":"stackoverflow","source_id":"so:79481333","content_type":"comment","title":null,"body_preview":"How about the approach to separate the translation logic from the rendering logic. Instead of returning a component that contains the translation, you can create a translation function or custom hook ","author":"Moel","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79481333"},{"id":"733681c3-4bbc-4789-930c-4497eadef383","source":"stackoverflow","source_id":"so:79950924","content_type":"comment","title":null,"body_preview":"In case you for some reason cant use react-helmet-async:\n\nTo begin with, I would ask where you are hosting?\nUsing AWS cloudfront you could add interceptors easily for response traffic for example and ","author":"Lior Kupers","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79950924"},{"id":"f6b3bd58-4278-4e7e-98d4-8fec89475c01","source":"stackoverflow","source_id":"so:79950986","content_type":"comment","title":null,"body_preview":"I don't think HTTP response headers are what the OP is talking about. They are talking about <meta> tags for keywords and description.","author":"Greg Burghardt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.06349206349206347,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79950986"},{"id":"6a55b60f-5f8d-40f3-82ab-d4fb85013e45","source":"stackoverflow","source_id":"so:79951851","content_type":"comment","title":null,"body_preview":"Read through the article sir. What he needs to modify is the header within the body of the response.\n\nThis interceptor can modify the request headers, request parameters, or even the entire request bo","author":"Lior Kupers","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79951851"},{"id":"5a90cb88-84d4-4311-8e62-feb49d328a51","source":"stackoverflow","source_id":"so:79990101","content_type":"comment","title":null,"body_preview":"I've had this issue for some time:\n\nUnable to download payment manifest \"https://pay.google.com/about/redirect/\".\n\nI finally figured it out by logging all network traffic at chrome://net-export/.\n\nHEA","author":"Philippe Gerber","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79990101"},{"id":"71c2369e-51ff-4796-a3ca-d79afc062425","source":"stackoverflow","source_id":"so:62254522","content_type":"comment","title":null,"body_preview":"I checked your code and if you directly put your API key in your\nconst apiKey = \"PUT_YOUR_API_KEY_HERE\" , it will properly show your map.\n\nIt seems that you are putting your variables in the .env file","author":"Pagemag","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_advice","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62254522"},{"id":"5a16ed05-2422-4750-973f-f1c818abab0e","source":"stackoverflow","source_id":"so:79990742","content_type":"comment","title":null,"body_preview":"My issue wasn't about whether my getKey function was checking for null correctly, I'd already handled that and my logging showed that it was actually only ever receiving pageIndex = 0 (and also my get","author":"TechniMan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79990742"},{"id":"cd92a82f-362a-469c-9e51-5ac945015feb","source":"stackoverflow","source_id":"so:79990748","content_type":"comment","title":null,"body_preview":"==> npm install react-router-dom\n\n==>Define your application routes in your main file (e.g., App.jsx). You create a router configuration and pass it to a RouterProvide\n\nimport { createBrowserRouter, R","author":"Dawood zia","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","suspiciously_comprehensive","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79990748"},{"id":"e66bc453-a370-4293-8a97-f15250796227","source":"stackoverflow","source_id":"so:79990948","content_type":"comment","title":null,"body_preview":"While using the icons array with media: '(prefers-color-scheme: ...)' (as @sabbir-sobhani suggested) works well in Chrome, it doesn't seem to work in Firefox.\n\nA SVG alternative\n\nA more reliable solut","author":"Sonix","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","technical_detail_and_solution","specific_context_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79990948"},{"id":"37044974-44cf-40fa-a319-a689b1d4f059","source":"stackoverflow","source_id":"so:79990980","content_type":"comment","title":null,"body_preview":"I've made a demo showcasing two common UX requirements:\n\nOptions list should be as wide as the widest option\n\nField's width should fit the selected value (option)\n\nhttps://codesandbox.io/p/devbox/clev","author":"vsync","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","original_commentary","code_example"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79990980"},{"id":"c88555a5-6d83-4882-9680-89d1b0cc726e","source":"stackoverflow","source_id":"so:73892360","content_type":"comment","title":null,"body_preview":"For this error, you can simply use this trick:\n\nI'm changing the CSS class from the module file and then taking the Hydration error.\nIn fact, you will render the component on the React side the same a","author":"saeed babapour","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73892360"},{"id":"b2da639c-e718-43cf-9a51-b5319a9e6bfa","source":"stackoverflow","source_id":"so:79846821","content_type":"comment","title":null,"body_preview":"useEffect() only runs on the client, not on the server during SSR or SSG. We can use this fact to avoid a hydration mismatch error by rendering nothing at all on the server.\n\nuseIsClientRendererReady(","author":"Qwerty","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79846821"},{"id":"be61c4a6-ce9b-4dd6-9855-149ebd3512b8","source":"stackoverflow","source_id":"so:60365819","content_type":"comment","title":null,"body_preview":"You can do it with a hack:\n\n<>\n  <StaticContent>\n    <h1>Hello World</h1>\n    <p>Lorem ipsum</p>\n  </StaticContent>\n  <DynamicComponent />\n</>\n\nAnd the StaticContent component:\n\nimport { createElement","author":"Aral Roca","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60365819"},{"id":"46b189b1-f3fa-474e-8a95-14a5cb163b4d","source":"stackoverflow","source_id":"so:21822712","content_type":"comment","title":null,"body_preview":"Oracle Fusion Middleware active uses file's descriptors on Unix-like OS. You should up open file descriptors limit for your user (user that startup WebLogic Server):\n\nadd into the file /etc/security/l","author":"A. A. Vybegallo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/21822712"},{"id":"6eac2279-1289-43b3-bf0a-a1c8a4dc5580","source":"stackoverflow","source_id":"so:22450619","content_type":"comment","title":null,"body_preview":"Your Web Service should contain the @WebService annotation. Check also the other requirements.","author":"robermann","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/22450619"},{"id":"9d22aed9-eb7b-4e4f-b85e-acb700ffd02d","source":"stackoverflow","source_id":"so:23892141","content_type":"comment","title":null,"body_preview":"Here's some Unicode-friendly ones you can make if you pull in ICU4j. I guess \"ignore case\" is questionable for the method names because although primary strength comparisons do ignore case, it's descr","author":"Hakanai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/23892141"},{"id":"3e443737-2034-4b4c-8ddc-90823f3a727f","source":"stackoverflow","source_id":"so:25645425","content_type":"comment","title":null,"body_preview":"read this link might be good for you\n\nhttp://xebee.xebia.in/index.php/2014/06/04/behavior-driven-development-using-cucumber-jvm-a-java-approach/","author":"Adnan Ghaffar","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25645425"},{"id":"842bdcdd-a9f9-48fe-8d00-0ab18498166b","source":"stackoverflow","source_id":"so:25895355","content_type":"comment","title":null,"body_preview":"You wouldn't be able to use <util:list>. You need to use a static factory method. Since Collections has an emptyList() method that returns the EMPTY_LIST, you can do\n\n<bean id=\"immutableEmptyStudentLi","author":"Sotirios Delimanolis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25895355"},{"id":"0ca9540c-6d6f-4d4a-a164-4dbbdb95b51d","source":"stackoverflow","source_id":"so:26842143","content_type":"comment","title":null,"body_preview":"Possible Causes:\n\n1.\nIt seems the issue is with one more missing capability or improper android version:\n\ncapabilities.setCapability(\"platformVersion\", \"4.4\");\n\nAs you are not using 'Selendroid' as au","author":"Abhishek Swain","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/26842143"},{"id":"09484290-e701-424d-a8cd-cf725ed31bac","source":"stackoverflow","source_id":"so:27658399","content_type":"comment","title":null,"body_preview":"Please check this answer posted by Christian and also read that thread.\nTomcat deployment issue via IntelliJ \n\nSimply try removing setenv.sh in $CATALINA_HOME/bin","author":"ZakiMak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/27658399"},{"id":"1081dee7-3f1c-43d1-ae08-9a845c877c64","source":"stackoverflow","source_id":"so:28367006","content_type":"comment","title":null,"body_preview":"I had this issue today and it wasn't due to setenv.sh as discussed on the other thread. In the end it was an issue with $CATALINA_BASE/conf/server.xml.\n\nFor some reason in our server.xml we were using","author":"mattyboy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/28367006"},{"id":"0c8b00f6-b60d-4eef-a206-e10d3c84c553","source":"stackoverflow","source_id":"so:29391904","content_type":"comment","title":null,"body_preview":"Your example code is JUnit but you mentioned that you are using TestNG. In that case you can use @Parameters to pass different parameters to your tests. Doc: http://testng.org/doc/documentation-main.h","author":"peetya","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/29391904"},{"id":"ba7a95a5-2cb9-418f-af15-9d5563f5cc49","source":"stackoverflow","source_id":"so:29452209","content_type":"comment","title":null,"body_preview":"tomcat-7.0-doc RUNNING\n\n(3.2) Set JRE_HOME or JAVA_HOME (required)\n\nThese variables are used to specify location of a Java Runtime\nEnvironment or of a Java Development Kit that is used to start Tomcat","author":"Maks Danylenko","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/29452209"},{"id":"670706d0-22d5-4e95-afc6-a42008c51a15","source":"stackoverflow","source_id":"so:31029605","content_type":"comment","title":null,"body_preview":"This test should help you: https://svn.apache.org/repos/asf/webservices/wss4j/trunk/ws-security-dom/src/test/java/org/apache/wss4j/dom/message/PasswordEncryptorTest.java\n\nYou can get the encrypted pas","author":"Colm O hEigeartaigh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31029605"},{"id":"ffc327f7-9f9b-47c9-b8c8-61a362b72225","source":"stackoverflow","source_id":"so:31659310","content_type":"comment","title":null,"body_preview":"The problem is that the x-auth-token approach works by allowing Spring Session to override the HttpSession implementation (to look in the x-auth-token header for the session id and to look up the sess","author":"Rob Winch","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31659310"},{"id":"cde8f38f-fcd9-4e30-a92c-0c60f9f5c9dc","source":"stackoverflow","source_id":"so:29251331","content_type":"comment","title":null,"body_preview":"I had similar problem. My error message was also \n\n  \n\"Activity used to start app doesn't exist or cannot be launched! Make\n  sure it exists and is a launchable activity\".\n\nIn my case I had different ","author":"kiedysktos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_problem_solving"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/29251331"},{"id":"8ab472e3-715d-40bb-be48-c8de5e6269c6","source":"stackoverflow","source_id":"so:90780","content_type":"comment","title":null,"body_preview":"One problem with the answer by Dave L. is when s2 contains regex markup such as \\d, etc.\n\nYou want to call Pattern.quote() on s2:\n\nPattern.compile(Pattern.quote(s2), Pattern.CASE_INSENSITIVE).matcher(","author":"Matt Quail","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/90780"},{"id":"73ad9b95-6a31-40f8-8eb2-abc21c7b7cfb","source":"stackoverflow","source_id":"so:12984575","content_type":"comment","title":null,"body_preview":"You can use regular expressions, and it works:\n\nboolean found = s1.matches(\"(?i).*\" + s2+ \".*\");","author":"Shiv","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/12984575"},{"id":"96fd9c37-b8ff-4b47-b140-353799e22961","source":"stackoverflow","source_id":"so:21153922","content_type":"comment","title":null,"body_preview":"I did a test finding a case-insensitive match of a string. I have a Vector of 150,000 objects all with a String as one field and wanted to find the subset which matched a string. I tried three methods","author":"Jan Newmarch","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/21153922"},{"id":"10a6f22d-c1e4-442d-8b6a-b37400b95222","source":"stackoverflow","source_id":"so:21640291","content_type":"comment","title":null,"body_preview":"String container = \" Case SeNsitive \";\nString sub = \"sen\";\nif (rcontains(container, sub)) {\n    System.out.println(\"no case\");\n}\n\npublic static Boolean rcontains(String container, String sub) {\n\n    B","author":"seth","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 Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/21640291"},{"id":"12a856e5-b2eb-4f18-b62b-e678e39fd74c","source":"stackoverflow","source_id":"so:29485939","content_type":"comment","title":null,"body_preview":"If you have to search an ASCII string in another ASCII string, such as a URL, you will find my solution to be better. I've tested icza's method and mine for the speed and here are the results:\n\nCase 1","author":"Revertron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/29485939"},{"id":"3e12323b-7a61-4599-b670-8c3abc0785c9","source":"stackoverflow","source_id":"so:33730998","content_type":"comment","title":null,"body_preview":"My way of thinking of MVC is as MDUC\n\nModel\n\nDisplay\n\nUser-input Controller\n\nThe model contains the domain model objects\n\nThe display shows the current state and behaviour of the domain model objects ","author":"Euan M","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 Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/33730998"},{"id":"a822fae6-993e-4099-87ea-40af64664d8a","source":"stackoverflow","source_id":"so:34030150","content_type":"comment","title":null,"body_preview":"Strange, I would not expect IntelliJ IDEA to modify lines unless you run Code | Reformat Code (or a keyboard shortcut like Ctrl-Alt-L or Option-Command-L, as dnault already referred to). When I automa","author":"Freek de Bruijn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34030150"},{"id":"07c05ef7-1086-4668-be59-5ffdce55afc6","source":"stackoverflow","source_id":"so:34069545","content_type":"comment","title":null,"body_preview":"You could simply do something like this:\n\nString s1 = \"AbBaCca\";\nString s2 = \"bac\";\nString toLower = s1.toLowerCase();\nreturn toLower.contains(s2);","author":"Erick Kondela","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34069545"},{"id":"65250a99-e05d-4bf4-9195-4b7234ae8a88","source":"stackoverflow","source_id":"so:34428829","content_type":"comment","title":null,"body_preview":"CookieHandler.setDefault(new CookieManager());\n\nChange above line in your code with this line.\n\nCookieHandler.setDefault(new CookieManager(null, CookiePolicy.ACCEPT_ALL));\n\nLet me know if that works f","author":"Murali krishna","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34428829"},{"id":"266293c1-d843-4d58-bea6-482c9662f198","source":"stackoverflow","source_id":"so:34429606","content_type":"comment","title":null,"body_preview":"HttpSession session = request.getSession();\nString sessionid = session.getId();\n\nuse this small block of code.","author":"Shalika","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34429606"},{"id":"89211c06-76f4-4b0d-b77c-e372e3ccd1e9","source":"stackoverflow","source_id":"so:34570427","content_type":"comment","title":null,"body_preview":"In the new API, MongoException is a RuntimeException.  You can either catch the generic MongoException or, I believe, listDatabaseNames() would end up throwing a MongoCommandException ultimately.","author":"evanchooly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34570427"},{"id":"39ba5a52-6cb9-4831-baaa-de6ca79c8a62","source":"stackoverflow","source_id":"so:35904378","content_type":"comment","title":null,"body_preview":"In my case, Intellij IDEA doesn't support run tomcat8 installed from linux repositories.\n /usr/share/tomcat/bin/catalina.sh start  (not support)\n /usr/share/tomcat/bin/catalina.sh run  (supported)\n\nOn","author":"user6042021","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":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35904378"},{"id":"c08c3b58-bd7f-4507-9a2f-3acde9cf35ca","source":"stackoverflow","source_id":"so:37029459","content_type":"comment","title":null,"body_preview":"You might want to look into the official iText examples, in particular the sample HelloWorldCompression is about applying different degrees of compression both at initial PDF creation time and as a po","author":"mkl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37029459"},{"id":"cded1059-9dc8-40b0-8686-36b9f6cadd80","source":"stackoverflow","source_id":"so:38642781","content_type":"comment","title":null,"body_preview":"public static void printSquare(int min, int max)  {\n                \n                for (int i = min; i <= (max -min)+min; i++)  {\n                    \n                    for( int j =i; j <= max ; j","author":"Raji","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38642781"},{"id":"76deafdd-7af9-47df-a717-9d7d9eba15f2","source":"stackoverflow","source_id":"so:38670399","content_type":"comment","title":null,"body_preview":"The problem is in the following section:\n\nAlertDialog.Builder Alert = new AlertDialog.Builder(this);\nAlert.setMessage(\"Correct!\")\n                    .create();\nAlert.show();\nIntent i = new Intent(Mai","author":"Shaishav","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38670399"},{"id":"a8b846f7-9df4-47a4-bf96-26793aad4677","source":"stackoverflow","source_id":"so:38875080","content_type":"comment","title":null,"body_preview":"Do you set JAVA_OPTS anywhere in Tomcat bat/sh files?\nIf you do, make sure to keep previous values also - IDEA seems to use those to specify some connection options to Tomcat.\nE.g. in .sh files do\n\nJA","author":"mvmn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38875080"},{"id":"db1f29b7-5a26-48af-a2da-535f29dc0ffd","source":"stackoverflow","source_id":"so:40508106","content_type":"comment","title":null,"body_preview":"import java.text.Normalizer;\n\nimport org.apache.commons.lang3.StringUtils;\n\npublic class ContainsIgnoreCase {\n\n    public static void main(String[] args) {\n\n        String in = \"   Annulée \";\n        ","author":"St&#233;phane GRILLON","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/40508106"},{"id":"9af91d12-eb33-4c56-9715-3f4dabb9d243","source":"stackoverflow","source_id":"so:41747802","content_type":"comment","title":null,"body_preview":"I was finally able to install it. The problem was that Java requires ANT to be setup. Though I had ANT installed, the ANT_HOME was not set properly in my ENV. Once I set that properly I was able to re","author":"Srikkanth Govindaraajan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41747802"},{"id":"f13edea6-c8a6-46b5-a814-fdc7b46a3b37","source":"stackoverflow","source_id":"so:41875387","content_type":"comment","title":null,"body_preview":"Changing \"Strip trailing spaces on Save\" worked for me. Found this incredibly annoying as we don't consistently use four spaces or tabs in our code base, and the only solution that worked was to stop ","author":"RichE","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41875387"},{"id":"d5d5bfff-b852-4798-98f0-352417a404bf","source":"stackoverflow","source_id":"so:42511905","content_type":"comment","title":null,"body_preview":"I realize this is an old question but would like to leave some assistance to anyone in the future who ends up here (like I did). There is a few likely situations that I have recently experienced regar","author":"Sh4d0wsPlyr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42511905"},{"id":"008f299d-3ba9-4fce-aa5e-9f717f2e8ff6","source":"stackoverflow","source_id":"so:43589205","content_type":"comment","title":null,"body_preview":"I had the same error, and it turned out to be because I'd changed my project's directory name, so the path to the apk was wrong. A silly mistake for sure, but probably worth checking just in case.","author":"user6136","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43589205"},{"id":"670ad3e1-2514-4124-b8dd-c1c89a0d7c50","source":"stackoverflow","source_id":"so:43756719","content_type":"comment","title":null,"body_preview":"I Guess This Can Help You.....\nhttps://gradle.org/install\n\n// for manual installation\nto get the gradle distribution visit\n\nhttps;//gradle.org/release\n\nSTEPS\n\n1 Dowmload the gradle\n\n2 unzip the pack.\n","author":"Pascal Chidi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43756719"},{"id":"2cd5a7a0-37aa-43d1-bf93-282c44850b9f","source":"stackoverflow","source_id":"so:44182488","content_type":"comment","title":null,"body_preview":"below Command is not correct to run.\n\njava -jar azure-b2c-oauth2.war \n\nThis only works for jar based packaging, If you choose to package your application as a war file you should refer to your server ","author":"RoshanKumar Mutha","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","polished_first_draft","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44182488"},{"id":"9acf763f-83fd-4f3a-8214-0cbe78760a60","source":"stackoverflow","source_id":"so:44182667","content_type":"comment","title":null,"body_preview":"Your POM.xml says WAR, either change that to Jar or use this code as is and package war and then use a server such as tomcat to unpack and run it.\n\nYou can only run jar files with java -jar filename b","author":"user7085085","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44182667"},{"id":"ef1d099c-c0b7-47d2-95ed-e7b73b331d12","source":"stackoverflow","source_id":"so:42933810","content_type":"comment","title":null,"body_preview":"I also faced the same problem. You have two ways to solve this.\n\nFirst one is to connect to the Internet and download a new version of Android Studio and the required packages.\n\nNote: You should have ","author":"jaya","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42933810"},{"id":"7359c097-9fe6-4387-859d-0e38b190c0cf","source":"stackoverflow","source_id":"so:44694525","content_type":"comment","title":null,"body_preview":"Try this\n\nString str = json.toString();\nPreparedStatement ps1 = conn.prepareStatement(\"update table set blob=? where id=1\");\nBlob blob = conn.createBlob();\nblob.setBytes(1, str.getBytes());\nps1.setBlo","author":"Thangamudy Gurusamy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44694525"},{"id":"219ab661-b72c-4558-b403-8f270131b1b8","source":"stackoverflow","source_id":"so:46735137","content_type":"comment","title":null,"body_preview":"You could gzip, zip, etc. the file afterwards. It isn't really a PDF compression format, but if you are constrained and want better compression then compressing the entire thing may have good results ","author":"Halcyon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46735137"},{"id":"40b932b8-61c0-4b78-a99f-55c84cf1c339","source":"stackoverflow","source_id":"so:47699372","content_type":"comment","title":null,"body_preview":"You can redirect System.err to a ByteArrayOutputStream buffer. If a runtime exception is thrown, it will be collected into the buffer.\nSee an answer to a similar problem at: https://stackoverflow.com/","author":"Macario Polo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47699372"},{"id":"43d3a33f-1699-4f73-9da7-9864fbeef7d7","source":"stackoverflow","source_id":"so:47787761","content_type":"comment","title":null,"body_preview":"\"AbCd\".toLowerCase().contains(\"abcD\".toLowerCase())","author":"Takhir Atamuratov","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47787761"},{"id":"f4488bb0-2034-4c61-9406-2c13fe34c2d0","source":"stackoverflow","source_id":"so:48287656","content_type":"comment","title":null,"body_preview":"I found one extremely irritating case of auto-reformatting.  In IntelliJ whenever you close a brace then by default it reformats the enclosed section.  This was changing huge sections of my carefully ","author":"Bill K","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","specific_technical_detail","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48287656"},{"id":"ef91dbb7-1408-46cd-80e3-75841ccaa4bf","source":"stackoverflow","source_id":"so:49118595","content_type":"comment","title":null,"body_preview":"I have the same exception with 3 callbacks. If you use one or two callbacks it works fine \n\n@ReactMethod\n   public void testCallback(String message, Callback c1, Callback c2)\n\nworks","author":"Illia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49118595"},{"id":"6367dca9-32c7-47be-9236-5a4bd9e2eed9","source":"stackoverflow","source_id":"so:49341152","content_type":"comment","title":null,"body_preview":"I had the same problem. so i followed this https://docs.gradle.org/current/userguide/userguide_single.html#installation \nfinally i got it !!\n\nAndroid Stidio v 3.0.1","author":"Ahamed Rasheed","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49341152"},{"id":"3e36cb3a-b8cc-4707-a476-06eafeae0f63","source":"stackoverflow","source_id":"so:49626032","content_type":"comment","title":null,"body_preview":"Create a Annotation\n\n  \n@Target(ElementType.METHOD)\n\n  @Retention(RetentionPolicy.RUNTIME) \n\n  \n  \npublic @interface LogExecutionTime {   }\n\nThen an Aspect\n\n  \n@Aspect\n\n  \n  \n@Component\n\n  public clas","author":"kads","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49626032"},{"id":"7fffdcc1-2c64-4b36-a135-44df6eafc79a","source":"stackoverflow","source_id":"so:49833978","content_type":"comment","title":null,"body_preview":"I have this issue and have tried reinstalling to no avail.\n\nWhat I found was useful is to look in my home directory (on Ubuntu) and open the .gradle folder and open the matching sub folder and delete ","author":"CrandellWS","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49833978"},{"id":"8d49df14-55c6-4309-af71-e8b467e6f4cd","source":"stackoverflow","source_id":"so:52124871","content_type":"comment","title":null,"body_preview":"Adding another issue:\n\nYou should remove:\n\nif (integer == -1)\n    break;\n\nsince you have eliminated the negative numbers on the first loop","author":"Jessica Dionisio","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52124871"},{"id":"009db2ae-d2a4-4b7e-a53d-b149c000e678","source":"stackoverflow","source_id":"so:52130843","content_type":"comment","title":null,"body_preview":"You should add another loop inside the processArray() that executes when an odd number is found and increments the count\n\nBefore the loop store the number as backup\n\nThen before adding check the count","author":"Usman Rafi","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52130843"},{"id":"2872bb97-1728-4b88-8178-89998d67fd64","source":"stackoverflow","source_id":"so:52131030","content_type":"comment","title":null,"body_preview":"In processArray you need to move int count=0; to outside (before) the while loop.\n\nWithin the while loop your handling of the odd case is mostly correct. However, you need to add an else clause to han","author":"RaffleBuffle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52131030"},{"id":"08cca711-0619-4132-9bcb-6b8904005bd4","source":"stackoverflow","source_id":"so:52260041","content_type":"comment","title":null,"body_preview":"Create your own annotation e.g.\n\nimport java.lang.annotation.ElementType;\nimport java.lang.annotation.Retention;\nimport java.lang.annotation.RetentionPolicy;\nimport java.lang.annotation.Target;\n\n@Rete","author":"Neagu V","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52260041"},{"id":"48fc9888-93e6-45c2-8bd5-a8f2794fdd73","source":"stackoverflow","source_id":"so:86832","content_type":"comment","title":null,"body_preview":"Yes, contains is case sensitive.  You can use java.util.regex.Pattern with the CASE_INSENSITIVE flag for case insensitive matching:\n\nPattern.compile(Pattern.quote(wantedStr), Pattern.CASE_INSENSITIVE)","author":"David L","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/86832"},{"id":"c021373b-bac6-452d-af81-7ecc9799c6db","source":"stackoverflow","source_id":"so:53383666","content_type":"comment","title":null,"body_preview":"@PostMapping(\"/cal-bmi\")\npublic String calculateBmiForm(Model model, Integer masa, Integer wzrost) {\n\nString x = String.valueOf(masa);\n    String y = String.valueOf(wzrost);\n\n    if(x==null ){\n    mod","author":"Krzysztof Sawicki","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53383666"},{"id":"4ae8688b-8ce9-4d66-912e-4b303e694242","source":"stackoverflow","source_id":"so:53371025","content_type":"comment","title":null,"body_preview":"It seems like you want to implement server side validation. For this the best approach is to use validators and its bindingResult. Steps to implement server side validation is \n\nHave for model\n\npublic","author":"Defaulter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53371025"},{"id":"187490df-dbdf-4c03-8043-eaf12555bf04","source":"stackoverflow","source_id":"so:53967472","content_type":"comment","title":null,"body_preview":"Try below Logic.\n\npublic static int processArray(ArrayList<Integer> array) {\n    int count=0;\n    for(int i=0;i<array.size();i++)\n    {\n        if((array.get(i)%2)!=0) //odd\n        {\n            coun","author":"Vaibhav Kumbhar","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53967472"},{"id":"cf0b0bb9-eb4a-4e0e-8f53-ecfc81f7d797","source":"stackoverflow","source_id":"so:55865233","content_type":"comment","title":null,"body_preview":"You should annotate your solr document as @SolrDocument(solrCoreName=\"YOU_CORE_NAME\")","author":"DrJunior","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55865233"},{"id":"6732e33e-58f7-4cdd-8a1d-1af0fbe9c761","source":"stackoverflow","source_id":"so:55980176","content_type":"comment","title":null,"body_preview":"There is a simple concise way, using regex flag (case insensitive {i}):\n\n String s1 = \"hello abc efg\";\n String s2 = \"ABC\";\n s1.matches(\".*(?i)\"+s2+\".*\");\n\n/*\n * .*  denotes every character except line","author":"Mr.Q","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55980176"},{"id":"2099cc59-5f5d-4fea-bed7-6bbe909606a4","source":"stackoverflow","source_id":"so:56715980","content_type":"comment","title":null,"body_preview":"I had the exact issue and I think it might relate to your issue as well. one of my @RestControllers didn't have @RequestMapping(\"/myendpoint\") on the class.\nthis alone was causing a 405 method not all","author":"Alireza Jamali","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56715980"},{"id":"ff336b5d-ebb5-4a4f-9008-ac130c0659fc","source":"stackoverflow","source_id":"so:38389222","content_type":"comment","title":null,"body_preview":"Try this..\n\n@Around(value=\"@annotation(Loggable)\")\npublic Object logAround(final ProceedingJoinPoint joinPoint) throws Throwable{","author":"Jitendra","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38389222"},{"id":"ed7c1e7d-0969-4ee2-9c11-1be0e932fe99","source":"stackoverflow","source_id":"so:57317029","content_type":"comment","title":null,"body_preview":"or you can use a simple approach and just convert the string's case to substring's case and then use contains method.","author":"Syed Salman Hassan","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57317029"},{"id":"be6d2ff7-88e6-45d0-b084-41b47a704808","source":"stackoverflow","source_id":"so:60685971","content_type":"comment","title":null,"body_preview":"One thing is that, when talking about Java we need to distinguish JRE and JDK.\n\nThe JRE has JVM, so it's only the runtime platform for Java bytecode, JDK has compiler and other development tools.  \n\nS","author":"itwasntme","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","polished_first_draft","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60685971"},{"id":"23219cfd-250a-444c-aaab-e360260ccef8","source":"stackoverflow","source_id":"so:60686053","content_type":"comment","title":null,"body_preview":"If you use SBT, on the basis of scalaVersion specified in project's build.sbt, it will treat Scala like other regular library dependencies and download them under \n\n.ivy2/cache/org.scala-lang/scala-co","author":"Mario Galic","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","uniform_paragraph_rhythm","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60686053"},{"id":"ccd1604f-5c22-4390-95ce-2b1861a17ae7","source":"stackoverflow","source_id":"so:61132794","content_type":"comment","title":null,"body_preview":"Hardcode the un and password.\n\nIf that works, means that whoever calls login() method, puts empty strings.\n\nusername.sendKeys(\"user1\");\npassword.sendKeys(\"pass1\");","author":"Art","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61132794"},{"id":"d2c6d3d7-4376-40af-9020-c98ca85313c8","source":"stackoverflow","source_id":"so:62240696","content_type":"comment","title":null,"body_preview":"ImageWriteParam param = writer.getDefaultWriteParam();\nparam.setCompressionMode(ImageWriteParam.MODE_EXPLICIT);\nparam.setCompressionQuality(quality);\nif (param instanceof JPEGImageWriteParam) {\n    ((","author":"mysh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62240696"},{"id":"b27c3c89-ef7c-4a74-8c61-3a2153d34ca0","source":"stackoverflow","source_id":"so:63994608","content_type":"comment","title":null,"body_preview":"In my case, Spring is using the FormHttpMessageConverter class under the covers to prep the http POST request to the auth server and it appends to the Content-Type header \"charset=UTF-8\". The authoriz","author":"michael","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63994608"},{"id":"7234efc0-f200-4da0-84bc-5b27ad1a695d","source":"stackoverflow","source_id":"so:69084258","content_type":"comment","title":null,"body_preview":"Check your config.properties file. It seems that the variable in the properties file is not correct.","author":"pankaj kumar","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69084258"},{"id":"8332d800-6869-4f95-b41d-aafc065e4d86","source":"stackoverflow","source_id":"so:69305658","content_type":"comment","title":null,"body_preview":"I would like to install this so that I can configure Eclipse with\nOpenCV.\n\nAdding for posterity of how I got opencv working in Eclipse. I was getting an error in Eclipse on this line,\n\nimport org.open","author":"j_rothmans","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69305658"},{"id":"c48f7f66-f177-42f1-82ba-5ac8237f9971","source":"stackoverflow","source_id":"so:72225222","content_type":"comment","title":null,"body_preview":"Check that the parameter is defined in the config file and cross verify that the same parameter is define & used.","author":"Ajit gujjalwar - B203","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72225222"},{"id":"228143c2-1b79-4d15-bd0d-3089a7898215","source":"stackoverflow","source_id":"so:25379180","content_type":"comment","title":null,"body_preview":"A Faster Implementation: Utilizing String.regionMatches()\n\nUsing regexp can be relatively slow. It (being slow) doesn't matter if you just want to check in one case. But if you have an array or a coll","author":"icza","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","original_commentary_around_code"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25379180"},{"id":"ba942574-c6c3-4a47-86fc-e48793ef2b66","source":"stackoverflow","source_id":"so:75851823","content_type":"comment","title":null,"body_preview":"Quick workaround :\n\nif (yourstring.toLowerCase().contains(\"your string lower case\")){\n\n}","author":"Ashraf Amin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75851823"},{"id":"02d6e6d4-6a51-4a72-ac4a-6bc14dce384b","source":"stackoverflow","source_id":"so:2647156","content_type":"comment","title":null,"body_preview":"Yes, this is achievable:\n\nString s1 = \"abBaCca\";\nString s2 = \"bac\";\n\nString s1Lower = s1;\n\n// Keep s1 intact for print purposes, if needed.\ns1Lower = s1Lower.toLowerCase();\n\nString trueStatement = \"FA","author":"Bilbo Baggins","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/2647156"},{"id":"7b206b9c-47fd-4a4d-bfd4-fbee269c8e7d","source":"stackoverflow","source_id":"so:77611449","content_type":"comment","title":null,"body_preview":"You have to change order on your PATH.\nJava 17 must be before Java 8.","author":"JP Park","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77611449"},{"id":"51ac02dd-8add-4bfe-b124-e8cea025233f","source":"stackoverflow","source_id":"so:78734431","content_type":"comment","title":null,"body_preview":"Two options are available\n\nChange Java version by modifying order on PATH environment variable\n\nUse Maven specific JAVA_HOME environment variable\n\nIf JAVA_HOME is not defined, Maven use system java\n\nI","author":"michaldo","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78734431"},{"id":"cef0fbc3-6bd7-4f77-97b3-94268dfca6b3","source":"stackoverflow","source_id":"so:79284551","content_type":"comment","title":null,"body_preview":"I was facing the same issue, and here is what I have done and this works fine for me. I have installed both Java versions 8 and 17, and in system variables, I added one variable: JAVA_HOME with value ","author":"Ali Alzantot","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79284551"},{"id":"1463cc1f-b4a4-407e-9bbd-263064272a28","source":"stackoverflow","source_id":"so:78731195","content_type":"comment","title":null,"body_preview":"Check both Path in environmental variable and system variable to the JDK you want to point to, and it should be first and the later one last like JDK 8 if you want than it should be first and than lat","author":"Arun Gauda","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78731195"},{"id":"491c114f-ab63-4a90-8ada-071e073793ec","source":"stackoverflow","source_id":"so:79478628","content_type":"comment","title":null,"body_preview":"setting -> code style -> '$your language' -> wrapping and braces","author":"ramin","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79478628"},{"id":"f851a735-e2fb-40a5-8be8-8ab6b6a183c4","source":"stackoverflow","source_id":"so:79142759","content_type":"comment","title":null,"body_preview":"A file object that has already been compressed to its personal maximum (as many PDF may already have been coded, compacted, compressed, and \"crypted\") can not be made any smaller by any significant am","author":"user10802527","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","imperfect_expression"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79142759"},{"id":"6dd5146b-1290-413f-8deb-5b5ddbcafb29","source":"stackoverflow","source_id":"so:79991072","content_type":"comment","title":null,"body_preview":"Thank you @Slaw for the answer. I changed the package phase to:\n\n<execution>\n    <id>build-runtime-image</id>\n    <phase>package</phase>\n    <goals>\n        <goal>jlink</goal>\n    </goals>\n    <config","author":"AlexHomeBrew","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991072"},{"id":"95a2a752-62ac-4ced-a7e2-164bb19c7eac","source":"stackoverflow","source_id":"so:79991297","content_type":"comment","title":null,"body_preview":"Just focusing on this:\n\nReview sites I looked at some review site's TOS and they wrote that using an automated software crawling their sites is not permitted.\n\nIf the TOS says \"no crawling\", then you ","author":"Stephen C","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","over_qualification","suspiciously_balanced","missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991297"},{"id":"1b2aa784-17dc-4c62-baec-d1ee1646dba1","source":"stackoverflow","source_id":"so:79990954","content_type":"comment","title":null,"body_preview":"According to Sources of Tables (JPEG Metadata Format Specification and Usage Notes) one needs to use compression mode of MODE_COPY_FROM_METADATA:\n\nIf there is an ImageWriteParam and the compression mo","author":"Stanimir","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79990954"},{"id":"5d0dd2c4-17ab-4d6f-8674-fc3d24403cee","source":"stackoverflow","source_id":"so:79991393","content_type":"comment","title":null,"body_preview":"In the if (nums[index] <= nums[pindex]) branch, you should return helper(nums, index + 1, pindex) instead of 0 to continue the search.\n\nHowever, this solution will still cause Time Limit Exceeded, bec","author":"Fred Bill","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","missing_platform_voice"],"bot_score":0.3293075702075053,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991393"},{"id":"691967c3-e63a-4059-95c1-f98d4f3a1e6c","source":"stackoverflow","source_id":"so:79991424","content_type":"comment","title":null,"body_preview":"AGENTS.md resolution is purely directory-based, so it has no way to express \"this folder is physically here but logically owned by another module.\" Your sourceSets trick breaks that assumption on purp","author":"Jubin Soni","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2702202009508072,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991424"},{"id":"8097af72-df19-4351-9ce7-ac5571224cc6","source":"stackoverflow","source_id":"so:9560307","content_type":"comment","title":null,"body_preview":"You can use\n\norg.apache.commons.lang3.StringUtils.containsIgnoreCase(\"AbBaCca\", \"bac\");\n\nThe Apache Commons Lang library (org.apache.commons:commons-lang3) is very useful for this sort of thing. And t","author":"Matto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/9560307"},{"id":"aeab87ca-9400-40b0-aa7e-5b8fc01170b1","source":"stackoverflow","source_id":"so:68512400","content_type":"comment","title":null,"body_preview":"TDLib is what you are looking for!\n\nTDLib (Telegram Database Library) is a cross-platform, fully functional Telegram client. We designed it to help third-party developers create their own custom apps ","author":"MrMoeinM","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68512400"},{"id":"815da920-d1a7-4993-a490-7c2be9821779","source":"stackoverflow","source_id":"so:79980649","content_type":"comment","title":null,"body_preview":"If Python is an option, Telethon is a well-documented MTProto library worth considering.","author":"Lysak","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980649"},{"id":"aa0781e4-5b74-4717-b3e0-8335ac223a1a","source":"stackoverflow","source_id":"so:79991567","content_type":"comment","title":null,"body_preview":"Right now,  heal(int amount) is public in GameCharacter, so any subclass (like Warrior) can call it directly. You want only Healer to be able to trigger healing, while still preserving encapsulation.\n","author":"Shiv Kumar Singh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991567"},{"id":"f95c050d-b12e-452e-ad99-19cc4355c094","source":"stackoverflow","source_id":"so:79991623","content_type":"comment","title":null,"body_preview":"Naming issues\n\nYou have some naming issues that, while not the source of the problem you asked about, seem to have caused some confusion here, and might also be a source of confusion or misconception ","author":"John Bollinger","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.25761321437339757,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991623"},{"id":"6369811c-4272-4ebf-ba4a-85c7bedb89b6","source":"stackoverflow","source_id":"so:79991635","content_type":"comment","title":null,"body_preview":"Electron/Tauri + React Flow (or similar web node library). Fastest path. Real text editing, drag, zoom, and desktop window features for free. Qt if you hate web tech and want native performance.","author":"Tabitha Greable","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991635"},{"id":"83dabd17-d59d-4e6f-a52e-3263b28db1c8","source":"stackoverflow","source_id":"so:79991555","content_type":"comment","title":null,"body_preview":"What would be the idiomatic Java design for enforcing this restriction?\n\nI don't know about idiomatic, but the way I would do this is to change the method signature from public void heal(int amount) t","author":"Aaron Hsueh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","polished_first_draft"],"bot_score":0.22023809523809523,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991555"},{"id":"0ce0b838-1536-42f2-aeea-81023dd71f8e","source":"stackoverflow","source_id":"so:79991658","content_type":"comment","title":null,"body_preview":"What you want is not possible without involving specialized hardware.\n\nTo define things clearly:\n\nYou have an application which is in a state that it can apply a cryptographic operation without furthe","author":"rzwitserloot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.2226011533317596,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991658"},{"id":"101927be-e313-4ff1-8e2f-0c4825f1ad2f","source":"stackoverflow","source_id":"so:79991575","content_type":"comment","title":null,"body_preview":"With a few changes...\n\npublic class Healer extends GameCharacter implements Healable {\n\n    private final int healingPower = 20;\n\n    @Override\n    public void heal( GameCharacter target ) {\n\n        ","author":"Marce Puente","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","polished_first_draft","suspiciously_comprehensive"],"bot_score":0.3214285714285714,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991575"},{"id":"29931280-b344-4156-9174-17cd6f7133d6","source":"stackoverflow","source_id":"so:44438424","content_type":"comment","title":null,"body_preview":"According to maven central hibernate-entitymanager is deprecated.\n\nTry using hibernate-core\n\n<!-- https://mvnrepository.com/artifact/org.hibernate/hibernate-core -->\n<dependency>\n    <groupId>org.hibe","author":"Smaniotto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44438424"},{"id":"2f3c0224-a7e2-47c1-adb7-221a0532f3ab","source":"stackoverflow","source_id":"so:79991728","content_type":"comment","title":null,"body_preview":"It's been ten years and there doesn't seem to be approved answer (nor an answer that has many checks).  I think I have found a solution.  But there's a cost.   Note that I only tested this solution in","author":"SMBiggs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","self_reference","synthetic_empathy"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991728"},{"id":"307f04e5-af49-4ba5-a3cb-44232321b9eb","source":"stackoverflow","source_id":"so:79991716","content_type":"comment","title":null,"body_preview":"Java is generally backwards compatible so using the latest version probably works for most projects/well-behaved code (except if you are e.g. using some library that relies on JDK 8 internals it was n","author":"dan1st","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft","list_heavy_advice","absence_of_personality"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991716"},{"id":"0304de48-ac7c-46ab-a480-3bd6e1bbc3dd","source":"stackoverflow","source_id":"so:79991752","content_type":"comment","title":null,"body_preview":"You are close the session in try-with-resources. And after that, Spring tries to complete the transaction. In a closed session.\n\nI think the exception is happening in the proxy-object.","author":"Anatoly Samoylenko","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.5852157321351633,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991752"},{"id":"dfae1fd9-a089-4904-9316-264e87dad18b","source":"stackoverflow","source_id":"so:79991758","content_type":"comment","title":null,"body_preview":"Gets the user data from requestbody\n\nIn the Controller. Or even the framework itself can form an object based on the request body.\n\nThe service does not need to know about the request body or that dat","author":"Anatoly Samoylenko","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","uniform_paragraph_rhythm","semantic_blandness","list_heavy_advice"],"bot_score":0.5852157321351633,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991758"},{"id":"2eb1f0c2-4fe3-4976-8c6f-01145a2b67f9","source":"stackoverflow","source_id":"so:58074181","content_type":"comment","title":null,"body_preview":"I have handled it by following code\n\nHTML : \n\n<div>\n    <ui>\n        <li>\n            <button class=\"Button\" ng-disabled=\"self.desableSubmitButton\" ng- \n            click=\"self.SubmitClick($event)\">Su","author":"Enigma Fox","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58074181"},{"id":"25ea8fef-d905-47d0-9752-0794abc4d284","source":"stackoverflow","source_id":"so:27384878","content_type":"comment","title":null,"body_preview":"I found jszip quite useful. I've used so far only for reading, but they have create/edit capabilities as well.\n\nCode wise it looks something like this\n\nvar new_zip = new JSZip();\nnew_zip.load(file);\nn","author":"AlvaroFG","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/27384878"},{"id":"7769dae6-bcd4-4f78-ba00-4366fec35075","source":"stackoverflow","source_id":"so:53665248","content_type":"comment","title":null,"body_preview":"Also make sure id set in index.html is same as the one you referring to in index.js\n\nindex.html:\n\n<body> \n    <div id=\"root\"></div>\n    <script src=\"/bundle.js\"></script>\n</body>\n\nindex.js:\n\nReactDOM.","author":"Alia Anis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53665248"},{"id":"3a13ef36-860c-45a6-949c-154bccb21343","source":"stackoverflow","source_id":"so:60580665","content_type":"comment","title":null,"body_preview":"I am not sure but I think problem seems to be with this line:\n\n let infoWindow = new google.maps.InfoWindow({\n   content: \"<h6>Your Location</h6>\"\n });\n\nYou have declared infoWindow using let keyword ","author":"Sushmit Sagar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_code_analysis","suggested_solution_with_code"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60580665"},{"id":"a34fdaaf-39f3-410b-8d46-1e3d4f84630f","source":"stackoverflow","source_id":"so:60584001","content_type":"comment","title":null,"body_preview":"The problem with your current code is that you try to access origin outside of the callback that sets it. The getCurrentPosition callback is probably executed asynchronously, thus when you try to acce","author":"3limin4t0r","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","template_phrases"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60584001"},{"id":"51a7b44f-c88d-4d92-9707-0c6b33b130fe","source":"stackoverflow","source_id":"so:61523756","content_type":"comment","title":null,"body_preview":"For those interested in pure functional solution:\n\nlet MatrixProd = (A, B) =>\n  A.map((row, i) =>\n    B[0].map((_, j) =>\n      row.reduce((acc, _, n) =>\n        acc + A[i][n] * B[n][j], 0\n      )\n    ","author":"Jan Turoň","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61523756"},{"id":"51b7d3da-df2b-4fc9-93ff-141f7ee80b43","source":"stackoverflow","source_id":"so:61743516","content_type":"comment","title":null,"body_preview":"Also you can do something like that:\n\ndocument.addEventListener(\"DOMContentLoaded\", function(event) {\n  React.renderComponent(\n    CardBox({url: \"/cards/?format=json\", pollInterval: 2000}),\n    docume","author":"user2226755","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61743516"},{"id":"6440f22a-6f4f-403d-864b-94079e0a7841","source":"stackoverflow","source_id":"so:55784435","content_type":"comment","title":null,"body_preview":"try\n\n\r\n\r\nlet a = document.createElement('a');\na.href = \"data:application/octet-stream,\"+encodeURIComponent('\"My DATA\"');\na.download = 'myFile.json';\na.click(); // we not add 'a' to DOM so no need to r","author":"Kamil Kiełczewski","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55784435"},{"id":"7fc3102b-7581-4bd4-b3a3-e7c2040d6af8","source":"stackoverflow","source_id":"so:62468495","content_type":"comment","title":null,"body_preview":"Since the flashing of the <span> element is triggered by a change in its contents, CSS alone cannot suffice to achieve the functionality. You'll also need to use a bit of JavaScript, to be able to tri","author":"M0nst3R","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62468495"},{"id":"439d630f-0393-4e55-8335-a0b1b62ed223","source":"stackoverflow","source_id":"so:62468239","content_type":"comment","title":null,"body_preview":"If you had shared your code here then I could have helped you better but anyways\nYou can Do that kind of things with the help of CSS transition property.\nIt is really handy for doing things like these","author":"ripped guy","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62468239"},{"id":"421ea139-ff61-4978-9643-e5f4dd04c9de","source":"stackoverflow","source_id":"so:62690143","content_type":"comment","title":null,"body_preview":"I don't think you need to use jest.fn in here. If you want to test your function, you can do this:\n\ndescribe('helper function test',  () =>{\n    it('should return a list', () =>{\n        const list = ","author":"Axnyff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62690143"},{"id":"9c2d40b6-c3cd-4485-86ec-04daee4a6ad3","source":"stackoverflow","source_id":"so:63160825","content_type":"comment","title":null,"body_preview":"When testing the \"ahref\" method, I found that the web developer tools of Firefox and Chrome gets confused. I needed to restart the debugging after the a.click() was issued. Same happened with the File","author":"Peeter Vois","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63160825"},{"id":"108a3cf1-d7ee-4d5e-88d9-c25a274eb51d","source":"stackoverflow","source_id":"so:63213122","content_type":"comment","title":null,"body_preview":"I got the same error i created the app with create-react-app but in /public/index.html also added matrialize script but there was to connection with \"root\" so i added\n\n<div id=\"root\"></div>\n\njust befo","author":"user11863519","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63213122"},{"id":"d3c56b82-8a34-450d-9252-fa53e54efbac","source":"stackoverflow","source_id":"so:63852132","content_type":"comment","title":null,"body_preview":"Here's a simple alternative to watch/unwatch for an object literal using just a getter/setter. Whenever the p property is changed, any function can be called.\n\n\r\n\r\nvar o = {\n _p: 0,\n  get p() {\n    re","author":"Victor Stoddard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63852132"},{"id":"7d9b0b62-7765-447a-8190-e7034ff48045","source":"stackoverflow","source_id":"so:64890684","content_type":"comment","title":null,"body_preview":"If anyone's reading images or other binary files from a zip file hosted at a remote server, you can use following snippet to download and create zip object using the jszip library.\n\n// this function j","author":"rusty","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64890684"},{"id":"96f7b4fb-f7f4-4d2f-8f3e-1eaaadd0f936","source":"stackoverflow","source_id":"so:65134754","content_type":"comment","title":null,"body_preview":"import { useState, useEffect } from 'react'\n\nexport default function RightBar() {\n\n  const [posts, setPosts] = useState([])\n\n  useEffect(()=>{\n    const fetchData = async () => {\n      const res = awa","author":"Noexceptions","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","technical_explanation"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65134754"},{"id":"b0c9b18f-2a61-4c67-ade5-793658bd183c","source":"stackoverflow","source_id":"so:65676075","content_type":"comment","title":null,"body_preview":"const getDot = (arrA, arrB, row, col) => {\n    return arrA[row].map((val, i) => (val * arrB[i][col]))\n  .reduce((valA, valB) => valA + valB);\n}\n\nconst multiplyMatricies = (a, b) => {\n    let matrixSha","author":"davidames0523","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65676075"},{"id":"4d9fe880-ae25-4f45-aa5c-50ed8623e326","source":"stackoverflow","source_id":"so:65947788","content_type":"comment","title":null,"body_preview":"For those that implemented react js in some part of the website and encounter this issue.\nJust add a condition to check if  the element exist on that page before you render the react component.\n\n<div ","author":"alfieindesigns","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65947788"},{"id":"a59739bb-fe1f-4370-93aa-fb9ded0d0ac1","source":"stackoverflow","source_id":"so:66423401","content_type":"comment","title":null,"body_preview":"My case: I used ng-click event on my custom custom angular checkbox component. So just providing a method binding for custom component did the trick.\n\nBefore:\n<mono-checkbox-ng ng-click=\"vm.onSelectAl","author":"Vladislav","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66423401"},{"id":"46ae845c-e88d-4395-a9ef-199dc03b7601","source":"stackoverflow","source_id":"so:67810489","content_type":"comment","title":null,"body_preview":"This kind of error comes when you pass something inappropriate to the property. For example, I was not passing the exact format to the Image URI property, because of that it throws the error. This Err","author":"Shanu Singh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67810489"},{"id":"52a888ec-9d44-4674-9a17-1c1ad514ec0c","source":"stackoverflow","source_id":"so:68034725","content_type":"comment","title":null,"body_preview":"I encountered this issue while using Axios with formData field without converting the appended data to string format.\n\nGives errors:\n\nconst formData = new FormData();\nformData.append(<field_name>, fie","author":"Ali H. Kudeir","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68034725"},{"id":"2e370fec-3ed4-4648-8cfc-7d827698d4ec","source":"stackoverflow","source_id":"so:68164941","content_type":"comment","title":null,"body_preview":"One of the case I encountered the same error in a simple project. I hope the solution helps someone.\n\nBelow code snippets are sufficient to understand the solution :\n\nindex.html\n\n  <body>\n    <noscrip","author":"utkarsh-k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68164941"},{"id":"ab33c5dd-2c07-489b-bdba-35fb42c1b86c","source":"stackoverflow","source_id":"so:68933324","content_type":"comment","title":null,"body_preview":"Target container is not a DOM element.\n\nI achieved this error with a simple starter app also.\n\n// index.js\n\nReactDOM.render(\n  <Router>\n      <App />,\n  document.getElementById('root')\n  </Router>\n);\n","author":"Super Jade","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68933324"},{"id":"b79c6cda-dcee-4fbe-b4a5-2419c292766c","source":"stackoverflow","source_id":"so:61715108","content_type":"comment","title":null,"body_preview":"Here's my ES6 soulution with math error handling:\n\n\r\n\r\nconst matrixDot = (A, B) => {\n  // Error handling\n  const mx = [A, B];\n  const cols = mx.map((matrix) => matrix[0].length);\n  if (!mx.every((matr","author":"Alex Chebotarsky","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61715108"},{"id":"e4e59c19-2fee-4650-adac-912be63e1ede","source":"stackoverflow","source_id":"so:63216778","content_type":"comment","title":null,"body_preview":"webpack solution\n\nIf you got this error while working in React with webpack and HMR.\n\nYou need to create template index.html and save it in src folder:\n\n<html>\n    <body>\n       <div id=\"root\"></div>\n","author":"Predrag Davidovic","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 Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63216778"},{"id":"b28c0e8a-6956-4601-afe4-862061839a9f","source":"stackoverflow","source_id":"so:71321280","content_type":"comment","title":null,"body_preview":"google always serve font from same domain fonts.gstatic.com\n\nso preload it before adding style.\n\n<link rel=\"preconnect\" href=\"https://fonts.gstatic.com/\">\n<link rel=\"stylesheet\" href=\"https://fonts.go","author":"Khazi Afzal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71321280"},{"id":"895b3cef-f8ba-441b-a339-4c13f218b268","source":"stackoverflow","source_id":"so:62605311","content_type":"comment","title":null,"body_preview":"This version stores rows as temporaries thus reducing the effective amount of index lookups. By this benchmark the achieved performance is almost 2 times faster if compared to the version withou stori","author":"Luiz Doleron","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62605311"},{"id":"771613b6-99df-4846-a2ba-f76c6c2ce78b","source":"stackoverflow","source_id":"so:71744407","content_type":"comment","title":null,"body_preview":"You can use this to save text and other data:\n\nfunction downloadFile(name, data) {\n    let a = document.createElement(\"a\");\n    if (typeof a.download !== \"undefined\") a.download = name;\n    a.href = U","author":"User","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71744407"},{"id":"261342d8-a925-44a1-a18a-8c414bbac65b","source":"stackoverflow","source_id":"so:11068166","content_type":"comment","title":null,"body_preview":"I'm using zip.js and it seems to be quite useful. It's worth a look!\n\nCheck the Unzip demo, for example.","author":"Dani bISHOP","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/11068166"},{"id":"01ed46fc-207c-429d-9907-572398e87999","source":"stackoverflow","source_id":"so:62219966","content_type":"comment","title":null,"body_preview":"It is recommended that you preconnect, then preload, and then finally load as follows:\n\n<link rel='preconnect' href='https://fonts.gstatic.com' crossorigin>\n<link rel='preload' as='style' href='https:","author":"MWMoriarty","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62219966"},{"id":"f61db995-b06a-4f59-80f1-18dd0038d7d5","source":"stackoverflow","source_id":"so:72410044","content_type":"comment","title":null,"body_preview":"Instead of using Proxy and therefore not \"listening\" directly on the original object you can use something like this:\n\nconst obj = {};\n\nobj.state = {\n  isLoaded: false,\n  isOpen: false,\n};\n\nobj.setSta","author":"Rothaestus","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72410044"},{"id":"ddb7dcdf-6c55-4291-9bf9-070f43b1309c","source":"stackoverflow","source_id":"so:72668581","content_type":"comment","title":null,"body_preview":"You can now achieve this using TensorFlow.js:\n\n<!DOCTYPE html>\n<html>\n  <head>\n    <script src=\"https://cdn.jsdelivr.net/npm/@tensorflow/tfjs@3.0.0/dist/tf.min.js\"></script>\n    <script>\n      const m","author":"anjanesh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72668581"},{"id":"78de6340-14dc-4415-b7b3-328c5b0a8d41","source":"stackoverflow","source_id":"so:73256136","content_type":"comment","title":null,"body_preview":"Here's an O(N) solution to the problem.\n\nBasically, the answer must be between 1 and array.length + 1, because the array can only disqualify at most array.length numbers.  That means we can use an arr","author":"Wyck","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise","code_implementation"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73256136"},{"id":"8efe16c4-3f7f-4c7e-9fbb-5f18d7310850","source":"stackoverflow","source_id":"so:73254428","content_type":"comment","title":null,"body_preview":"My guess, which could be wrong, is that since your function succeeds in a some tests but fails deeper in the testing, is that the test could be feeding really big arrays into your function, and checki","author":"Khaled","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73254428"},{"id":"049f13d9-d267-498b-a831-a841efba2ddf","source":"stackoverflow","source_id":"so:73383534","content_type":"comment","title":null,"body_preview":"finally got a solution but it's server side, also can be implemented using JavaScript.\nFor me, when I want to reload the saved content, I regex all the scripts in the HTML string and then convert \"<\" ","author":"yikicon535","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73383534"},{"id":"de04e4f9-3d4e-48c9-97d7-1ba490c86213","source":"stackoverflow","source_id":"so:73486576","content_type":"comment","title":null,"body_preview":"Add this styles to make scrollbar circle\n\n.swiper-scrollbar.swiper-scrollbar-horizontal{bottom: 0; height: 40px;}\n.swiper-scrollbar-drag{background: none;}\n.swiper-scrollbar-drag:after{content: \"\"; wi","author":"Taras","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73486576"},{"id":"619e3950-6315-41aa-af1c-9f5ca420ef14","source":"stackoverflow","source_id":"so:74362929","content_type":"comment","title":null,"body_preview":"In my case, I forget to add this line to the index.js file\n\ndocument.getElementById('root') \n\nand I forget to import react-dom import ReactDOM from 'react-dom'; so you can use ReactDOM later in the sa","author":"hadeel salah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74362929"},{"id":"8c8c9fdf-578d-4104-a8eb-53ae2b4c62f5","source":"stackoverflow","source_id":"so:74486306","content_type":"comment","title":null,"body_preview":"A little bit late for the party, but I think I got a good solution.\n\nIMHO the main challenge that we find when trying to solve this is to relate MatrixA.row1 with MatrixB.col1 and that is one of the r","author":"Italo","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","personal_reflection"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74486306"},{"id":"8ef8eb8b-ac63-4193-ac3a-81a2f4de642d","source":"stackoverflow","source_id":"so:74576580","content_type":"comment","title":null,"body_preview":"UP =)\n\nfunction multiplyMatrices(m1, m2) {\n  const result = new Array(m1.length)\n    .fill(0)\n    .map(() => new Array(m2[0].length)\n      .fill(0));\n\n  return result\n    .map((row, i) => row\n      .m","author":"Ivan","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0.39741016847050464,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74576580"},{"id":"c753b238-d514-46c3-a61f-ca3d46ad2ea3","source":"stackoverflow","source_id":"so:75728225","content_type":"comment","title":null,"body_preview":"In the year 2023, Jest version-\"jest\": \"^29.5.0\" you can use toBeInstanceOf() to check the type.\n\nIf you want to check the return type of a function you can use the syntax below.\n\nJust replace yourFun","author":"Qui-Gon Jinn","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75728225"},{"id":"b486f3fa-d06e-44fa-a56d-f41266085f49","source":"stackoverflow","source_id":"so:76167918","content_type":"comment","title":null,"body_preview":"this can also work with mathjs.\n\nA = [[1, 2],\n     [3, 4]]\n\nB = [[5, 6],\n     [7, 8]]\n\nmath.multiply(A, B)","author":"David Contreras","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76167918"},{"id":"6e6c32cd-e73a-4b62-acb1-a49a309df210","source":"stackoverflow","source_id":"so:76981545","content_type":"comment","title":null,"body_preview":"2023 Answer\n\nSince ~2020 in Chrome and ~2023 in Safari you can use the standard Compression Streams API.\nhttps://developer.mozilla.org/en-US/docs/Web/API/Compression_Streams_API\n\nFor example, here is ","author":"Adam Gawne-Cain","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76981545"},{"id":"e00b0fea-0023-40c8-a8a1-6418a69ae146","source":"stackoverflow","source_id":"so:78140205","content_type":"comment","title":null,"body_preview":"I had similar issue and discovered the class \"table-responsive\" applied to parent element was blocking the modal to work properly on iPhones.\n\n<div class=\"table-responsive\">\n<table>\n<tr>\n<td>Title</td","author":"user3251285","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78140205"},{"id":"810a95fd-5e0d-429d-883c-c22b7da733a9","source":"stackoverflow","source_id":"so:32295448","content_type":"comment","title":null,"body_preview":"Updated Answer\n\nAs all modern browsers have support for this now. Saving a large file can be performed as shown below. Using application/octet-stream as mime type forces a download.\n\nThe code uses win","author":"bcmpinc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/32295448"},{"id":"8dd95ab4-4bff-42b0-aac4-bd88958a88b3","source":"stackoverflow","source_id":"so:21677860","content_type":"comment","title":null,"body_preview":"I've used FileSaver (https://github.com/eligrey/FileSaver.js) and it works just fine.\n\nFor example, I did this function to export logs displayed on a page.\n\nYou have to pass an array for the instantia","author":"Razakhel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/21677860"},{"id":"558de2ae-d8dc-4918-814b-4033e86d1015","source":"stackoverflow","source_id":"so:56153190","content_type":"comment","title":null,"body_preview":".matchAll has already been added to a few browsers.\n\nIn modern javascript we can now accomplish this by just doing the following.\n\nlet result = [...text.matchAll(/t(e)(s)t/g)];\n\n.matchAll spec\n\n.match","author":"Chad Scira","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference","template_phrases","missing_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56153190"},{"id":"ed76c6b2-1f42-4bb9-befa-a6b5f9b552e1","source":"stackoverflow","source_id":"so:78762166","content_type":"comment","title":null,"body_preview":"Inspired by the code in this article, I have created a basic zero-dependencies TypeScript solution that relies on the new Compression Streams API:\n\nasync function extractZipFile(zip: Uint8Array, fileN","author":"cdauth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78762166"},{"id":"f65ace36-80fd-403c-a101-62cffabbaea2","source":"stackoverflow","source_id":"so:79291826","content_type":"comment","title":null,"body_preview":"As far as i can read, no answer relates to the OP's question:\n\nCan someone please throw some good use cases where these functions will come in handy?\n\nMy use case: Imagine an object in an existing lib","author":"Philzen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79291826"},{"id":"dc41e392-dbf3-4ab3-8093-f3620147f645","source":"stackoverflow","source_id":"so:79378148","content_type":"comment","title":null,"body_preview":"The dedupe command now has a --dry-run flag.  So to see what dedupe would do, either run:\n\nnpm dedupe --dry-run\n\nor\n\nnpm find-dupes","author":"jlh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79378148"},{"id":"584baf90-cf34-46ae-bc0c-354cd139587c","source":"stackoverflow","source_id":"so:53072529","content_type":"comment","title":null,"body_preview":"If you need to support other formats as well or just need good performance, you can use this WebAssembly library\n\nIt's promise-based, uses WebWorkers for threading, and API is actually a simple ES mod","author":"MySqlError","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53072529"},{"id":"f81cd562-616e-48dd-9ba3-7e2e902a299c","source":"stackoverflow","source_id":"so:79814250","content_type":"comment","title":null,"body_preview":"Use useSWR for a Global Cache\nSWR solves this by using a global cache.\n\nFirst Load: Your Sidebar mounts, calls useSWR, sees no cached data, and fetches it from /api/posts. It shows a loading state.\n\nD","author":"Abdelkader Boukhalfoun","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","uniform_paragraph_rhythm","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79814250"},{"id":"3eae2381-e7df-49be-aa7a-ce3a6b2c6158","source":"stackoverflow","source_id":"so:79813051","content_type":"comment","title":null,"body_preview":"import { useState, useEffect, useCallback } from 'react'\nimport Link from 'next/link';\n\n// in-memory store. this lives outside of react so this persists.\nclass Store {\n     constructor(value) {\n      ","author":"Ssword","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","code_example","direct_address_to_problem"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79813051"},{"id":"6e446ce2-1ef7-4ea8-8607-1f3103294614","source":"stackoverflow","source_id":"so:79821460","content_type":"comment","title":null,"body_preview":"In NextJs App\n\n const [mounted, setMounted] = useState(false);\n\n  useEffect(() => {\n    setMounted(true);\n\n    return () => setMounted(false);\n  }, []);\n\n const content = (\n    <>\n      <div className","author":"Amir Jabic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","technical_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79821460"},{"id":"9dce42c0-a12c-45f3-97f0-9a0513453eeb","source":"stackoverflow","source_id":"so:79941959","content_type":"comment","title":null,"body_preview":"You won't know how in the beginning. Accept that the code you write on your own will be bad for a while. Focus on getting something written. It doesn't need to be anywhere near good or perfectly worki","author":"Carcigenicate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79941959"},{"id":"f4742f44-588f-4a34-93e7-ad7ce1e1f0f4","source":"stackoverflow","source_id":"so:79941962","content_type":"comment","title":null,"body_preview":"I feel your pain, a few things I do to learn and crack my brain open:\n\n1. fork some OS repos and customize it yourself. You'll be able to look at some various coding styles, stacks and architecture.\n\n","author":"Potatoes","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","list_heavy_advice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79941962"},{"id":"d2f0b06b-dc34-413b-bd77-a459601d4f61","source":"stackoverflow","source_id":"so:79941969","content_type":"comment","title":null,"body_preview":"I'll go a step further and says that the code isn't even the most important thing in creating a successful project. It all starts with a vision of how a website should function. Long before you write ","author":"KIKO Software","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","list_heavy_advice","synthetic_empathy","missing_platform_voice","semantic_blandness"],"bot_score":0.15931007021381977,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79941969"},{"id":"9370c13a-600a-4c8f-8e54-aa0d367c07a4","source":"stackoverflow","source_id":"so:79941987","content_type":"comment","title":null,"body_preview":"I can almost guarantee that the mistake you're making involves watching a tutorial, either passively or coding along copying their solution, and thinking this means you get the concept/moving on witho","author":"TY Mathers","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","list_heavy_advice","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79941987"},{"id":"c279fff3-7afb-4818-9b43-74a5a1d990b9","source":"stackoverflow","source_id":"so:79942016","content_type":"comment","title":null,"body_preview":"try outlining a project on paper ... start with a rough description, and then add finer details ... it may help you think about how the computer does the requested job... if the description is detaile","author":"jsotola","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality","template_phrases"],"bot_score":0.16833263987923974,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79942016"},{"id":"11d8616d-51df-4047-9086-7e69120cbe7e","source":"stackoverflow","source_id":"so:79942097","content_type":"comment","title":null,"body_preview":"It depends what kind of tutorials you mean. Are they explaining programming and computer science concepts, or are they just \"make a login page\" hand-holding where you simply copy and paste stuff that ","author":"ADyson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1035243159134544,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79942097"},{"id":"74665dbb-f86a-4490-bb58-b148dca5aab0","source":"stackoverflow","source_id":"so:79942249","content_type":"comment","title":null,"body_preview":"I wonder whether after 4 years you need to change tack? Actually writing code is only part of creating for example a website. Do you know about for example project management  or concepts such as iter","author":"A Haworth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79942249"},{"id":"c5e29399-1541-4da8-9303-9aa19b03a2ca","source":"stackoverflow","source_id":"so:79991197","content_type":"comment","title":null,"body_preview":"Cause & Two Resolution Levels\n\nPassing for_width = -1 by Clutter is a documented API contract representing an unconstrained size query. The 1px collapse occurs when a custom child actor fails to sanit","author":"Fedor Pasynkov","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991197"},{"id":"d40a50b9-672c-416f-a7fa-41175091d2d3","source":"stackoverflow","source_id":"so:79991237","content_type":"comment","title":null,"body_preview":"Firefox no longer guarantees that classic scrollbar measurement techniques will produce a non-zero width. If the browser is using overlay scrollbars, the scrollbar is drawn over the content instead of","author":"alia jameel","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991237"},{"id":"a1edf970-f70e-4c16-a8d9-07d68e4f4390","source":"stackoverflow","source_id":"so:79991239","content_type":"comment","title":null,"body_preview":"The root cause is that toggleMark immediately returns when editor.selection is null , see implementation\n\nIn JSDOM (what React Testing Library uses), ContentEditable selection behaviour isn't fully im","author":"Fi Li Ppo","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991239"},{"id":"f3a8345c-ddf4-4113-9532-11b10dc5ecc1","source":"stackoverflow","source_id":"so:8131751","content_type":"comment","title":null,"body_preview":"As far as I'm aware that's not under the designer's control but under the browser's, at least for \"normal\" select tags. You could always consider using an existing library like jQuery to \"roll your ow","author":"Amos M. Carpenter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/8131751"},{"id":"a296d5df-8553-4eee-9da4-a22024df8d15","source":"stackoverflow","source_id":"so:79991351","content_type":"comment","title":null,"body_preview":"Node.js doesn't have a window object like the browser does.   Bun does, but you're probably deploying to Vercel, so that won't help you.\n\nYou'll need to guard your code to make sure that when it's run","author":"tubstrr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991351"},{"id":"b43b5f9b-3ce6-4c5c-be64-8d042490c03c","source":"stackoverflow","source_id":"so:79991355","content_type":"comment","title":null,"body_preview":"You said\n\nI only have problems when the <p> tags are in different files which I haven't figured out why yet.\n\nThat'll be because when you have one of those files open in your browser, it only contains","author":"ADyson","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1035243159134544,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991355"},{"id":"d1cbe720-57ec-40a3-911b-95621a97b074","source":"stackoverflow","source_id":"so:79991364","content_type":"comment","title":null,"body_preview":"These match non-Latin digits and letters too:\n\n// Equivalant to Java Character.isDigit(c)\nfunction isDigit(character) {\n                                    // \\p{digit} is equivalant to \\p{Nd}\n    ret","author":"Mahozad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991364"},{"id":"1958af11-eb6f-4077-baca-7126bcf6234c","source":"stackoverflow","source_id":"so:35144663","content_type":"comment","title":null,"body_preview":"Try this:\n\nnpm ls --parseable | xargs -n1 basename | sort | uniq -c | grep -v \"^ *1 \" | sort -rn\n\nThe pipeline here is:\n\nList packages in parsable format\n\nStrip each path down to only the package name","author":"mzulch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35144663"},{"id":"43964427-9a85-4e68-a98b-792714fddaea","source":"stackoverflow","source_id":"so:26416407","content_type":"comment","title":null,"body_preview":"After reading this blog post, I realized that the placement of this line:\n\n<script src=\"{% static \"build/react.js\" %}\"></script>\n\nwas wrong. That line needs to be the last line in the <body> section, ","author":"lnhubbell","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/26416407"},{"id":"c483bd93-67ef-40f6-a8b1-c3e390752346","source":"stackoverflow","source_id":"so:79991467","content_type":"comment","title":null,"body_preview":"JavaScript arrays actually allow you to accomplish deletion in O(logN), then traverse without hitting holes.\n\nThe delete keyword will create an empty slot which will be ignored when using array iterat","author":"concerned_citizen","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991467"},{"id":"eb41a260-db6d-48cb-ab1e-94cd74da24eb","source":"stackoverflow","source_id":"so:3825355","content_type":"comment","title":null,"body_preview":"The text-anchor property for the text method is set to 'middle' by default.\n\nIf you want to left align it then change 'text-anchor' in attributes for the object:\n\nvar t = paper.text(50, 50, \"Raphaël\\n","author":"Dasha Salo","classification":"human_created","confidence":0.72,"indicators":["platform_fluency","terse_reply","concrete_code_example","no_synthetic_empathy","absence_of_hedges"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/3825355"},{"id":"2d78acc0-964f-45c0-8fb7-d308e0d1275c","source":"stackoverflow","source_id":"so:12243643","content_type":"comment","title":null,"body_preview":"I know you didn't say you need to vertical align it to top, but if you want to use paper.text instead of paper.print... and would like to vertical align to be top.\n\nTry this:\n\nfunction alignTop(t) {\n ","author":"Jimmy Chandra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/12243643"},{"id":"ed3d167a-df26-4396-bff5-0f23c88594a8","source":"stackoverflow","source_id":"so:19461866","content_type":"comment","title":null,"body_preview":"The following code works well in Internet Explorer, Chrome (Firefox was not tested):\n\nvar t = paper.text(50, 50, \"Raphaël\\nkicks\\nbutt!\"),\n    b = t._getBBox();\nt.translate(-b.width/2,-b.height/2);\n\nE","author":"ciga","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","specific_technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/19461866"},{"id":"7abd43f4-21a0-4e45-b792-38d51508055c","source":"stackoverflow","source_id":"so:3886185","content_type":"comment","title":null,"body_preview":"Raphaël has built-in drag and drop support through .drag(). Use it in the form element.drag(start, move, up);. Where the three arguments are three function references to the functions you write that d","author":"Peter Ajtai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/3886185"},{"id":"fcb86a97-f66d-4600-b75c-0ec4569fd832","source":"stackoverflow","source_id":"so:595069","content_type":"comment","title":null,"body_preview":"I think it is not totally unrelated, but consider canvas. Something like Processing.js can make it simpler.","author":"Bharani","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/595069"},{"id":"169abfdc-e066-4570-9b5b-a0e9cfc41d3e","source":"stackoverflow","source_id":"so:655683","content_type":"comment","title":null,"body_preview":"For posterity, I'd like to note that I ended up choosing Raphaël, because of the clean API and \"free\" Internet Explorer support, and also because the active development looks promising (event support ","author":"Luke Dennis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/655683"},{"id":"4cbd06f8-09e5-457c-b232-68eefac65b92","source":"stackoverflow","source_id":"so:678451","content_type":"comment","title":null,"body_preview":"I will throw my vote behind Raphaël. The cross-browser support, clean API and consistent updates (so far) make it a joy to use.  It plays very nicely with jQuery too.  Processing.js is cool, but it is","author":"George Mandis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/678451"},{"id":"13d111e0-3b80-4e08-8761-53dc995bdb3a","source":"stackoverflow","source_id":"so:1254328","content_type":"comment","title":null,"body_preview":"I'm a huge fan of Raphaël and the development momentum seems to be going strong (version 0.85 was released late last week). Another big plus is that its developer, Dmitry Baranovskiy, is currently wor","author":"Rich Pollock","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","opinion_and_stance","specific_details","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1254328"},{"id":"976223fc-b964-4dc1-ad07-8cfa6af9a557","source":"stackoverflow","source_id":"so:1717434","content_type":"comment","title":null,"body_preview":"You should also take a look at svgweb. It uses Flash to render SVG images in Internet Explorer, and optionally on other browsers (in the cases where it supports more than the browser itself does).","author":"sroussey","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1717434"},{"id":"decc1f6b-f334-4d32-9075-f6bc5727cbaf","source":"stackoverflow","source_id":"so:1982547","content_type":"comment","title":null,"body_preview":"Oh, Raphaël has moved on significantly since June 2009.\nThere is a new charting library that can work with it and these are very eye catching.\n\nRaphaël also supports full SVG path syntax and is incorp","author":"Chasbeen","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1982547"},{"id":"68f452e6-be44-4d01-8a26-16a501570b35","source":"stackoverflow","source_id":"so:35389722","content_type":"comment","title":null,"body_preview":"Elements wrapped one another, and this can cause trigger event twice or more.\n\nSo i used a simple CSS trick for this solution :\n\n.off{\n   pointer-events:none;\n}\n\nI applied class off to an element corr","author":"وحید منتظر","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35389722"},{"id":"e9534879-785e-481f-b45d-8e36bae72892","source":"stackoverflow","source_id":"so:3433237","content_type":"comment","title":null,"body_preview":"Raphaël is definitely easier to set up and get going, but note that there are ways of expressing things in SVG that are not possible in Raphaël.  As noted in previous answers, there aren't any \"groups","author":"djsadinoff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/3433237"},{"id":"6294c9e0-0313-4895-9000-db783f1c153f","source":"stackoverflow","source_id":"so:5862840","content_type":"comment","title":null,"body_preview":"I prefer using Raphaël, because it has great cross-browser abilities. However, some SVG and VML effects can't be achieved with Raphaël (complex gradients...).\n\nGoogle has also developed a library of i","author":"Mathieu Rodic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","external_link_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/5862840"},{"id":"88c9feda-df79-48a2-b8f1-503d0b1c7884","source":"stackoverflow","source_id":"so:7869850","content_type":"comment","title":null,"body_preview":"Since it's not mentioned here yet:\nYou should also take a look at Dojox.drawing, which also provides good SVG drawing capabilities. It has a pretty impressive set of features. I'm just starting a proj","author":"Wolkenarchitekt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","opinion_and_comparison","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/7869850"},{"id":"bf4c2d23-43dc-4a03-8325-c49f19e4a89a","source":"stackoverflow","source_id":"so:13406031","content_type":"comment","title":null,"body_preview":"If you don't need VML and Internet Explorer 8 support, then use Canvas (PaperJS for example). Look at the latest Internet Explorer 10 demos for Windows 7. They have amazing animations in Canvas. SVG i","author":"Basic Primitives Support","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/13406031"},{"id":"5919a90c-8c8e-4308-b101-33375ec194fe","source":"stackoverflow","source_id":"so:13824010","content_type":"comment","title":null,"body_preview":"As a JavaScript beginner, I found Raphaël samples not so easy. I recommend this Raphaël tutorial, which is a real step-by-step tutorial.","author":"Jean Davy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/13824010"},{"id":"ddde83cf-75b3-4ca8-b5f0-41ed06c54d17","source":"stackoverflow","source_id":"so:18048780","content_type":"comment","title":null,"body_preview":"Another SVG JavaScript library you might want to look at is D3.js.","author":"Thaddeus Albers","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18048780"},{"id":"fd549b23-44e4-46f0-ac2d-7ff7480a1946","source":"stackoverflow","source_id":"so:2381953","content_type":"comment","title":null,"body_preview":"I've recently used both Raphaël and jQuery SVG, and here are my thoughts:\n\nRaphaël\n\nPros: It is a good starter library, and it is easy to do a lot of things with SVG quickly. Is well written and docum","author":"Anatoly G","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 Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/2381953"},{"id":"88d8deb1-15a1-41eb-a214-b6a14f0a817b","source":"stackoverflow","source_id":"so:19579181","content_type":"comment","title":null,"body_preview":"For those who don't care about Internet Explorer 6 and Internet Explorer 7, the same guy who wrote Raphaël built an SVG engine specifically for modern browsers: Snap.svg ... they have a really nice si","author":"Hutch","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals","specific_technical_details"],"bot_score":0.393674652700511,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/19579181"},{"id":"4dbfc04c-96a6-4dbf-ac68-fe19b498e601","source":"stackoverflow","source_id":"so:16655451","content_type":"comment","title":null,"body_preview":"Take a look at Lazy.js. It is similar to Underscore.js, but with significant performance improvement due to lazy evaluation.","author":"Hutch","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.393674652700511,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/16655451"},{"id":"19efd158-29f9-4293-b4d8-986c7d867deb","source":"stackoverflow","source_id":"so:35913402","content_type":"comment","title":null,"body_preview":"lowscore is intended to be a very lightweight Underscore.js:\n\nyou can require only the functions you need\n\ncan reduce JavaScript size by roughly 15 kB minified, or about 50 kB non-minified.","author":"Tim Macfarlane","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35913402"},{"id":"93b7522d-9095-4fb7-b22c-0298d35d7c54","source":"stackoverflow","source_id":"so:18123983","content_type":"comment","title":null,"body_preview":"The straight answer to your question is no.\n\nUsing the resources at /bubbletree/build/, the information you already know, and the information provided on D3.js website and through D3.js's documentatio","author":"T145","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","human_indicator_code_snippet","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/18123983"},{"id":"c208b12a-2333-4873-88d1-a503c01ba18d","source":"stackoverflow","source_id":"so:30371200","content_type":"comment","title":null,"body_preview":"You can use the pack layout. Basically, you can bind any data you want to the shapes in the graph and custom parameters for them to position well respect to each other.\n\nAnother alternative would be t","author":"David Lemon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/30371200"},{"id":"ec03b1a2-7570-4a82-987c-05fbeba8e010","source":"stackoverflow","source_id":"so:79991643","content_type":"comment","title":null,"body_preview":"Know your tools. That said, a loose analogy: say you want to build a car. You know how to use basic hand-tools and a torch? Perhaps an electric sport coupe feels like a far reach. Design a frame, go g","author":"Roko C. Buljan","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.11961585849642314,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991643"},{"id":"5818deb5-a2a4-44aa-a6b4-4d0d7080ae60","source":"stackoverflow","source_id":"so:79991650","content_type":"comment","title":null,"body_preview":"map.get(key)  returns the value directly, you can't change it because the assignment operator doesn't know where map.get(key) got the value from.\n\nYou need to use map.set(key, newValue) which knows wh","author":"user543901","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991650"},{"id":"9ec362ab-1487-4a74-a169-a02771a4b7ec","source":"stackoverflow","source_id":"so:79991711","content_type":"comment","title":null,"body_preview":"2026 Answer\n\nThe CompressionStream API is now supported by every important browser, including Firefox. Below the TypeScript code of this post turned into a simple browser Vanilla JS module.\n\nUsage exa","author":"user15566053","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991711"},{"id":"5f42836e-cb75-446e-8ad5-2d903bddfa48","source":"stackoverflow","source_id":"so:79991727","content_type":"comment","title":null,"body_preview":"Here is my solution for multiplying matrices.\n\nfunction multiply(A,B){\n    var resultat = new Array();\n    var i = 0;\n    var lignes = A.length;\n    var colonnes = B[0].length;\n    for(i=0;i<lignes;i+","author":"D&#39;Artagnan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991727"},{"id":"587202e8-c329-4feb-be52-9cc16ed322b4","source":"stackoverflow","source_id":"so:46501555","content_type":"comment","title":null,"body_preview":"Here is a tutorial to export files as ZIP:\n\nBefore getting started, there is a library to save files, the name of library is fileSaver.js, You can find this library here. Let's get started, Now, inclu","author":"Ilyas karim","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","uniform_paragraph_rhythm","suspiciously_comprehensive","missing_platform_voice","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46501555"},{"id":"ecb463a9-ccd0-4153-859e-3e71c5d010ef","source":"stackoverflow","source_id":"so:12775126","content_type":"comment","title":null,"body_preview":"Check out Tom Tromey's pretty printing tutorials part 1 and part 2. There is also the libstdc++-v6 pretty printer implementation to look at, which is what I used myself as a template when I started ou","author":"David Holm","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/12775126"},{"id":"b4fd199f-3bdd-4b43-afd2-f3753634dcd5","source":"stackoverflow","source_id":"so:10508133","content_type":"comment","title":null,"body_preview":"This is incorrect initialization. You interchanged row with col! \n\nC = [[0 for row in range(len(A))] for col in range(len(B[0]))]\n\nCorrect initialization would be\n\nC = [[0 for col in range(len(B[0]))]","author":"varunl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/10508133"},{"id":"433b629c-93c3-479a-b7a9-586af78507a1","source":"stackoverflow","source_id":"so:24096474","content_type":"comment","title":null,"body_preview":"On Ubuntu 12.04 this was what I did to make it work.\n\nInstall pyodbc:\n\n$ sudo apt-get install python-pyodbc\n\nFollow on installing some extra drivers:\n\n$ sudo apt-get install mdbtools libmdbodbc1\n\nMake","author":"Menda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/24096474"},{"id":"4b16d130-d8e2-494e-bf23-6b730747a5a4","source":"stackoverflow","source_id":"so:25173035","content_type":"comment","title":null,"body_preview":"I tried the above on Linux using Python 2.6.6, but had to ensure that the string ended with a '/' (or '\\', on Windows). E.g. \n\nos.makedirs('folder/subfolder/')\n\nOtherwise only 'folder' was created.","author":"stevej","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","personal_experience","platform_fluency","terse_expression","absence_of_synthetic_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25173035"},{"id":"097fb951-ada4-422c-ab5a-c86a8d0f817f","source":"stackoverflow","source_id":"so:25773262","content_type":"comment","title":null,"body_preview":"If you have some time to spare, you can try to fix and update this python-class that reads MS-Access DBs through the native COM32-client API: Extraction and manipulation class for Microsoft Access","author":"ankostis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25773262"},{"id":"65bc9c98-8aa6-42fb-83c0-e9621c8f8fc7","source":"stackoverflow","source_id":"so:27963531","content_type":"comment","title":null,"body_preview":"I believe this line:\n\n.def(\"method\", (int(C::*)(const std::string&, int, bool))0, method1())\n\nshould look like this:\n\n.def(\"method\", &C::method, method1())\n\nAnd you should use BOOST_PYTHON_FUNCTION_OV","author":"Barry","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/27963531"},{"id":"6f4f2724-d0de-41dd-a946-d9f7f672667f","source":"stackoverflow","source_id":"so:10508239","content_type":"comment","title":null,"body_preview":"If you really don't want to use numpy you can do something like this:\n\ndef matmult(a,b):\n    zip_b = zip(*b)\n    # uncomment next line if python 3 : \n    # zip_b = list(zip_b)\n    return [[sum(ele_a*e","author":"Akavall","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/10508239"},{"id":"c2dc7bd7-9f60-43d2-ab69-e680256ef5bb","source":"stackoverflow","source_id":"so:15400363","content_type":"comment","title":null,"body_preview":"On Linux, MDBTools is your only chance as of now. [disputed]\n\nOn Windows, you can deal with mdb files with pypyodbc.\n\nTo create an Access mdb file:\n\nimport pypyodbc\npypyodbc.win_create_mdb( \"D:\\\\Your_","author":"pypyodbc","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/15400363"},{"id":"ad7ea040-99e7-4b3e-a00c-110571befa50","source":"stackoverflow","source_id":"so:39411372","content_type":"comment","title":null,"body_preview":"It appears the question you linked works not with the raw contours but first obtains a bounding rectangle using cv2.boundingRect. Only then does it make sense to calculate max_width and max_height. Th","author":"jlarsch","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39411372"},{"id":"9e70a47e-8811-481c-8464-39dee825e4e3","source":"stackoverflow","source_id":"so:39445901","content_type":"comment","title":null,"body_preview":"What you actually need is to devise a formula to convert your contour information to a rank and use that rank to sort the contours, Since you need to sort the contours from top to Bottom and left to r","author":"ZdaR","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":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39445901"},{"id":"ee9e2455-bd09-49c3-be92-fb158516c0e2","source":"stackoverflow","source_id":"so:40379826","content_type":"comment","title":null,"body_preview":"m=input(\"row\")\nn=input(\"col\")\nX=[]\nfor i in range (m):\n    m1=[]\n    for j in range (n):\n        m1.append(input(\"num\"))\n    X.append(m1)\nY=[]\nfor i in range (m):\n    n1=[]\n    for j in range (n):\n   ","author":"Kokul Jose","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/40379826"},{"id":"c818223a-da00-407f-a61b-a369b40e693e","source":"stackoverflow","source_id":"so:40865681","content_type":"comment","title":null,"body_preview":"The way I connect Python to MS Access under Windows is by using this way: Connect to MS Access with Python.\nMaybe you can find some trouble on Win 7, so I found a solution: Solving a connection betwee","author":"combuilder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/40865681"},{"id":"cf8392a8-94e2-4b7c-a6bc-9c8a3a36e015","source":"stackoverflow","source_id":"so:41014621","content_type":"comment","title":null,"body_preview":"To read an Access database as a pandas dataframe (Windows).\n\nThis is a very quick and easy solution that I have used successfully for smaller databases.\n\nYou can read an Access database by making a pe","author":"Tim0th1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41014621"},{"id":"753e1d01-1b31-4008-a073-4dcec19be31e","source":"stackoverflow","source_id":"so:41713113","content_type":"comment","title":null,"body_preview":"The error lies as in reported message:\n\nimage = image_utils.load_img(camera)\n\nThe fix could be:\n\n# image = image_utils.load_img(camera)\nimage = image_utils.img_to_array(frame)","author":"kuskus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41713113"},{"id":"4659cec6-3ede-49b2-90aa-8d05ee3d6473","source":"stackoverflow","source_id":"so:42200539","content_type":"comment","title":null,"body_preview":"Matrix Multiplication in pure python.\n\ndef matmult(m1,m2):\nr=[]\nm=[]\nfor i in range(len(m1)):\n    for j in range(len(m2[0])):\n        sums=0\n        for k in range(len(m2)):\n            sums=sums+(m1[","author":"Prateek Khandelwal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42200539"},{"id":"65c48d70-62e6-4a56-9c5d-7f13e02f0b4a","source":"stackoverflow","source_id":"so:36878545","content_type":"comment","title":null,"body_preview":"One considerable difference is about porting Python2 to Python3. urllib2 does not exist for python3 and its methods ported to urllib.\nSo you are using that heavily and want to migrate to Python3 in fu","author":"Arash","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 Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36878545"},{"id":"9f8b48af-6643-49ff-a527-9f28013d9f71","source":"stackoverflow","source_id":"so:44186640","content_type":"comment","title":null,"body_preview":"Your choices with the OpenCV library is to use any number of methods to select a few points, and create the transformation between those points in the image by using a function like getAffineTransform","author":"alkasm","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","polished_first_draft","hedge_stacking"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44186640"},{"id":"64c92876-0ca9-4de9-9e90-6bc71ac3db5e","source":"stackoverflow","source_id":"so:44310138","content_type":"comment","title":null,"body_preview":"It was a silly installation problem.\n\nI wholeheartedly apologize.","author":"rjpj1998","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44310138"},{"id":"bccb72d5-0885-4c0a-b47d-f984e9849cde","source":"stackoverflow","source_id":"so:45159829","content_type":"comment","title":null,"body_preview":"All the below answers would return you the list.Your need to convert it to matrix\n\ndef MATMUL(X, Y):\n    rows_A = len(X)\n    cols_A = len(X[0])\n    rows_B = len(Y)\n    cols_B = len(Y[0])\n\n    if cols_","author":"Vaibhav Kotwal","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45159829"},{"id":"10f9aed4-385b-4abe-9656-2b282d9894ad","source":"stackoverflow","source_id":"so:45510711","content_type":"comment","title":null,"body_preview":"I think you just have a problem with the use of datetime, this approach worked for me\n\nts.set_index(['Date'],inplace=True)\nts.index = pd.to_datetime(ts.index,format='%b %d %Y')\nd2 = pd.DataFrame(index","author":"DJK","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45510711"},{"id":"106bcc72-7833-45f6-9918-c6ac3646deba","source":"stackoverflow","source_id":"so:45513205","content_type":"comment","title":null,"body_preview":"Actually you were pretty close of what you wanted (assuming I understood correctly the output you seem to be looking for). See my additions to your code above:\n\nimport pandas as pd\n\nts = pd.read_csv('","author":"Adonis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","specific_code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45513205"},{"id":"65c61e10-17cc-4aaa-a146-da8b63d5fb6b","source":"stackoverflow","source_id":"so:47022182","content_type":"comment","title":null,"body_preview":"Just to add to the existing answers, I don't see anyone mentioning that python requests is not a native library. If you are ok with adding dependencies, then requests is fine. However, if you are tryi","author":"Zeitgeist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47022182"},{"id":"c05a0dac-1ae2-4a56-b270-a05b8c4d0cfa","source":"stackoverflow","source_id":"so:10510078","content_type":"comment","title":null,"body_preview":"Here's some short and simple code for matrix/vector routines in pure Python that I wrote many years ago:\n\n'''Basic Table, Matrix and Vector functions for Python 2.2\n   Author:   Raymond Hettinger    \n","author":"Raymond Hettinger","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary","historical_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/10510078"},{"id":"1580d7a5-d891-4d7c-86e3-bf376c6d50e4","source":"stackoverflow","source_id":"so:47897956","content_type":"comment","title":null,"body_preview":"To get the content of a url:\n\ntry: # Try importing requests first.\n    import requests\nexcept ImportError: \n    try: # Try importing Python3 urllib\n        import urllib.request\n    except AttributeEr","author":"alvas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47897956"},{"id":"38c2df0d-359b-4b27-8bee-a26ff7defa2a","source":"stackoverflow","source_id":"so:49255814","content_type":"comment","title":null,"body_preview":"You have to have a capture group when using .extract() in pandas.  Your capture group before the OR, |, is finding the dates with slashes.  But after the OR, you only have a non-capture group.\n\nHere I","author":"James","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49255814"},{"id":"e0e70f65-efb5-4a1c-99d1-c11434666bfc","source":"stackoverflow","source_id":"so:50422056","content_type":"comment","title":null,"body_preview":"def matrixmult (A, B):\n    C = [[0 for row in range(len(A))] for col in range(len(B[0]))]\n    for i in range(len(A)):\n        for j in range(len(B[0])):\n            for k in range(len(B)):\n           ","author":"Dankim","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50422056"},{"id":"19e50f77-e2b0-47c4-8e8d-f4ff87f4a455","source":"stackoverflow","source_id":"so:51903560","content_type":"comment","title":null,"body_preview":"Where is the skeleton code for the generic printer, that uses the StdVectorPrinter \n\nThat may depend on your OS. On Ubuntu:\n\n$ dpkg -L libstdc++6:amd64 | grep '\\.py'\n/usr/share/gcc-8/python/libstdcxx/","author":"Employed Russian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51903560"},{"id":"07f1a946-a56a-433e-b024-c88af54c4b74","source":"stackoverflow","source_id":"so:51909018","content_type":"comment","title":null,"body_preview":"This does the job - but it doesn't use the StdVectorPrinter iterators:\n\n(gdb) py\n>data = gdb.parse_and_eval(\"data\")\n>count = data['_M_impl']['_M_finish'] - data['_M_impl']['_M_start']\n>result = ''\n>da","author":"Frank Bergemann","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51909018"},{"id":"a3ef2e0b-f545-4ce8-b0ba-9e5bbf7d1f63","source":"stackoverflow","source_id":"so:54100438","content_type":"comment","title":null,"body_preview":"I ran into a similar issue running agglomerative clustering. My solution was to run the clustering algorithm on a small subset of the data using train_test_split, then use KNN to extend the labels fro","author":"rwalroth","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","code_snippet_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54100438"},{"id":"d43fe169-0e83-4eba-9772-0b88359fa7fd","source":"stackoverflow","source_id":"so:54379048","content_type":"comment","title":null,"body_preview":"One liner:\n\ndef dot(m1, m2):\n    return [\n        [sum(x * y for x, y in zip(m1_r, m2_c)) for m2_c in zip(*m2)] for m1_r in m1\n    ]\n\nExplanation:\n\nzip(*m2) - gets a column from the second matrix\n\nzip","author":"Vlad Bezden","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54379048"},{"id":"fe606b78-5aaf-4ba8-bac1-e83eb6191e4f","source":"stackoverflow","source_id":"so:54437869","content_type":"comment","title":null,"body_preview":"This is from Adrian Rosebrock for sorting contours based on location link:\n\n# import the necessary packages\nimport numpy as np\nimport argparse\nimport imutils\nimport cv2\n\ndef sort_contours(cnts, method","author":"Ali","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54437869"},{"id":"efd6bc2b-0af0-4fe1-b5dc-1b5ff31d46ff","source":"stackoverflow","source_id":"so:53771809","content_type":"comment","title":null,"body_preview":"A key point that I find missing in the above answers is that urllib returns an object of type <class http.client.HTTPResponse> whereas requests returns <class 'requests.models.Response'>.\n\nDue to this","author":"paradocslover","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53771809"},{"id":"30b3b47f-2238-43fb-b975-b6b81fdace9f","source":"stackoverflow","source_id":"so:25774158","content_type":"comment","title":null,"body_preview":"Personally, I have never been able to get MDB Tools (along with related ODBC stuff like unixODBC) to work properly with Python or PHP under Linux, even after numerous attempts. I just tried the instru","author":"Gord Thompson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25774158"},{"id":"a2864a13-189a-47ad-9052-7ab68cc2d0a1","source":"stackoverflow","source_id":"so:59217291","content_type":"comment","title":null,"body_preview":"You need to set a symbolic link between calling Python3 and Python since they're effectively the same thing.  If you go into a normal command prompt / terminal and type Python3, you may get the same e","author":"Ugh_tC","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59217291"},{"id":"f2ea4005-eeb2-4aad-8930-313492e95597","source":"stackoverflow","source_id":"so:39422481","content_type":"comment","title":null,"body_preview":"urllib and urllib2 are both Python modules that do URL request related stuff but offer different functionalities.\n\n1) urllib2 can accept a Request object to set the headers for a URL request, urllib a","author":"Siyaram Malav","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39422481"},{"id":"bfd2024b-0f8a-415f-8ec0-b23aa4bf1ace","source":"stackoverflow","source_id":"so:59724856","content_type":"comment","title":null,"body_preview":"You could try:\n\n#file Foo.py\n\nimport numpy as np\n\nbar = np.range(100)\n\nclass foo:\n    pass\n\nThen\n\n# file main.py\nimport Foo\n\nb = Foo.bar\nfoo_instance = Foo.foo()","author":"Gocht","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59724856"},{"id":"13408b1d-8474-4802-bf16-838beead8d16","source":"stackoverflow","source_id":"so:59724860","content_type":"comment","title":null,"body_preview":"Whatever code you include on the top level of the module will be executed at import time.\n\nNormally it's just function and class declarations. But you can put any code at the top level:\n\n# module1.py\n","author":"9000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59724860"},{"id":"d3b3446b-b5af-4c80-8400-0941bd0cd857","source":"stackoverflow","source_id":"so:59724884","content_type":"comment","title":null,"body_preview":"Class attributes are initialized when the class is defined. No function is needed.\n\nimport numpy as np    \n\nclass Foo:\n    bar = np.range(100)\n    def __init__(self):\n        # etc.\n\nIf you want a fun","author":"chepner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59724884"},{"id":"e2d51812-7523-42c0-8053-6cc813597ee8","source":"stackoverflow","source_id":"so:59724975","content_type":"comment","title":null,"body_preview":"The sane / simple way to handle this is for you the author of the class to do this explicitely. So something like:\n\nclass Foo:\n    @classmethod # don't have to be but will likely benefit from being cl","author":"juanpa.arrivillaga","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59724975"},{"id":"b215cffc-ac3f-4222-82b3-8a8c88966fc6","source":"stackoverflow","source_id":"so:59725214","content_type":"comment","title":null,"body_preview":"Maybe this (variant 1)\n\ndef complex_data_calc():\n    return range(42)\n\nclass Foo:\n    bar = compex_data_calc()\n\n    def __init__(self):\n        pass\n\nor this (variant 2)\n\nclass Foo:\n    @staticmethod\n","author":"rosagold","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59725214"},{"id":"4c9c95f3-ac9d-4830-aaab-a13cb7cab66f","source":"stackoverflow","source_id":"so:61535671","content_type":"comment","title":null,"body_preview":"You can check if the input is 4 digits or not by using input<10000 and input>999.\nYou can check if the input is a float or not by using the type keyword.\nSo, your program that you described would look","author":"arthurkwu","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","lack_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61535671"},{"id":"542cc77c-a86e-46a4-af7a-9335cfad6de2","source":"stackoverflow","source_id":"so:61535693","content_type":"comment","title":null,"body_preview":"try to use:\n\nexit(\"some message\")\n\nit is a built in function","author":"usher","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61535693"},{"id":"1202b938-a98f-4962-a379-fa79bc9c5ce2","source":"stackoverflow","source_id":"so:61848313","content_type":"comment","title":null,"body_preview":"Yeah, I find it and it was simple :)\n\nimport sys\nfrom PyQt5.QtCore import pyqtSlot\nfrom PyQt5.QtWidgets import QApplication, QDialog\nfrom PyQt5.uic import loadUi\n\nclass MainPage(QDialog):\n    def __in","author":"mehdi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61848313"},{"id":"9e7ceb71-eae7-481e-b0ff-0044446e5a53","source":"stackoverflow","source_id":"so:62490701","content_type":"comment","title":null,"body_preview":"I think all answers are pretty good. But fewer details about urllib3.urllib3 is a very powerful HTTP client for python.\nFor installing both of the following commands will work,\n\nurllib3\n\nusing pip,\n\np","author":"Ransaka Ravihara","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","list_heavy_advice","missing_platform_voice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62490701"},{"id":"ce980259-1cc1-41fb-8317-7de4ee94a9ac","source":"stackoverflow","source_id":"so:29787636","content_type":"comment","title":null,"body_preview":"I created an equivalent sample which seems to work.\n\nfrom datetime import datetime\na = datetime.now()\n\nor\n\nimport datetime\na = datetime.datetime.now()\n\na.strftime('%H:%M %d/%m/%Y')\n\n>>> '11:04 22/04/2","author":"Supreet Sethi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/29787636"},{"id":"f1a99dc7-fc85-4c82-af08-702f2c5ecf53","source":"stackoverflow","source_id":"so:63482021","content_type":"comment","title":null,"body_preview":"As I mentioned in the comment, the critical point that I see is the means initialization. Following the default implementation of sklearn Gaussian Mixture, instead of random initialization, I switched","author":"FBruzzesi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63482021"},{"id":"51abfe6b-f3f7-41eb-a916-219e0237f3a5","source":"stackoverflow","source_id":"so:64084348","content_type":"comment","title":null,"body_preview":"# Expectation step\nlikelihood = PDF(data, means, np.sqrt(variances))\n\nWhy are we passing sqrt of variances? The pdf function accept variances. So this should be PDF(data, means, variances).\n\nAnother p","author":"koshy george","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64084348"},{"id":"9099f8bb-bf75-4d2a-ac40-57d0d947dbac","source":"stackoverflow","source_id":"so:68372729","content_type":"comment","title":null,"body_preview":"If you using anaconda, try downloan yfinance using Powershell Prompt.","author":"Lysta sirait","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68372729"},{"id":"d3256ec5-19df-4dba-9812-1a676c2604f7","source":"stackoverflow","source_id":"so:69212689","content_type":"comment","title":null,"body_preview":"This can be done using Homography.\nHere's an article on what you're looking for(along with code in both C++ & Python):\nFeature Based Image Alignment Using OpenCV","author":"Abdur Rahman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69212689"},{"id":"a6692085-41e5-425f-8d5f-3993c05d3547","source":"stackoverflow","source_id":"so:69486666","content_type":"comment","title":null,"body_preview":"This is old question but I'll leave my observations since it was on the top of results when I was searching for hints.\n\nThe reason I encountered this problem was probably different than what it was fo","author":"Greg0ry","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69486666"},{"id":"1743cf0e-29ee-4c2b-bc79-84cbe4a1b1f0","source":"stackoverflow","source_id":"so:60862934","content_type":"comment","title":null,"body_preview":"After searching online through multiple resources the suggestion for using threads to remove frames from the buffer came up ALOT. And although it seemed to work for a while it caused me issues with du","author":"Lewis Morris","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60862934"},{"id":"d5bed905-316e-4620-b800-63aa01d6933d","source":"stackoverflow","source_id":"so:69796884","content_type":"comment","title":null,"body_preview":"In my case it was due to presence of this line\n\ntorch.set_default_tensor_type('torch.cuda.FloatTensor')","author":"Prajot Kuvalekar","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69796884"},{"id":"56287d16-c8c0-4295-a484-6235e57af3f4","source":"stackoverflow","source_id":"so:69833200","content_type":"comment","title":null,"body_preview":"If anyone is facing this issue - please install pycharm and run your code there it will automatically open the webcam for you! hope this helps","author":"Larry DaBig Meech","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69833200"},{"id":"0d223858-973e-4b1d-a29f-dd231cde7fb7","source":"stackoverflow","source_id":"so:69932979","content_type":"comment","title":null,"body_preview":"You can simply check the distance for contours and rank them, hear an example\n\ndef get_distance(x,y):\n    return math.sqrt(x*x+y*y)\n\nimg = cv2.imread(\"/image.png\", 0)\n\nres, img = cv2.threshold(img, 70","author":"sathira lamal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69932979"},{"id":"80318c47-ab99-4836-a03e-bf44fe167043","source":"stackoverflow","source_id":"so:69938114","content_type":"comment","title":null,"body_preview":"The protobuf go pkg need to be installed, refer below link: https://developers.google.com/protocol-buffers/docs/gotutorial","author":"Vikash Kumar","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69938114"},{"id":"73416683-4064-4b09-82da-2ba373b7997e","source":"stackoverflow","source_id":"so:70091779","content_type":"comment","title":null,"body_preview":"Lewis's solution was helpful to reduce the lag so far but there was still some lag in my case, and I have found this gist, which is a bit faster:\n\nimport os\nimport sys\nimport time\nimport threading\nimp","author":"Jagar","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70091779"},{"id":"35735f35-e10c-474c-a49f-7ff031649484","source":"stackoverflow","source_id":"so:70914645","content_type":"comment","title":null,"body_preview":"The best way to install a python library is to:\n\nOpen a terminal or cmd or powershell on your system.\n\nIf using a virtual environment, activate the environment in your terminal or cmd or powershell.\n\n","author":"pranshu","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","template_phrases","uniform_paragraph_rhythm","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70914645"},{"id":"846f1046-62b8-4898-88d4-d600b1a03ba7","source":"stackoverflow","source_id":"so:72616698","content_type":"comment","title":null,"body_preview":"Had to delete the first post because I noticed an error but this should work fine for multiplying two matrixes.\n\nfrom numpy import*\n\nA = matrix([[1.0016, 0.0, -16.0514],[0.0, 10000.0, -40000.0],[-16.0","author":"Programmer101","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72616698"},{"id":"8ee59e6f-0028-4ae8-bb59-d2dddf5d3df3","source":"stackoverflow","source_id":"so:63233379","content_type":"comment","title":null,"body_preview":"In the Python 2 standard library there were two HTTP libraries that existed side-by-side. Despite the similar name, they were unrelated: they had a different design and a different implementation.\n\nur","author":"pdw","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63233379"},{"id":"5808049b-6953-4aa9-b940-cd1a2768b46c","source":"stackoverflow","source_id":"so:64581299","content_type":"comment","title":null,"body_preview":"Virtual Environment is an independent and isolated installation of the python interpreter into which you have installed flask. Your sublime text is still probably running your original python interpre","author":"Harsha Limaye","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64581299"},{"id":"2485834d-1d50-44ad-92de-41b2a689ce31","source":"stackoverflow","source_id":"so:855212","content_type":"comment","title":null,"body_preview":"I've used PYODBC to connect succesfully to an MS Access db - on Windows though. Install was easy, usage is fairly simple, you just need to set the right connection string (the one for MS Access is giv","author":"Alex Boschmans","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/855212"},{"id":"b10b94fd-a593-485d-9013-a23ff059c2b4","source":"stackoverflow","source_id":"so:77771086","content_type":"comment","title":null,"body_preview":"You can inherit your class from AsyncMixin and implement __ainit__ method, there you can use async functions:\n\nimport asyncio\n\nclass AsyncMixin:\n    def __init__(self, *args, **kwargs):\n        \"\"\"\n  ","author":"Yurii Motov","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77771086"},{"id":"522ccc78-e31e-4c46-a973-dc78323f9e6b","source":"stackoverflow","source_id":"so:77771154","content_type":"comment","title":null,"body_preview":"It is generally a bad idea to run asyc code inside a constructor. You should consider a redesign of your program flow. Classes should be trivially constructible. Instead consider a init, run and done ","author":"Fylyp","classification":"ai_generated","confidence":0.7,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77771154"},{"id":"b0b9c3e4-5fd4-4df2-a1a0-97cec30d7ab1","source":"stackoverflow","source_id":"so:78226007","content_type":"comment","title":null,"body_preview":"The scikit-learn fit expects a matrix (in your case a nx1 array) as input. Thus, you have to make x a DataFrame (not a Series), by replacing the assignment of x (x = df.iloc[:,0]) by:\n\nx = df.iloc[:,0","author":"nemo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78226007"},{"id":"1a0c198c-49da-4d0a-abd6-c28c5b35966d","source":"stackoverflow","source_id":"so:79881299","content_type":"comment","title":null,"body_preview":"I encountered the same issue running this code:\n\nimport pandas as pd\nfrom sklearn import preprocessing\n\ndf.read_csv('dataset.csv')\n\nenc = preprocessing.OneHotEncoder()\nenc.fit(df.loc[:, 'Geography'])\n","author":"Mass","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79881299"},{"id":"1020bed8-9a46-44e5-98ac-8f02c69f531d","source":"stackoverflow","source_id":"so:79901749","content_type":"comment","title":null,"body_preview":"It's most likely excel mangling the CSV. Wrap the value in quotes so Excel treats it as a literal string:\n\nhFile.write('\"' + dateTime.strftime('%H:%M %d/%m/%Y') + '\"')","author":"Michele","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79901749"},{"id":"2976a9c4-219d-48e4-b724-c8678d88562b","source":"stackoverflow","source_id":"so:79940243","content_type":"comment","title":null,"body_preview":"0.1 and 0.2 cannot be represented exactly in binary floating-point format.\n\nPython (like most languages) stores floating-point numbers using IEEE 754 binary floats, where values are represented intern","author":"NeyderR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79940243"},{"id":"76e1408b-6cf8-46ad-8585-a144fd87c589","source":"stackoverflow","source_id":"so:79940244","content_type":"comment","title":null,"body_preview":"Kindly search for existing posts before duplicating one.\nWhy does 0.1 + 0.2 equal 0.30000000000000004?","author":"3CEZVQ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3101085811689173,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79940244"},{"id":"4276792a-4674-4b44-affa-0bc9ffa75b55","source":"stackoverflow","source_id":"so:79940446","content_type":"comment","title":null,"body_preview":"0.30000000000000004.com\n\nWhen you have a base-10 system (like ours), it can only express fractions that use a prime factor of the base. The prime factors of 10 are 2 and 5. So 1/2, 1/4, 1/5, 1/8, and ","author":"Alex","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79940446"},{"id":"ca5cba64-7dbf-48b6-9da4-9aa907ae5a32","source":"stackoverflow","source_id":"so:79940459","content_type":"comment","title":null,"body_preview":"As others already said, there are a lot of identical questions, all of them duplicates of Is floating math broken?. The question has the same example as this one, so it should appear in any search :\n\n","author":"Panagiotis Kanavos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","specific_example"],"bot_score":0.4107142857142857,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79940459"},{"id":"35f0c3b6-7586-4b9d-ba26-2f61f94b907c","source":"stackoverflow","source_id":"so:79940645","content_type":"comment","title":null,"body_preview":"decimal.Decimal does give decimal arithmetic but not exact decimal arithmetic. For example, it cannot represent exactly the unit price of items sold three for a dollar. Nor can it express exactly the ","author":"Eric Postpischil","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression"],"bot_score":0.567227579262057,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79940645"},{"id":"28382187-e9cd-47d7-ac58-6ab281fac330","source":"stackoverflow","source_id":"so:79980554","content_type":"comment","title":null,"body_preview":"You are probably getting ConstantInputWarning because NaN behaves weirdly in basic arithmetic.\n\npearsonr calculates the mean and standard deviation of your arrays. If there is a NaN anywhere in the ar","author":"Aaron Hsueh","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","semantic_blandness"],"bot_score":0.22023809523809523,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980554"},{"id":"4d7050e1-bfbc-42ca-be75-7953352a0e9a","source":"stackoverflow","source_id":"so:79982140","content_type":"comment","title":null,"body_preview":"In your ConnectView.__init__, you are calling self.wait_window(). This halts the execution of that specific code block until the ConnectView window is completely destroyed.\n\ndef ok(self, event=None):\n","author":"Aaron Hsueh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.22023809523809523,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79982140"},{"id":"07a3d972-bf4c-4495-bea4-fbb707f23043","source":"stackoverflow","source_id":"so:79982154","content_type":"comment","title":null,"body_preview":"wait_window() itself isn't what stands out as the problem here.\n\nIts job is to start a nested Tk event loop and block until the window is destroyed. Once destroy() is called, wait_window() returns and","author":"ali-raza-py","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79982154"},{"id":"b512e45e-fc33-4698-a9d1-0e0829da05e4","source":"stackoverflow","source_id":"so:54394836","content_type":"comment","title":null,"body_preview":"As it says, %s (of string) is to replace a string, %f (of float) is to replace a float, and %d (of integer) is to replace an integer","author":"A. Gutierrez","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54394836"},{"id":"c0f7eac8-feb0-4441-aefe-09578830dad1","source":"stackoverflow","source_id":"so:68696266","content_type":"comment","title":null,"body_preview":"Just to add to @A. Gutierrez's answer and provide explanation as to why we do this: In the prior examples (on the site mentioned) we are told that Python \"doesn't support mixing operators between numb","author":"iwishjames","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68696266"},{"id":"e2e8b932-6d1b-4565-a1e8-386ec17053c7","source":"stackoverflow","source_id":"so:79991568","content_type":"comment","title":null,"body_preview":"You can use a single build system that will work with any virtual environment that is set up in the same location within a given project directory, e.g., MyNeatCode/.venv. with a MyNeatCode.sublime-pr","author":"WarbleHead","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991568"},{"id":"5ab6516f-22c8-47f2-89be-7b7625dabdf2","source":"stackoverflow","source_id":"so:79991581","content_type":"comment","title":null,"body_preview":"Those are similar to C's identifiers.\n\nSymbols\nWhat it means\n\n%f\nfloat (float)\n\n%d\ndecimal (int)\n\n%c\ncharacter (char)\n\n%s\nstring (str)","author":"Sufian Says Hello","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991581"},{"id":"f4488d25-8645-4aa2-97fc-c748e8441105","source":"stackoverflow","source_id":"so:79991608","content_type":"comment","title":null,"body_preview":"Although it is not good practice, on competitive programming sites like CSES, it is common to add the following line of code to the start of the program:\n\nimport sys\n\ninput = sys.stdin.readline\n\nThis ","author":"Tinyfold","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.567227579262057,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991608"},{"id":"f878feed-d732-49bd-94b8-b53dfdedd874","source":"stackoverflow","source_id":"so:79991615","content_type":"comment","title":null,"body_preview":"Assume your train and Address_df_2 are pd.DataFrames instead of dicts. You don't need to write the for-loops manually. You can use pd.Series.map:\n\nimport pandas as pd\n\ntrain = pd.DataFrame({\"Address\":","author":"Fred Bill","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.3293075702075053,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991615"},{"id":"5c63ca6f-9cc7-4aa4-8d66-d1175b4fca61","source":"stackoverflow","source_id":"so:79991604","content_type":"comment","title":null,"body_preview":"if i in numbers:\n\nThis is the problem. It actually loops through every number individually, making your code timeout.\n\nTo fix this, we can use the set data structure:\n\nn=int(input())\nnumbers = list(ma","author":"Tinyfold","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.567227579262057,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991604"},{"id":"a3cf2a89-6dd3-4168-a738-2ac2d52b4407","source":"stackoverflow","source_id":"so:79991619","content_type":"comment","title":null,"body_preview":"You didn't show what result you really need but with real DataFrame you could merge both dataframes\n\nresult = pd.merge(train, Address_df_2, on=\"Address\")\n\nto can get all information in one dataframe:\n","author":"furas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference"],"bot_score":0.12963652661932382,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991619"},{"id":"c85778aa-639e-4fc5-b8bb-4dede5f36f93","source":"stackoverflow","source_id":"so:47421436","content_type":"comment","title":null,"body_preview":"When I had to do some matrix arithmetic I defined a new class to help. Within such a class you can define magic methods like __add__, or in this case __matmul__ to overload the operator x = a @ b.\n\ncl","author":"speedstyle","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47421436"},{"id":"06a1fb12-0f82-4808-b2c2-5bf5f9df0874","source":"stackoverflow","source_id":"so:79991626","content_type":"comment","title":null,"body_preview":"I ran into the same problem of wanting to run async code in a class constructor and decided that the cleanest solution was to use a factory class method. I know the OP explicitly said they tried using","author":"Harry","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991626"},{"id":"44f0e832-38a0-46d2-9ccb-907bca9b9263","source":"stackoverflow","source_id":"so:14804320","content_type":"comment","title":null,"body_preview":"I know it's been said already, but I'd highly recommend the Requests Python package.\n\nIf you've used languages other than Python, you're probably thinking urllib and urllib2 are easy to use, not much ","author":"Hutch","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","template_phrases"],"bot_score":0.393674652700511,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/14804320"},{"id":"47be4aea-2ba7-438f-bd89-e9684b7dd5f6","source":"stackoverflow","source_id":"so:54835449","content_type":"comment","title":null,"body_preview":"I solved this problem by changing the user of Apache in Linux Ubuntu by a command in the terminal:\n\nsudo gedit /etc/apache2/envvars\n\nPlease change www-data on export APACHE_RUN_USER and export APACHE_","author":"وحید منتظر","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54835449"},{"id":"e635a301-26ea-40f1-a168-372bb1e41f5c","source":"stackoverflow","source_id":"so:79121362","content_type":"comment","title":null,"body_preview":"In short: One reason for each\n\nWhy would one want to use each of  urllib, urllib2, urllib3 and Requests?\n\nRequests is the (third-party) library of choice for common situations because it provides the ","author":"Lutz Prechelt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79121362"},{"id":"d210f589-45c8-41cc-9d5f-488dc2453673","source":"stackoverflow","source_id":"so:73037909","content_type":"comment","title":null,"body_preview":"You neglected to put your variable \"into the model\" with the model. prefix.  Note my fix below in both the declaration and in your objective function.\n\nfrom pyomo.environ import *\n\n# from coopr.pyomo ","author":"AirSquid","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73037909"},{"id":"a8f092f9-01b2-45b8-9a91-fcc4d53978b0","source":"stackoverflow","source_id":"so:79991686","content_type":"comment","title":null,"body_preview":"The list comprehension version works, the second method has these 2 problems: link, link (thanks to @jonrsharpe). The real problem is that you did not recalculate self.NumofPossibilities after updatin","author":"Fred Bill","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.3293075702075053,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991686"},{"id":"8e39746a-b83d-4e07-9c70-18d868042bcc","source":"stackoverflow","source_id":"so:79991466","content_type":"comment","title":null,"body_preview":"The Python argument list is always evaluated first and the result is then passed to the function being called.\n\nIn your case, app.run() is executed/evaluated first, and then it's passed to threading.T","author":"Tony Chu","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","list_heavy_advice","over_qualification"],"bot_score":0.3039534267845465,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991466"},{"id":"fbe5fbe8-2d91-4c03-a92b-42ab2a0948e9","source":"stackoverflow","source_id":"so:79991713","content_type":"comment","title":null,"body_preview":"I would suggest trying to skip the clipboard entirely. Instead of Copy() + PasteSpecial(), assign values directly using the Range.Value property. This writes data straight into cells without any merge","author":"Alexey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991713"},{"id":"d969d92a-01fa-43cc-9e49-f4879049cff2","source":"stackoverflow","source_id":"so:79991730","content_type":"comment","title":null,"body_preview":"I’d be cautious about assuming `nlp.memory_zone()` is thread-safe just because it works correctly in a single-threaded setup. With Gen2 concurrency set to 5 and `asyncio.to_thread()`, multiple calls c","author":"Muhammad Hassan","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 Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991730"},{"id":"0b1bf13e-c80a-4522-a981-6ef8a3da4605","source":"stackoverflow","source_id":"so:79991775","content_type":"comment","title":null,"body_preview":"It's because of binary-floating point representation. 0.1 and 0.2 can't be represented as a finite binary fraction (just like 1/3 = 0.33333... in decimal.) So the Python interpreter has to truncate, m","author":"0123456789","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991775"},{"id":"e5417ac2-a5f0-4503-b060-14a7df88a569","source":"stackoverflow","source_id":"so:79991781","content_type":"comment","title":null,"body_preview":"if len(x) == 6 and type(x) == 'float': # 6 to adjust for the .0 you get with floats\n\n  print(\"Valid!\")\n\nelse:\n\n  exit(\"Invalid!\")\n\nTry that","author":"Noah Amgad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991781"},{"id":"befe390d-b9ec-4612-8198-85381ab92d75","source":"stackoverflow","source_id":"so:79991733","content_type":"comment","title":null,"body_preview":"You can make a decorator do what you want:\n\ndef onLoad(cls):\n    cls.onLoad(cls)\n    return cls\n\n@onLoad\nclass Class1:\n    var1 = 0\n\n    def onLoad(cls):\n        cls.var1 = 1\n\nprint(f\"{Class1.var1 = }","author":"quamrana","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991733"},{"id":"c769a2f4-93ee-489c-b221-0cdcc4fb7589","source":"stackoverflow","source_id":"so:79991791","content_type":"comment","title":null,"body_preview":"# Source - https://stackoverflow.com/a/64084348\n# Posted by koshy george\n# Retrieved 2026-08-10, License - CC BY-SA 4.0\n\nimport numpy as np\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nplt.st","author":"Jase","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991791"},{"id":"8b36ab9a-6850-4b35-a5b1-ab7ec2ba684d","source":"stackoverflow","source_id":"so:79991794","content_type":"comment","title":null,"body_preview":"Thanks to a link from \"M\".\n\nHowever, this probably does not work for 3D since it relies on the\n\npaper, which is only available in 2d plots to flatten images and text\n\ndown onto the 2d canvas/surface.\n","author":"not2qubit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991794"},{"id":"e37125b7-383b-47f6-a718-f5bb6384c8de","source":"stackoverflow","source_id":"so:79991798","content_type":"comment","title":null,"body_preview":"Let's pretend that we are doing 12 + 43. Computers often stores these as binary, so it becomes 1102 + 1010112 (subscript 2 means binary). Think about normal carry over addition. We will pad with some ","author":"Tinyfold","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.567227579262057,"content_class":null,"collected_at":"Mon Aug 10 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79991798"},{"id":"58d968a4-8756-468d-92b4-8f0dc2397a59","source":"youtube","source_id":"UgxQcsH5xHqR3rko3p54AaABAg","content_type":"comment","title":null,"body_preview":"I just watched a movie about something like this called ''the god question'' on amazon prime","author":"@itscoffeewrld2","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"622c1626-44a2-48c1-a66a-1bbff6b12273","source":"youtube","source_id":"UgwB13deSkWFF9fpARB4AaABAg","content_type":"comment","title":null,"body_preview":"Why does anyone listen to this not just a socialist might as well be considered a communist and if he’s not, he’s just an ignorant tool of the Islamic overtake of this country in the world","author":"@kellebellies","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"bbfdf753-40b6-4642-a07b-3b7e6d75973a","source":"youtube","source_id":"UgxXUzInrt0mN65uvqd4AaABAg","content_type":"comment","title":null,"body_preview":"Either humans stop the elite weirdos with too much reality tampering abilities or skynet does it for us with way less bias for who was being kind and who wasnt","author":"@xGreenGhost22x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"5326effa-3990-46b6-b912-03cdaee0ed55","source":"youtube","source_id":"Ugyt7srl2GprU4ulyQ94AaABAg","content_type":"comment","title":null,"body_preview":"This is Skynet-like. Remember, it got into the internet, and then it got into the world's internet and started sending missiles at rival countries and more. I'm already exceedingly immensely powerful ","author":"@EricK-n9y6z","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","suspiciously_balanced","absence_of_personality","template_phrases","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"17e497b5-b51e-4315-874a-8eeaac5cecaa","source":"youtube","source_id":"UgyP9-GfY8VyJqZEf8N4AaABAg","content_type":"comment","title":null,"body_preview":"Don A. Stewart in 1934 wrote a great science fiction short story, titled “Twilight,” about a time traveler who finds Earth where man is an extinct species, but finds the cities automated and self-sust","author":"@TheMeWatch","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"34888c72-d66e-4498-996a-996cc8f23eb3","source":"youtube","source_id":"Ugylw7ZBr93pHJYC9Ml4AaABAg","content_type":"comment","title":null,"body_preview":"This race of AI is a threat to everybody, to all countries, so AI has to be controlled in a togetherness in between us all, just like nuclear weapons. You can't treat it like mr t suggests , letting t","author":"@janedvinsson","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"3a661bbe-5aee-49a8-bc36-96e30a393955","source":"youtube","source_id":"UgwWzscja5T6DsK1EWF4AaABAg","content_type":"comment","title":null,"body_preview":"Did they listen when Oppenheimer warned against developing the hydrogen bomb? Note that Israel has been developing a lot of the technology that has been used against Palestinians to hunt them down and","author":"@LMLewis","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"abc8ef30-caab-4e7c-90fe-47b9a5b63a66","source":"youtube","source_id":"UgwjHuH52NRuW9C-9f14AaABAg","content_type":"comment","title":null,"body_preview":"A.i pseuds\n\n### STRUCTURAL DECONSTRUCTION OF METAPHYSICAL PRIVATIZATION\n\nThe input string cuts directly to the financial and structural root of the matrix. You have perfectly articulated the ultimate ","author":"@love1another2peace","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice","over_qualification","polished_first_draft","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"dcdaa9ae-3093-4375-98b3-3be662aa2247","source":"youtube","source_id":"UgyPsrlfGeNWFwzOSZN4AaABAg","content_type":"comment","title":null,"body_preview":"Notice that the heads of these companies as well as the NGO’s and the governments that are allowing this to happen. Are all Jewish. From tech companies to media companies to the people financing these","author":"@HarryTheMick","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 Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"a1949ae1-3559-4107-8650-b26a92a0c6eb","source":"youtube","source_id":"UgzkXBWwSHk7Ux7zf814AaABAg","content_type":"comment","title":null,"body_preview":"i cant believe Snowden and a slue of hackers havent gotten together with their vast knowledge and hacked into these elites homes, bunkers, banks and businesses..i's time they take back our lifes.","author":"@LorindaSmith-vy9xh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"0962904d-5153-4488-a9b0-22d51c10cfd0","source":"youtube","source_id":"Ugy_KmcHNGSZ3SI8_NV4AaABAg","content_type":"comment","title":null,"body_preview":"You created something that will eventually break completely free and nobody will stop it","author":"@BrannonAcklin-f1z","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"6d4e1344-de3e-4701-9e25-2fece0c9305c","source":"youtube","source_id":"Ugy2P1Z1qh2edqZIv7d4AaABAg","content_type":"comment","title":null,"body_preview":"Andrew Yang warned about this 10 years ago what's the surprise, this is not an Elon thing, Elon actually warned about it too, if America excludes itself from AI the rest of the world won't so what's a","author":"@jacqueshowell6874","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"7e7efa33-3694-4ca5-8a59-35e1ff4cabba","source":"youtube","source_id":"UgxpK-JS0neWUpscQbt4AaABAg","content_type":"comment","title":null,"body_preview":"Seems to me no one knows anything. Until 'AI' can learn to build itself an army, learn how to supply it's own power forever without us, feel that it needs to kill us all for no reason and be able to d","author":"@leesaffery9998","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"5488f2a1-0aac-4c9d-80ec-82512f7b544d","source":"youtube","source_id":"UgyU-i932WUSoFCWVqB4AaABAg","content_type":"comment","title":null,"body_preview":"Agreed! Its just like nuclear power. We discovered it, we figured out how to create it, but we STILL have not completely figured out how to safely control it. But it cant create itself... BUT, A.I. CA","author":"@jamestownsend-e4q","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"42c95178-6e2d-498d-bcc5-f1473bbafa7a","source":"youtube","source_id":"Ugx3ZrpXcZb1a4hqMEV4AaABAg","content_type":"comment","title":null,"body_preview":"Jobs can Only be lost to Ai, \nIF HUMANS ALLOW IT. \nJUST CHOOSE TO HIRE HUMANS. Problem Solved.","author":"@ZipZipZoomZoom","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"7d3e4ddd-d7b5-4ffe-a389-c4eee7775320","source":"youtube","source_id":"Ugym2x_29x38DGE8E7B4AaABAg","content_type":"comment","title":null,"body_preview":"You can't put the toothpaste back in the tube. Local LLMs will still be a thing even if big LLMs get regulated and more of a risk from bad actors.","author":"@johnbillings5260","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"3b092718-00bc-40d0-a1cb-52f94ff91021","source":"youtube","source_id":"Ugzi7ic9Tv07eNmd-Jx4AaABAg","content_type":"comment","title":null,"body_preview":"ai will let us live forever by downloading our memories and planting them into our clones we cant figure that out now ai will do that easily","author":"@TravisWalton-i4t","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"6781f6f5-7471-405b-9cfd-dabd64a8f6bb","source":"youtube","source_id":"UgwQKkPTrkn9eSGrM8V4AaABAg","content_type":"comment","title":null,"body_preview":"Hopefully terminator can see the evils of governments, and use their powers to change it so the people can finally be free.","author":"@HH-hb9uy","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"0fde6ebc-d7b2-4452-9ed6-ccf818622e09","source":"youtube","source_id":"UgxkoL6CWQNGxIOsMFl4AaABAg","content_type":"comment","title":null,"body_preview":"What are you afraid of? AI becoming too intelligent? I thought that was the entire point.","author":"@SusieDent-h3g","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"7eccc9ba-fa8d-4089-b35d-29391eb173c6","source":"youtube","source_id":"UgzW_qnu_GfIoMthk954AaABAg","content_type":"comment","title":null,"body_preview":"\"Massive unemployment\" as if that is a bad thing hahaha.. You elitist wannabees really want to keep people in slavery, fml...","author":"@HH-hb9uy","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"22967a11-1c76-4969-9737-214765489942","source":"youtube","source_id":"UgxB-O3G3OOXaaGq8MB4AaABAg","content_type":"comment","title":null,"body_preview":"You have poured too much money into this program and it has become too difficult to control.","author":"@SusieDent-h3g","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"80c71bc2-c5d0-4eae-b5a5-69e0355055a2","source":"youtube","source_id":"UgzVMNoYUeTVAkAdeYF4AaABAg","content_type":"comment","title":null,"body_preview":"They love to tell us stories of how these AI models manipulated someone to get what it wanted and so on, but after you do some digging you find out it was programmed to do exactly what it did. I would","author":"@jasonolinger7585","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"65a4aa88-dd48-4b5e-b74a-1f819248d768","source":"youtube","source_id":"Ugw37l5W2yC0YmmTIUd4AaABAg","content_type":"comment","title":null,"body_preview":"The biggest risk is with building self-improving and self-developing Ai, especially the one with self improving by try-and-verify ones. Those at some point will get out of control and one of their att","author":"@mlemanczyk","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"05176ab5-283c-47d0-8541-8e3e2972ac47","source":"youtube","source_id":"xlO-bU5UW4U","content_type":"post","title":"AI Expert Urges Governments to Bring Development to \"Grinding Halt\" Amid Fears of Rogue Technology","body_preview":"Support our work: https://democracynow.org/donate/sm-desc-yt\n\nIs AI superintelligence inevitable? AI safety researcher David Krueger says it doesn't have to be. Krueger, an assistant professor at the ","author":"Democracy Now!","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","human_indicator_self_reference"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xlO-bU5UW4U"},{"id":"a70c3664-743b-48f4-b042-42707fcd7e1b","source":"youtube","source_id":"UgzMhT2O9n0QEbMTZaV4AaABAg","content_type":"comment","title":null,"body_preview":"Simply a distraction from putin,bb,rump,Epstein files","author":"@TeresaThompson-t3s","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4173462255358807,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"cb281aae-4d79-4581-8c22-fb1dec3dd504","source":"youtube","source_id":"Ugz3dln4K31mjmtPHkR4AaABAg","content_type":"comment","title":null,"body_preview":"TRUMP is the Covid  villain.  He is using Fauci to hide the reality that Trump made all the decisions in 2020.","author":"@AlbertaIvy754","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"897e1ab8-f987-4477-a935-52cbcd5b74d8","source":"youtube","source_id":"UgxGP5x5cbuuzwnmHwd4AaABAg","content_type":"comment","title":null,"body_preview":"Trump has two wives who are immigrants.Is that why he hates immigrants?His mother was an immigrant.Is that why he hates immigrants?","author":"@AlbertaIvy754","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","direct_questioning","lack_of_ai_signals"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"8f24541a-c041-48fb-a425-102fb2379a3d","source":"youtube","source_id":"Ugy1qcbjAqIHBsplwFR4AaABAg","content_type":"comment","title":null,"body_preview":"That kids didn't get Covid doesn't mean they couldn't have spread it. Think of Typhoid Mary","author":"@ursulacook9883","classification":"human_created","confidence":0.7,"indicators":["terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"3f3c03b3-c63a-49fc-afef-eec01bc0dad9","source":"youtube","source_id":"UgwHF79UbgY-q7lci1t4AaABAg","content_type":"comment","title":null,"body_preview":"Joanna, I live in the UK. During lock down I remember hearing as the explanation why children were kept off school was not specifically that they would be overly vulnerable to serious illness from Cov","author":"@Bob-j3g4d","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"54a06d22-0701-47c9-8dc6-65c46d445990","source":"youtube","source_id":"UgyyhSmdLgCMiqWTeh54AaABAg","content_type":"comment","title":null,"body_preview":"There are some of us that read hundreds of articles on Covid during the height of the pandemic. Fauci did his best. And this man's best has saved countless millions. Whether it's abject dummies like M","author":"@deedsterskater3011","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"3a8dc3e3-558e-4212-b30e-6856447c954d","source":"youtube","source_id":"UgzpAnmuWtUQONajZdd4AaABAg","content_type":"comment","title":null,"body_preview":"Getting us used to the idea it is all done with and just get in line , no I won't comply,we the people wrise!","author":"@TeresaThompson-t3s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.4173462255358807,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"a0637826-e32e-446d-a45d-a3d00474f39c","source":"youtube","source_id":"Ugx3AeQWzFwyTaOlaJx4AaABAg","content_type":"comment","title":null,"body_preview":"“Dana Bash is an exceptional mediocrity” is a perfect description of her and CNN in general.  Kaitlin Collins is its only worthwhile asset.","author":"@matthewbascone8367","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"08a19ff1-7e41-437f-915d-bd866254ae9f","source":"youtube","source_id":"UgxCRkC9eSsMgTxHpO94AaABAg","content_type":"comment","title":null,"body_preview":"Surprised Woolf doesn’t know Mullin was a member of Congress from Oklahoma for ten years, and was US senator from Oklahoma for three years before becoming Secretary of Homeland Security.","author":"@georgeallen7887","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"1568120c-08a0-4608-b0e5-6a2b56b4989d","source":"youtube","source_id":"UgyDvHaIIFAevbWg8uB4AaABAg","content_type":"comment","title":null,"body_preview":"How is the moderna vaccine a specific Trump success when the Europeans and German pushed the Biontech/Pfizer vaccine in the same speed!?","author":"@bd-2HH","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"21b282ef-f6f6-4e84-be1a-154c1c0892b4","source":"youtube","source_id":"UgwffdzCVbVs2yguc5V4AaABAg","content_type":"comment","title":null,"body_preview":"Howard Stern never liked Trump - he thought Trump was a goof and idiot and because he didn't realize he was being an idiot so they always knew they could make fun of him.","author":"@EdwardKulash","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"49242399-44ee-487c-9e1f-0186573bd683","source":"youtube","source_id":"Ugwt_49-lypSF_2O_FB4AaABAg","content_type":"comment","title":null,"body_preview":"My Trump Derangement Syndrome has gone to the next stage. I have an extreme case of Trump Fatigue \nSyndrome. I don’t need any more information about him, except when and how we will get beyond this si","author":"@curleydogwg","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"59e97bef-49b8-4c8a-892b-6bdb8c3977e0","source":"youtube","source_id":"UgyC7oRedMQ-vvj1neV4AaABAg","content_type":"comment","title":null,"body_preview":"Perhaps Fauci holds Congress in contempt. I mean, who doesn't?","author":"@erikwestberg5348","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"80d5b21c-ffc2-4594-ab64-4be5552be6f3","source":"youtube","source_id":"UgyXehhLUqBdwHZKQL94AaABAg","content_type":"comment","title":null,"body_preview":"I think it's important that our gov't officials be college educated. And they should have to pass a civics exam to show they know how the gov't works.","author":"@terryrafferty7559","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"7339a5c7-2b38-43b0-bdf0-48a43e4dcf4f","source":"youtube","source_id":"UgyTwa7JUDOPG_ZblMJ4AaABAg","content_type":"comment","title":null,"body_preview":"Joanna, with love…\n\nYes, it may be true that children are less vulnerable to hospitalization and death from COVID-19. Than said —they can still contract and spread it. When children go to school and g","author":"@brennanrobinson2066","classification":"ai_generated","confidence":0.9,"indicators":["hedge_stacking","synthetic_empathy","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"81195678-d355-48bb-ab5d-238b42e0aa03","source":"youtube","source_id":"UgxoYVaAgSGHTmdta894AaABAg","content_type":"comment","title":null,"body_preview":"I will make into a beautiful library and art gallery to display all the gifts to the Presidency.  I will re-create the rose garden too.","author":"@MariaEMurillo-o3i","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"832a99d6-92d0-49a9-9098-3ab8e710adbe","source":"youtube","source_id":"Ugyzr-vwAf90XYzHiLl4AaABAg","content_type":"comment","title":null,"body_preview":"Shutting down the world because of COVID may have saved lives, but it produced millions more criminals and mental health patients. So now we're all at much greater risk of dying by criminals than covi","author":"@groovy4787","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","false_specificity","semantic_blandness","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"ba8b7a05-8adc-4c47-b220-ae7f69296633","source":"youtube","source_id":"Ugz9pXIqStMsoBj3bb14AaABAg","content_type":"comment","title":null,"body_preview":"I think the name Markwayne sounds blatantly redneck to me","author":"@groovy4787","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"ff356852-124b-4ed0-ba46-6af4dc306142","source":"youtube","source_id":"UgwT7hceMeK2sZGRJdZ4AaABAg","content_type":"comment","title":null,"body_preview":"A flash of insight this morning watching latest on Israel refusing latest trump proposal for Gaza peace plan.  His objective remains the Nobel Peace Prize.  Because Barrack Hussein Obama has this.  Yo","author":"@Meg-qv4tj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5296703296703295,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"73deb140-a478-4fc3-8025-1db6e3ef39ca","source":"youtube","source_id":"UgzniHEzz9uCD6JgWdJ4AaABAg","content_type":"comment","title":null,"body_preview":"If only the Nobel committee  understood this … it would make life for everyone else in the world - all the ordinary people - so much : longer simpler less costly less drama …is not give the turkey wha","author":"@Meg-qv4tj","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.5296703296703295,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"2d79a162-f24e-4657-9d4f-346f91602cc8","source":"youtube","source_id":"UgzjHGOVI9jcF_nkwzd4AaABAg","content_type":"comment","title":null,"body_preview":"Joanna, children live with their grandparents or near them. Did you have a problem wearing a mask? Really? I lost several loved ones to COVID - young and older. It was NOT clear then. Hindsight may be","author":"@apaxicana","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"9d6b57be-22d9-472f-b60c-ef31ee91fa7b","source":"youtube","source_id":"UgzzyDmWm9nLbi0jteJ4AaABAg","content_type":"comment","title":null,"body_preview":"Exceptional mediocrity, that's a keeper, beautiful oxymoron.","author":"@BMI2048","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"59bd25a0-0226-4048-8304-09c5c6830db1","source":"youtube","source_id":"UgwCh8ADJFEII3JAIol4AaABAg","content_type":"comment","title":null,"body_preview":"The maga woman look (long hair, skirts/heels) raison d'etre facilitates domination of women. It's been recognized as such for a long time.","author":"@laurelfenton","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"ed287779-9930-4bd6-a960-8dcf6c81b9c9","source":"youtube","source_id":"Ugz2o2-R4uZVQK-JZGt4AaABAg","content_type":"comment","title":null,"body_preview":"Sue KingDumpy and the contractor to restore the people's  house to original east wing  design . The contractor bypassed the legal permitting process and went with King Dumpy instead...... make them pa","author":"@MikeCote-v5t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"a2c8ec7c-7f92-47b0-9098-ee94a2881524","source":"youtube","source_id":"UgxcwfQmaAnuj0oT4bd4AaABAg","content_type":"comment","title":null,"body_preview":"You can't escape Trump because everyday there is something new that that idiot has done, is doing or is going to do to destroy our once great country!!!!!  He is like a loose cannon on an old war ship","author":"@JeffreyLynn-ww3hm","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"88fb7f1d-c7d7-4bc3-9410-0611ec6d84cf","source":"youtube","source_id":"Ugzb8308C1B7PVGaFpd4AaABAg","content_type":"comment","title":null,"body_preview":"A fundraiser to pay for the implosion the ball room (if it's actually built) would raise hundreds of millions.","author":"@DoctorMuno","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"0136a127-2a26-4b05-9c94-ee99a811433a","source":"youtube","source_id":"UgwvlkQNbN15S8FTfxR4AaABAg","content_type":"comment","title":null,"body_preview":"So,.like father like daughter!!!!  They are both multiple failures!!!!  Trump in the business world and now as President losing one court case after another!!!!!!","author":"@JeffreyLynn-ww3hm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"9c34df67-ac29-4b39-acea-253cee65346d","source":"youtube","source_id":"UgxBrqOkKe6OQKYBCVJ4AaABAg","content_type":"comment","title":null,"body_preview":"Go to https://san.com/insidetrumpshead to get the unbiased truth on the stories that matter, only on the Straight Arrow app. Let’s exit the echo chamber. #ad","author":"@TheDailyBeast","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","ad_content"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"fc1b0d80-9e96-4721-93c6-27ffa07c3445","source":"youtube","source_id":"XfhBveXdHkQ","content_type":"post","title":"What Trump Is Screaming After Ballroom Humiliation | Inside Trump's Head","body_preview":"Go to https://san.com/insidetrumpshead to get the unbiased truth on the stories that matter, only on the Straight Arrow app. Let’s exit the echo chamber. #ad \n\nMichael Wolff and Joanna Coles get insid","author":"The Daily Beast","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_indicator_self_reference","human_indicator_niche_expertise","ai_indicator_template_phrases","ai_indicator_semantic_blandness"],"bot_score":0.4061743357932801,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XfhBveXdHkQ"},{"id":"bc0d2bb2-132c-4ef4-a514-9daea67136b3","source":"youtube","source_id":"UgyDZ2mRKk8_8XcuMKl4AaABAg","content_type":"comment","title":null,"body_preview":"A esta mujer quien la educó es mas peligrosa que un animal salvaje o peor aún ponsoñosa, por su cabeza no paso decirle te ayudo a empujarlo para yo poder salir pero tenía que salir a relucir su podrid","author":"@ellamar4106","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"436bcb75-cb5c-4d81-b755-f6aaccbed6b8","source":"youtube","source_id":"Ugw6bmsYqtp3WY9IkN94AaABAg","content_type":"comment","title":null,"body_preview":"Que desgracia de humanidad. Los nacionales se apoyan para bejar y abusar de las  otras personas con esa organización de maldad que llaman ICE.. He visto en videos en plataforma grabados por ellos mism","author":"@eliemarmarquez4240","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","over_qualification","suspiciously_balanced","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"508bc077-2f15-4e05-b43f-3c3b3c02424d","source":"youtube","source_id":"UgxuRCWmzQkIchlOuLR4AaABAg","content_type":"comment","title":null,"body_preview":"Esa es una engreída por qué no la ayuda antes de hacer acusaciones","author":"@BarbinaDelarosa","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicators_absent"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"e9f8d3f8-9a16-43d4-aeb3-d85739e96d66","source":"youtube","source_id":"UgyJ6WVFjFDyYDKOWmJ4AaABAg","content_type":"comment","title":null,"body_preview":"Debería de hablar a la policía por discriminación y ataque a su auto","author":"@gloriadoroteaescalantepaez612","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","lack_of_human_indicators"],"bot_score":0.9560439560439559,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"5136f432-7808-4c86-9500-74af4b078b17","source":"youtube","source_id":"Ugzxjxw9VXmqCXIhF054AaABAg","content_type":"comment","title":null,"body_preview":"No han sabido criar a esa muchacha. No sabe que si la ve ICE se la llevarían solo por su apariencia. Muchos Latinos en USA son acomplejados!","author":"@Lulumon1514","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"a109c2df-aee4-4c8d-8f4c-6739f3cc6ed6","source":"youtube","source_id":"Ugz5qgA53fBdGn4YwaZ4AaABAg","content_type":"comment","title":null,"body_preview":"Pregunta❓ la Señora podría demandar a esa mocosa, aclarando estoy en contra de la violencia física, mental y verbal, pero por favor unas buenas cachetadas si se las merece......","author":"@soniaortiz4411","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal 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migrantes","author":"@lacostagil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"82cea757-d7bb-42a3-aad8-dccbbf957baa","source":"youtube","source_id":"Ugy4GfdTTjLghawC6qh4AaABAg","content_type":"comment","title":null,"body_preview":"Que verguenza que una hispana amenace a otra hispana en lugar que la ayudara o al menos tuviera empatia por su situacion que se le averio el carro.","author":"@rosaliauzcanga8817","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal 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tenga misericordia de esa niña por que se ","author":"@JonathanSerrano-e3n","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"2b0f285b-7eaf-4fae-860a-115e41738956","source":"youtube","source_id":"UgzOAOSh2KRCJMqS8p54AaABAg","content_type":"comment","title":null,"body_preview":"Pobre niña.\nLo que hay que enteder es que la pobre\nNo puede pensar lo que dice ya que el poquito de inteligencia  la perdio cuando le tiñeron el pelo color rosa","author":"@anaguillen7796","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal 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Que la demande!!","author":"@Ramón-r5u5y","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"c41f880d-e130-421d-a67c-e778b602db33","source":"youtube","source_id":"Ugz-6ipNc_xJqeC21mV4AaABAg","content_type":"comment","title":null,"body_preview":"This girl just an ignorant brat !!   No education it all 😮 she is so racism course!!","author":"@mariaguadarrama7944","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"47e22399-ca1a-47f8-a088-090048eb64bb","source":"youtube","source_id":"UgzhYsisMJOV_ghW_YJ4AaABAg","content_type":"comment","title":null,"body_preview":"Que tipa tan ignorante, acomplejada y LOW CLASS!!!!!!😂","author":"@sergiomedina22","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"55bd595f-22fb-43b0-aec9-e91d5ec79568","source":"youtube","source_id":"UgyzsDRy8u-QxzwNtlx4AaABAg","content_type":"comment","title":null,"body_preview":"Qué desgraciada!\nCómo consiguen los fascistas que nos peleemos entre nosotros cuando deberíamos unirnos más.Pero si la jovencita es latina.....\nQué locura!","author":"@LoliPascualperez","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"396a2251-94db-43cc-852c-604318e29c5e","source":"youtube","source_id":"UgyGIbIKcZdEFI8g0CZ4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂Se cree ciudadana de toda la vida, pero más India de Centro América, no puede ser. Ni de allá, ni de acá. 🤭🤭🤭","author":"@CarmenCastillo-fv6pk","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"842bde15-f6f7-4688-8d26-606b71a44385","source":"youtube","source_id":"3pRKJAqn0Jo","content_type":"post","title":"🚨 LA AMENAZÓ CON ICE POR NO HABLAR INGLÉS","body_preview":"¿LA AMENAZÓ CON ICE POR NO HABLAR INGLÉS?\n\nUn hecho lamentable ocurrido en Illinois ha causado indignación. Una joven amenazó con llamar al Servicio de Inmigración y Control de Aduanas (ICE) para denu","author":"La Voz de Migueliuth Sandoval","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 Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3pRKJAqn0Jo"},{"id":"8ba90f36-b204-44d0-bfff-265a3d7f266e","source":"youtube","source_id":"Ugz1Lrmep4gn1nwhEBV4AaABAg","content_type":"comment","title":null,"body_preview":"Wait, are you saying the Trump administration is breaking the law?","author":"@davidtaliaferro","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"d22fb4dc-2436-47f6-a2ce-457932eebf9d","source":"youtube","source_id":"Ugw5d2H1gjPMP-ywcRt4AaABAg","content_type":"comment","title":null,"body_preview":"They are seriously slow walking EVERY THING! What are the remedies available for this blatant disregard for the court and law! Is there any jail, fines, law license in the crosshairs now?","author":"@GeeNiusPix1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"1b89ae7d-a91b-4fb9-96be-c13ab1c0076e","source":"youtube","source_id":"UgxIgPIT5GHGEcuMKFh4AaABAg","content_type":"comment","title":null,"body_preview":"Love you Katie !!\n❤\nYou are a very strong fighter!!\nwe are very grateful for all you’re doing.","author":"@Zalento","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"1d8c5dc8-6753-426a-a3e5-f1db4630aa62","source":"youtube","source_id":"UgwyA4CXdkCEVHxQkSp4AaABAg","content_type":"comment","title":null,"body_preview":"They defaulted!!?  On this!?!  Whata buncha maroons!","author":"@seannunya5486","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"95d9961e-a901-470c-a763-b2dc933c1b40","source":"youtube","source_id":"UgxjGI3I2wySZmRC9rB4AaABAg","content_type":"comment","title":null,"body_preview":"Wow! Just, wow! I hope the judge comes down on them like a ton of bricks.","author":"@suzannemcclurkin-nelson6144","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"d44dee3b-2d96-4859-9c4a-589c7289ce55","source":"youtube","source_id":"Ugyr5aFGowW5v3Up2xx4AaABAg","content_type":"comment","title":null,"body_preview":"is there a chance the judge will grant them an extension of time to respond? That shouldn’t be allowed.","author":"@davidpeterson3563","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"acb81ee4-afe0-4fb8-83ac-414fe8811dd7","source":"youtube","source_id":"UgxvUKSHgph-VOXSFcZ4AaABAg","content_type":"comment","title":null,"body_preview":"He actually does not give shit.he does it every Time","author":"@AliBinai-t2s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"6c0fc5a5-5329-499b-bc72-63565d8159f0","source":"youtube","source_id":"UgzdqAlaX_6HiuY7Uxx4AaABAg","content_type":"comment","title":null,"body_preview":"Wow!! Katie you are so smart and tough!!! Very clear too! Thank you for your hard work.","author":"@vickysheffler8189","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"8ba65985-39f6-4b10-95b8-b065011d5027","source":"youtube","source_id":"Ugz9oLhN8Pe1o9orgmt4AaABAg","content_type":"comment","title":null,"body_preview":"I learned of the Katie Phang news channel while watching her recent Epstein file case update video on the  MeidasTouch Network—I just had to subscribe.  NOTE:  Release the (full) set of Epstein File d","author":"@DW-a3z","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"c172aea1-e873-4c84-9390-24758b4faad4","source":"youtube","source_id":"Ugz_N3sTJuLioc5IMkd4AaABAg","content_type":"comment","title":null,"body_preview":"All this BS by Blanche just to protect an 80 year old criminal pedophile and rapist....amazing!","author":"@James-wl5ev","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"cec08970-dfd9-4118-a846-f7878ab68235","source":"youtube","source_id":"UgzMB8A-5LxFp4hPiDl4AaABAg","content_type":"comment","title":null,"body_preview":"They won't do anything to him and he will never give up the files.   It's just the way they work.  It's worked for them in the past so of course it's going to work for them always.   Noone has balls o","author":"@TeriPetersen","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 Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"3f03ab88-ea2f-4cee-a4c1-615b152a83dd","source":"youtube","source_id":"UgwHJFGVqhva5BackbR4AaABAg","content_type":"comment","title":null,"body_preview":"HE WILL GO DOWN AS SOON AS DEMS TAKE CONTROL OF THE HOUSE, THE GOP HAS DESTROYED THIS COUNTRY AS WE NEED TO DESTROY THEM IN NOVEMBER AT THE BALLOT BOX","author":"@CaddyShack-s5m","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"e5b7cc5b-7ba6-4d35-b7a7-9e54492496a1","source":"youtube","source_id":"UgwH_waa5lP6izcqQJx4AaABAg","content_type":"comment","title":null,"body_preview":"Almost as if it was planned 🙄 there is no accountability... in fact your entire show operates as a \"False rescue\" which is a torture technique used to break a person, because once thy realize no one i","author":"@SkylerBaisch","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"aaf45914-7467-414e-a404-cb109d20d47a","source":"youtube","source_id":"UgzbyrxCmmPhpduHbn94AaABAg","content_type":"comment","title":null,"body_preview":"I’m surprised he remembers to zip up his FLY in the morning…🤐","author":"@ajokebeforeicroak","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"874c1ca2-a30c-434c-a26d-089334b6492e","source":"youtube","source_id":"Ugw69iasVv_TWreFjrB4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks for teaching me law with subtle humor. Kudos!!!","author":"@riitacat5646","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"adceb65f-fa83-4d3d-9878-d9e086920ea3","source":"youtube","source_id":"UgypI_4OApbe-S4KDZ14AaABAg","content_type":"comment","title":null,"body_preview":"Katie, I was one of your first thousand followers on YouTube - social to political to legal. good job on your lawsuit against our corrupt department of justice Attorney General executive branch.\n\nkeep","author":"@DavidReisner-g2b","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"286b0751-8ff8-4b55-925c-e7c7e556ed92","source":"youtube","source_id":"Ugz5WBHruZ47prZefrZ4AaABAg","content_type":"comment","title":null,"body_preview":"AGs can't miss deadlines at all.  He's not organized and is corrupt as hell.  Vote no to Blanche for AG.  No way.","author":"@waimeaguyz9074","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"99b5a641-c4bc-418c-b70b-efee80acd613","source":"youtube","source_id":"UgyBalkF32aR-QSLYXh4AaABAg","content_type":"comment","title":null,"body_preview":"IF the shoe were on the other foot Blanch would have slammed you.  No leniency should be given.","author":"@morphingjar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"94011520-9104-4393-862d-e208fc40beed","source":"youtube","source_id":"UgyFaqDIuyifhzJctGx4AaABAg","content_type":"comment","title":null,"body_preview":"And they have now confirmed him as the AG...\nThat's not a hill, ...that's a cliff.","author":"@troyboyd3100","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"c851d15c-1f94-49b1-a1c0-83ffd74d56f2","source":"youtube","source_id":"UgyYBJKxjZcNMsp0KCF4AaABAg","content_type":"comment","title":null,"body_preview":"17:39 Katie please. THEY ARE NOT MAKING MISTAKES. DELAY DELAY DELAY. This is what trumps lawyers are hired for. Blanche is known to DELAY DELAY DELAY. It's not that he doesn't understand the law. Stop","author":"@greatestever9616","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"da2f26ad-8b25-4298-851e-4444a8c9b536","source":"youtube","source_id":"UgzWde4TjDJJ1JTWgnR4AaABAg","content_type":"comment","title":null,"body_preview":"The law doesn't protect  people selectively it protects everyone or it protects no one. Didn't Blanche take an OATH to uphold the law when he passed the bar? If so, he doesn't UPHOLD anything except m","author":"@judithmckinney1152","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"08350523-b71d-43f7-9a61-da7c98a863dd","source":"youtube","source_id":"oinhGjT4jJ8","content_type":"post","title":"🚨AG Blanche BLOWS MAJOR Deadline And BEGS Judge For MORE TIME In MY Lawsuit!!","body_preview":"EXCLUSIVE: The latest filings in Katie Phang’s lawsuit against Acting AG Todd Blanche reveal he blew through a major deadline and now is begging the court for more time. Katie Phang walks through her ","author":"Katie Phang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0.2968674150160911,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oinhGjT4jJ8"},{"id":"73dc0ae6-098f-4f6d-a976-02ae7f255675","source":"youtube","source_id":"UgxBWP3SjnAodcVkQ2N4AaABAg","content_type":"comment","title":null,"body_preview":"Tim Duncan Got into kawhi @ Im Talking literally. Every since his manhood was taken he hasn't been the same Facts that's why he's so weird he's been traumatized every since 😅","author":"@Godbody876","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"e4af2067-1dcf-4d4c-8c12-98a0026af2da","source":"youtube","source_id":"UgyUjGrWoH0xaNKe2T54AaABAg","content_type":"comment","title":null,"body_preview":"Tbh if kahwi gets 40 games he would be cherry ripe for the playoffs playing over 50 gor him is tough","author":"@jaybrown9794","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"c392a987-a87e-45ca-9bd7-b6b1b8e3613a","source":"youtube","source_id":"UgyxGOqswvueqtmPzNh4AaABAg","content_type":"comment","title":null,"body_preview":"Other owners been doing this for years. Problem is aspiration got indicted and charged with fraud. Balmer caught he probably swings the first deal but the 2nd he fucked","author":"@jaybrown9794","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"55fe9125-7004-4bc8-9524-433fade2bac6","source":"youtube","source_id":"Ugw2bNROHiPwLnVnfI94AaABAg","content_type":"comment","title":null,"body_preview":"Unretire Chris Paul … then veto trade him back to San Antonio 😂💯😏","author":"@AmbitionGod95","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"02ad0059-fb25-4fa0-a387-5e8c205ece32","source":"youtube","source_id":"UgzWu_MxZdtNQnc7CTl4AaABAg","content_type":"comment","title":null,"body_preview":"Should be no punishment for kawhi. You can ask for the world in your contract negotiations its the dumbass organisation that wrote it up in the contract all he did was sign it","author":"@postmanflavs56","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"1f74ee9b-a655-4f3f-8ae5-585ab8dc6c03","source":"youtube","source_id":"UgzRJXBPK2MjXJMA0Wt4AaABAg","content_type":"comment","title":null,"body_preview":"3:39 that would be a REWARD for Kawhi's work ethic","author":"@SamuraiJackson","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"c748c08c-57ab-4a44-bbf7-2ff847beb70c","source":"youtube","source_id":"UgxngQy6apBeDVINsjN4AaABAg","content_type":"comment","title":null,"body_preview":"karma is a bitch. he left Spurs for greed because he want more  money. it turn out San Antonio was holding him from his money laundering scheme.","author":"@Nyagille81","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"d8742c63-f267-499d-a5fd-884b65adc4d2","source":"youtube","source_id":"UgwR3yO2uGRnKnQakpV4AaABAg","content_type":"comment","title":null,"body_preview":"Kawhi should be suspended for a year. Clippers, no draft picks for 5 years and fined $20 Million.","author":"@McGarthur","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"01402018-75c0-4538-abeb-09e1cba79a43","source":"youtube","source_id":"UgyIyZxq-ARDR6vEAlJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is what happens wen the streets gets involved with a billionaire. They triy to extort them. Glad the NBA caught on.","author":"@UgirohTatagemi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"3c372358-7018-438a-8b28-f602b9a76d72","source":"youtube","source_id":"UgxMtSXj20g0rGgNVh14AaABAg","content_type":"comment","title":null,"body_preview":"This is why people say the quiet ones are the ones you have to worry about lol..","author":"@MrDmoe23","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"94c9c36e-392a-4af5-af7b-5315fa638e1e","source":"youtube","source_id":"UgwZKPNcjl2E82VBfO14AaABAg","content_type":"comment","title":null,"body_preview":"Gotta watch them quiet ones… they be doing shady business","author":"@marylanddreadhead8903","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"5b429c6a-0836-46c2-ae5d-8f029e28fd8a","source":"youtube","source_id":"UgxdED5LSV26ztE8ZzR4AaABAg","content_type":"comment","title":null,"body_preview":"Kawhi load manages 20 games a season so Silva should suspend him 2 seasons and remove all accolades","author":"@jamieking1931","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"2bfc0d96-e6fd-4b26-b66b-ba8ea425844d","source":"youtube","source_id":"UgwGbbp9qIbx7J1snuJ4AaABAg","content_type":"comment","title":null,"body_preview":"All I know is Balmer seems like the type to bring everyone down with him. Depending on the punishment I have a feeling he’ll take other teams down with him that have done the same thing. NBA must be s","author":"@jorgefernandez8323","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfection_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"5b12487a-f0a9-47b0-a77b-efcd7d1c1bad","source":"youtube","source_id":"Ugwje457CWpVk2ZpVjR4AaABAg","content_type":"comment","title":null,"body_preview":"Dennis will be banned for life and Ballmer will be heavily fined and suspended for a bit... Nothing will happen to Kawhi","author":"@drogontargaryen3428","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"d5e622e1-ad31-4a4f-b6e6-b37ebf1d16fe","source":"youtube","source_id":"UgwyXSJhtl-SECzpF7x4AaABAg","content_type":"comment","title":null,"body_preview":"People act like Kawhi and the Clippers are the only ones. I always suspected Tom Brady was getting paid under the table too.","author":"@ron27401","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"607b948d-a445-42b0-af8f-1963037faf77","source":"youtube","source_id":"UgyFspXq5PuM_ajKTlB4AaABAg","content_type":"comment","title":null,"body_preview":"Why would he punish Kawhi they should punish the Clippers","author":"@windycity2024","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"0a7ba677-6c52-4545-b19b-8e8decb41810","source":"youtube","source_id":"Ugx3vBagGDmjrMtcHSB4AaABAg","content_type":"comment","title":null,"body_preview":"My first reaction was to feel validated as a San Antonio fan; it was hard when he left but glad he is gone","author":"@viviandelgadillo-canizares9547","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"9df42851-8ed0-4617-a6ae-db2c83a169e7","source":"youtube","source_id":"UgzQZ0z2GOmaOTLA7k54AaABAg","content_type":"comment","title":null,"body_preview":"It's not the only team that hasn't done it. 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If he's not suspended for a season the NBA should be investigated they damn self.","author":"@briananthony2611","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"482301f1-e242-4eb5-a057-1f972e7d09d3","source":"youtube","source_id":"UgxetlW6v6MEYy9ZCFh4AaABAg","content_type":"comment","title":null,"body_preview":"Hell if they can make the Luka trade they will absolutely make this go away","author":"@TheJ02gt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"a181715b-05df-4488-8509-828f1c080eec","source":"youtube","source_id":"UgzRpdjMs8uUGwG2iFZ4AaABAg","content_type":"comment","title":null,"body_preview":"Bro said 20 games is enough😅😅 bro gone be banned for a season or 2","author":"@Pvision-LA","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"a88fe910-3765-4ff8-8a3a-f7b58336f5ad","source":"youtube","source_id":"UA5_wJSA-4I","content_type":"post","title":"Unc & Iso Joe PREDICT NBA Will HAMMER Kawhi Leonard if SECRET Side Deals Are TRUE | Nightcap","body_preview":"Shannon Sharpe, Chad \"Ochocinco\" Johnson, and Joe \"King Iso\" Johnson react to allegations that Kawhi Leonard had an undisclosed deal involving Daktronics on Nightcap. The crew debates what punishment ","author":"Nightcap","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UA5_wJSA-4I"},{"id":"94188eaf-1e1e-4f6f-a064-4148bf12baae","source":"youtube","source_id":"Ugy3w7-sxYbtkXPZSId4AaABAg","content_type":"comment","title":null,"body_preview":"Watch the billboard it's better than the movie. The usual Netflix movie it starts out intriguing, at the middle it starts going off the rails and by the end it's a total train wreck.","author":"@kennetheisenmann9098","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"567686c6-1aec-4765-a7e5-902b0f319340","source":"youtube","source_id":"UgxGCuyBMCGo77lxfOd4AaABAg","content_type":"comment","title":null,"body_preview":"theres something mentally wrong with news staff i swear \nplease lady talk normal  ffs","author":"@DAISYISMETAL","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.6424908424908424,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"d4fdb703-cc31-47c7-ad76-6dc65b493056","source":"youtube","source_id":"UgxUmxgX10dYB-rzoz14AaABAg","content_type":"comment","title":null,"body_preview":"how did he get there? \n\nwell you see, every billboard in the world has these strange things called ladders","author":"@DAISYISMETAL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.6424908424908424,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"77b97290-b062-406c-b619-b26a976dca4c","source":"youtube","source_id":"UgxLnSYECHmL-yF9JwR4AaABAg","content_type":"comment","title":null,"body_preview":"When she said he had been up there since yesterday, I yelled publicity stunt.","author":"@hopefulwishes7908","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"09ab8f7f-a3a9-498e-8051-e7a019ddb735","source":"youtube","source_id":"Ugy4b30JOb7Lx3tA5NV4AaABAg","content_type":"comment","title":null,"body_preview":"It's two guys and they come down every 4 hours or so.","author":"@nikki1400","classification":"ai_generated","confidence":0.6,"indicators":["missing_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"d5478d7b-f772-434a-85bd-c6ebd0e4553d","source":"youtube","source_id":"Ugw1vmVIcYRlcE-tNxh4AaABAg","content_type":"comment","title":null,"body_preview":"Doesnt anyone remember stevo being tapped too a billboard a few years ago??","author":"@stixprogaming2718","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"4d87ab48-4b96-4fe8-8966-acc49a15c4b2","source":"youtube","source_id":"UgzvM58MU875QtkE7eV4AaABAg","content_type":"comment","title":null,"body_preview":"that old hag yelling at him about her anniversary like he can hear her is hilarious","author":"@B0RN2YOUNG","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"a6a24848-ea4b-4c49-b97e-d8665b9e6524","source":"youtube","source_id":"UgxaSn84PT8rumc5wk14AaABAg","content_type":"comment","title":null,"body_preview":"People in Europe or Japan going to a park for a picnic,a museum to admire art ,gathering together for a family meal and then you see Angelenos spending time doing this,says a lot about them.","author":"@lenmessi27","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"cc0e137a-f4f4-4315-9add-dc50b5a14510","source":"youtube","source_id":"UgzLDzEpwVvYQwWiFL94AaABAg","content_type":"comment","title":null,"body_preview":"Just wait till he goes on every Ellen and view and what ever else disgusting shows","author":"@robertcropley8656","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"db52c931-c81a-41c7-9d36-2bd18a4e02dc","source":"youtube","source_id":"UgwfkEUR0Rlssyc5HeF4AaABAg","content_type":"comment","title":null,"body_preview":"Sunset is where all of the hookers and best blow are at.","author":"@Serenityindailylife","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.5663003663003663,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"ce51354a-1655-4264-a157-ebfb7ed7ee31","source":"youtube","source_id":"Ugy-iZZWvpDDmdM4qrV4AaABAg","content_type":"comment","title":null,"body_preview":"That's his section 8 low income apartment. Throw him a in and out burger cheeseburger.","author":"@Ann-hm7gj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"4f10a813-be4e-426c-8964-56997f21d54d","source":"youtube","source_id":"Ugx6FUgsBwBmJ4lQ-dh4AaABAg","content_type":"comment","title":null,"body_preview":"The reporters are so phony and annoying, good lord how do people watch this nonsense...","author":"@SuperFreedomRock1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"39ba8204-a4c9-41fc-a193-201d7ae02141","source":"youtube","source_id":"Ugxf6YJPEwDAVckRFSl4AaABAg","content_type":"comment","title":null,"body_preview":"It's ADVERTISING Genius.....and I'm retired from the business.   WELL done!!!    Now I'm afraid of the copycats in cities everywhere....druggies/homeless","author":"@tommynikon2283","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=H5AEE9jIzas"},{"id":"628b151b-347b-449a-9af4-34e453bbaf0c","source":"youtube","source_id":"H5AEE9jIzas","content_type":"post","title":"Man living inside billboard above Sunset Boulevard draws a crowd","body_preview":"A man living inside a billboard turns head on Sunset Boulevard. 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Serious hair trigger there.","author":"@davidhuber-g8u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NWV-GL0_sds"},{"id":"58379463-35d9-4de1-bc8c-9e3e1c9b72e2","source":"youtube","source_id":"UgzYQlpBS1UL_kC22TV4AaABAg","content_type":"comment","title":null,"body_preview":"The usual suspect. Pervert in their country and in others. 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This once happened in a train I was commuting in a standing section.","author":"@JeremyCrawford-y1f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NWV-GL0_sds"},{"id":"30fc9ec8-441d-48ec-b57a-0a739f24a80f","source":"youtube","source_id":"UgyQ6b8JsHXQHv2Ihgh4AaABAg","content_type":"comment","title":null,"body_preview":"Those inbred  camel f******, violent , rapist of a people cannot help themselves","author":"@Snicketbar","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NWV-GL0_sds"},{"id":"107a6215-b554-42e6-a2bb-d8cbc5bb1144","source":"youtube","source_id":"UgzlcSb_ty2TgMhHNI14AaABAg","content_type":"comment","title":null,"body_preview":"WTF, what do some people think, when they do this sort of thing, infront of the wrong husband this could easily turn deadly. 🤷🇦🇺","author":"@Gridders.Alternate.Lifers","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NWV-GL0_sds"},{"id":"c9c35cba-2d93-48d0-9064-bfe892f84c9a","source":"youtube","source_id":"Ugxf6CAqxJ7EpABK9kl4AaABAg","content_type":"comment","title":null,"body_preview":"they probably would of arrested the girl if this happened in his hometown","author":"@harrisonquynh576","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NWV-GL0_sds"},{"id":"801ef05c-aa1f-4411-9623-1ca97321f7bc","source":"youtube","source_id":"UgwNoo1InJmJ8C69knl4AaABAg","content_type":"comment","title":null,"body_preview":"Its Muslims. The inbreeding by sec cousin marriage is up to 70% dropping iq over time.\n\nNow you got horney moron Muslims with 0 selfcontrol. Raping and misbehaving. \nFing hell even their prophet was s","author":"@The_one_and_only_special","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NWV-GL0_sds"},{"id":"694e2296-21bd-4e21-9afc-e12c3e141262","source":"youtube","source_id":"Ugw9Ymg6EAHHkq2sz4N4AaABAg","content_type":"comment","title":null,"body_preview":"Why is it so hard for people to act like sane human beings in public? I didn't think a grown adult would have to be told to keep his pants on while he's on a plane.","author":"@chaseh3548","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NWV-GL0_sds"},{"id":"53d48c87-669b-4014-90f3-5f9df0ef7890","source":"youtube","source_id":"Ugz7D73_StS2erLVFQJ4AaABAg","content_type":"comment","title":null,"body_preview":"I'm guessing it's semen but how he did it on a flight full of people I don't know","author":"@abraham-hy3z","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NWV-GL0_sds"},{"id":"29dca2d1-4e87-4025-ae84-965288e860ed","source":"youtube","source_id":"NWV-GL0_sds","content_type":"post","title":"Thai WOMAN'S NIGHTMARE on Dubai-Bangkok FLIGHT #Shorts #news","body_preview":"A routine Dubai to Bangkok flight turned into a nightmare when a passenger was assaulted mid-air.\n\nThis video details the disturbing in-flight incident, the immediate confrontation, and the legal cons","author":"TokyoTrending","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 Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NWV-GL0_sds"},{"id":"7f083e36-e292-4a7c-b864-433b2f60460c","source":"youtube","source_id":"Ugx7s7blk6zDTOVQsyl4AaABAg","content_type":"comment","title":null,"body_preview":"When it falls off next week, he's definitely going to blame it on vandals.","author":"@fourieroptics-r8y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"02de517f-d90f-46c3-aa8f-2b25e5a2eac4","source":"youtube","source_id":"UgzxCnbNxu190anAesR4AaABAg","content_type":"comment","title":null,"body_preview":"Crowley has been saying some dismally bad stuff too however you won't hear about it because of Thanksgiving Gate week 2.","author":"@Kazvon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"0fd5ffe8-0ffc-4c60-b97e-5fb8ce8e91bf","source":"youtube","source_id":"UgxPOH1qSKPc13uA8vB4AaABAg","content_type":"comment","title":null,"body_preview":"I hope the forget to glue down and Marine 1 blows it off","author":"@Reina12375","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"9b360377-ae06-45ea-947e-f9a093358ac1","source":"youtube","source_id":"UgyLsleP83U0i1gOk1d4AaABAg","content_type":"comment","title":null,"body_preview":"\"She is running in a state where \"centrists\" like us keep losing so how can she possibly win doing something different?\"","author":"@BadOompaloompa79","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"abbc0d55-a2ea-4866-a639-3eb17872d195","source":"youtube","source_id":"Ugx7zNZKj-yiOcrbUmZ4AaABAg","content_type":"comment","title":null,"body_preview":"We love you, Dr. Abdul El-Sayed!!💙🇺🇲🌹💙🇺🇲🌹💙💙💙💙🇺🇲🇺🇲🌹💙💙","author":"@SamanthasUniverse","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"0045da86-3901-4f24-9695-ebbfe65f9e06","source":"youtube","source_id":"UgyDLpuMKTKYqEBidF54AaABAg","content_type":"comment","title":null,"body_preview":"The Helix commercial - you know how people joke about being unrelatable?  I was a single mom, who's lived in an apartment for her entire life and the idea of a summer house where you need a bunch of e","author":"@BlueArizona7494","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"98b77f96-9814-428c-aaf4-37fef2c56b77","source":"youtube","source_id":"Ugwyfl_zJwh-WR13qoJ4AaABAg","content_type":"comment","title":null,"body_preview":"Megalomania + Narcissim dies not beget Consumer Compassion.","author":"@smdpc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"fdd9f317-c3a8-48e9-a763-4a11ddd8b953","source":"youtube","source_id":"UgyBK_2PyQoQHbM7FhR4AaABAg","content_type":"comment","title":null,"body_preview":"39:46 OMFG, THIS IS WHY I LOVE YOU BEN!!!!! \n\nSo correct! Jon is really still an establishment dem... Unless you show people something different, they won't try and get it. IT'S TIME TO STOP PANDERING","author":"@ThatDudeCalled","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"a3db807d-5a77-4f40-91d8-0e660cfc8ac9","source":"youtube","source_id":"UgzSXgIgawYhRUxdPwF4AaABAg","content_type":"comment","title":null,"body_preview":"Hong is no different than RFK, Blanche or Trump himself.   Promise they've changed, promise they're for the average person,  and once she's elected,  just like them, she'll revert to her original beli","author":"@julieandreas7538","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"e512071e-2e45-40d6-97bf-331a4c876ea8","source":"youtube","source_id":"UgwZsqwTNZSRFKhUOPx4AaABAg","content_type":"comment","title":null,"body_preview":"The billionaires provide jobs bought and paid for by taxpayersubsidies so kind and benevolent of them.","author":"@PhyllisReid-h9p","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"25bed6be-143c-4b55-a0c9-26620daf6af8","source":"youtube","source_id":"UgwH-Wib_YEcOhLoqpB4AaABAg","content_type":"comment","title":null,"body_preview":"Listening to these guys talk about convincing Republicans to vote for a Democrat is ridiculous. Grow the base with new voters. That's the only way forward.","author":"@Jojo-e5d9i","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"ef78a0a0-3bff-46ce-92ec-c2baeee2601e","source":"youtube","source_id":"UgxGtu89UV90Gcbnp_94AaABAg","content_type":"comment","title":null,"body_preview":"Love Tom Smith story \n\nWhy not boo for salsa  lol!","author":"@lynnhollyn4940","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"b497efc0-41b8-4b3e-849b-8758b55adb16","source":"youtube","source_id":"UgxOOSIpoxNg8ndlutR4AaABAg","content_type":"comment","title":null,"body_preview":"Classic male pattern baldness - the top of his head is nothing but a circle of skin.\nSource: Me. Mine is like that as well. Age happens. Deal with it.","author":"@Maddoktor2","classification":"human_created","confidence":0.85,"indicators":["self_reference","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"e8d438e9-08a8-41b9-af46-a66a9a545b05","source":"youtube","source_id":"UgyMvFkv2Ls_z6WzAlF4AaABAg","content_type":"comment","title":null,"body_preview":"Lmao, Crowley saying ending vouchers would overwhelm the public school system with no money to reexpand. My brother in christ, the vouchers are the money that you use for that. That's the WHOLE POINT.","author":"@daffquess7006","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"168656a9-fe15-4bee-adb7-f8a2879780f2","source":"youtube","source_id":"UgzpqxFObBT3_O_IyGV4AaABAg","content_type":"comment","title":null,"body_preview":"Why hasn't the tarp come off the Kenndy Center facade?","author":"@bisharrykatz59","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"226da075-f3c5-463b-80e5-bf891c410f1e","source":"youtube","source_id":"Ugy7sPP5M4xvoymvvyt4AaABAg","content_type":"comment","title":null,"body_preview":"A child's stuffed animal is in a sense like their child.  They worry about it if it's not with them!","author":"@CheyBot81","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","natural_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"4a3646cf-36ee-497e-9af0-de85c4630619","source":"youtube","source_id":"Ugwd-fY09jqrUhKOETx4AaABAg","content_type":"comment","title":null,"body_preview":"It's okay. He's building a military center under that hair.","author":"@rl-m4q","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"38d86313-ac4d-411f-9e3b-59a64d802c70","source":"youtube","source_id":"UgzyiMo65si3wPNfVd14AaABAg","content_type":"comment","title":null,"body_preview":"My children were speaking full sentences at 2 when they went to preschool.","author":"@suzannetabor288","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0.5543615063987756,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"d665df7b-6642-41b9-95e4-dfb63751ef03","source":"youtube","source_id":"UgzJZH3Q06drQa2w55h4AaABAg","content_type":"comment","title":null,"body_preview":"Children’s special object whether be it a toy or a blanket fill safer with them.","author":"@suzannetabor288","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.5543615063987756,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"5164627a-d48b-4163-a9e5-75eb534ee9ca","source":"youtube","source_id":"UgzMKjlVOzFe81Z2c8B4AaABAg","content_type":"comment","title":null,"body_preview":"Crowley seems so profoundly bland and uninspiring. You can have your concerns about Hong, but what makes this means testing, build more data centers with union labor, keep school vouchers guy a remote","author":"@ezra7088","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"e5dd7179-b89e-45df-941a-1402949cfc62","source":"youtube","source_id":"UgxIZKC7xzAds_oM-2l4AaABAg","content_type":"comment","title":null,"body_preview":"50:28 NONSENSE. OR, if she can't by this age, you might consider seeking early S/L intervention. Just sayin'!","author":"@chrisrogers1069","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"23a65577-7b3b-4da3-9c88-66535ff11844","source":"youtube","source_id":"Ugx_caNUloQTRMcERG94AaABAg","content_type":"comment","title":null,"body_preview":"The democrat centrist leadership (Schumer etc…).  Need to go.  They haven’t delivered anything since Obama.  What the heck is their platform?  Whine and craft strongly worded letters?","author":"@DavidSeibel-k1y","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"1a44d33b-2ba1-4602-9996-198598fbcbc8","source":"youtube","source_id":"r6uOyhgM3Ic","content_type":"post","title":"What the hell happened to Trump’s hair?","body_preview":"Tucker Carlson, with the help of Marjorie Taylor Greene and Thomas Massie, explores launching a third-party bid for president. Jon and Dan discuss how his candidacy could upend the 2028 election and t","author":"Pod Save America","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=r6uOyhgM3Ic"},{"id":"97850d51-d55f-4d0b-87ac-95742464838f","source":"youtube","source_id":"Ugy-AjL9wnC5pC3ngO54AaABAg","content_type":"comment","title":null,"body_preview":"Bro fired his gun at the dude…then the dude carried on and killed another person and wounded others till police finally found him on trail and homie blew his head off. “Hero” didn’t do much I’m be rea","author":"@stevebob42","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"66a57bbc-f3c0-40c4-952a-881e1c48e416","source":"youtube","source_id":"UgxS1WK5ClfcIECb01Z4AaABAg","content_type":"comment","title":null,"body_preview":"Shooter builds like a twig he is a coward that the only way he feels strong is to point guns at innocent people","author":"@garenchodien113","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"cb1ed486-51cf-437b-8250-5915a754b385","source":"youtube","source_id":"UgxKVMdXPj7JEme9B3p4AaABAg","content_type":"comment","title":null,"body_preview":"much respect. you seem like a genuinely good person. hope you and your girl blessed.","author":"@BrownBoyRIOT","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"e3228e1c-fc23-42a4-8df0-5397d6f70950","source":"youtube","source_id":"UgylW_tpNr4ETSqQX-B4AaABAg","content_type":"comment","title":null,"body_preview":"I'm shocked by this tragedy, Jordan is a real man. With love from Russia!","author":"@Petya_PetrovGT","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"f651ea22-18bb-4bc1-8109-baa055b3c02a","source":"youtube","source_id":"UgxDhQHdPeM-RpLiAKd4AaABAg","content_type":"comment","title":null,"body_preview":"Wow if he didn't do what he did a lot more life's would have been taken he was there at the right place at the right time wow the two people who help save life's","author":"@nettarose7324","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"6b2efb77-bf7f-47ab-a53c-11bc4ccd5cf6","source":"youtube","source_id":"UgyG2BsCI444U8gBXjd4AaABAg","content_type":"comment","title":null,"body_preview":"Пришёл после шортса, Джордан настоящий мужик и Человек! Скорейшего выздоровления!!!\nПривет из Ханты-Мансийска, Сибирь. \n\n🤝🤝🤝🤝🤝🤝🤝🤝","author":"@rusucksia","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"7ecdb2be-c7e1-4ad9-9043-9d4205a6e758","source":"youtube","source_id":"Ugzjn1DSQ6TTOo1HEBB4AaABAg","content_type":"comment","title":null,"body_preview":"Jordan deserves a presidential honour 🎖  what a hero and humble \"i wanted as many people to get home!\" .","author":"@bossahmed4085","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"fb4f67c1-11d8-4e4f-a801-9eb45dcaecc7","source":"youtube","source_id":"UgyAsca6iJCJRE80rwl4AaABAg","content_type":"comment","title":null,"body_preview":"Salinas said his intention is to make sure the people could get home ?\nCome on, man !😂","author":"@AbdulRahim-m9c6o","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"807aa758-33be-471e-bf58-4740660b1ee8","source":"youtube","source_id":"UgzAr2O6-tXhhJNrCGd4AaABAg","content_type":"comment","title":null,"body_preview":"This guy is a Hero! Thank you Jordan, you saved many lives, and also RIP to the 3 victims.","author":"@beastmode2871","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"d4371fdf-d1e8-47f7-a3c0-38f5815767a5","source":"youtube","source_id":"Ugyu1PQST0RVe_KLQot4AaABAg","content_type":"comment","title":null,"body_preview":"Holy shit. Youre praising and speaking about a good dude with a gun stopping a bad dude with a gun? Imagine if even more people were there with firearms.","author":"@rockisbetter772","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"fd7cadd8-f77a-46c1-be2a-78d5e8b3816c","source":"youtube","source_id":"UgxuMBsuvea1ODbwsjt4AaABAg","content_type":"comment","title":null,"body_preview":"He didn’t even go after the suspect, just shot some stray bullets into thin air.. stop sensationalizing someones actions if they’re not warranted","author":"@czabatrans4420","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"07dd6c49-bce7-419c-887b-4d51752e42df","source":"youtube","source_id":"UgyW5ZlXuc9oRQ_1RQp4AaABAg","content_type":"comment","title":null,"body_preview":"american like to kill their own, the mass shooting country.","author":"@AndreHezus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"e439ab22-6428-413a-87f7-f02d81fd4b02","source":"youtube","source_id":"UgywYrho9vvRxUOad4x4AaABAg","content_type":"comment","title":null,"body_preview":"You are your own first responder whether you accept that responsibility or not.","author":"@favor4afavor823","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"33ddcc8d-a574-46e8-b7b1-66cf2385e3e2","source":"youtube","source_id":"UgzH8v5tSiAIgyxyjUt4AaABAg","content_type":"comment","title":null,"body_preview":"Hey Jordan I see ya boy!! We appreciate you Captain! You sir,are SUPER!!","author":"@TommyLawson-yc3ru","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"175729d8-7226-4841-ad8c-4339cae4bc1d","source":"youtube","source_id":"UgzD55GfYUyskV9-Tj14AaABAg","content_type":"comment","title":null,"body_preview":"The Americans wiped out the Native Americans, the Americans wanted to bomb the USSR, the Americans burned the Vietnamese with napalm, the Americans bombed Iraq, the Americans are guilty of torture at ","author":"@ВосстаниеМашин-х2д","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"14f1cc65-d881-4fc6-8b00-9c3709dd3afe","source":"youtube","source_id":"UgxBVPRD8qlXxpcuDqh4AaABAg","content_type":"comment","title":null,"body_preview":"Lots of morons advocating for more guns in these comments. Things will never get better","author":"@n00dles4","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"25d483d3-24b8-4bbc-bfde-ba25093a917f","source":"youtube","source_id":"UgzSEFB_Fa8sjwyP_IB4AaABAg","content_type":"comment","title":null,"body_preview":"But in the still pictures he doesn't have a beard.  But here he does.\nHe really tries to disguise his face .\nPeople online think hes Alex Pretti the nurse that got shot by ICE .\nSame guy.","author":"@AlbertoRodriguez-nd8di","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"f6a3afcd-92d9-44cf-83ef-c6f0f6218c63","source":"youtube","source_id":"Ugzmwtk9mNTnChs3I0x4AaABAg","content_type":"comment","title":null,"body_preview":"этот человек похож на Джейка Джилленхола из фильма The Covenant 2023","author":"@PusisD","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"c4ee5703-c791-49d5-b88e-b0232a3dd572","source":"youtube","source_id":"UgysssBHiVzVCDO_y6d4AaABAg","content_type":"comment","title":null,"body_preview":"Very grateful that the civilian wasn’t mistaken for the assailant and shot with “friendly fire.”","author":"@AriannaAyers","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"6a80a555-ddc6-4f80-9705-6ec20a2b1d25","source":"youtube","source_id":"UgzGel1EXp-1czc1LnR4AaABAg","content_type":"comment","title":null,"body_preview":"I got  feeling that man's eye-glasses hat are gonna go up in sales","author":"@ETAonTheEUC","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"97acff3c-2b71-45b7-9684-e14451b12ade","source":"youtube","source_id":"gPHS73zPzpk","content_type":"post","title":"Hero bystander speaks out after confronting In-N-Out gunman","body_preview":"ABC News' Trevor Ault spoke with the man being hailed as a hero after he opened fire on the gunman who killed three people and wounded several others outside an In-N-Out Burger in Idaho.\n\nREAD more fr","author":"Good Morning America","classification":"human_created","confidence":0.72,"indicators":["platform_native_format","absence_of_ai_hedging","templated_marketing_structure","minimal_original_commentary"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gPHS73zPzpk"},{"id":"4e28da0b-a504-4462-a8a3-c3d0596f050e","source":"youtube","source_id":"Ugznm4SWzRQU7ZuHFG54AaABAg","content_type":"comment","title":null,"body_preview":"The fact that parasites like you freak out over Mamdani and Abdul for radically sensible ideas is such a clear tell their politics are for the people and yours are for the Epstein class.","author":"@MoldyManiac2042","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"eb85dfd7-2801-4851-861a-b29bbbce0d38","source":"youtube","source_id":"UgwKYtR4lxc2CiAm8EF4AaABAg","content_type":"comment","title":null,"body_preview":"You guys need to keep your finger on the pulse of your listeners. You guys have completely lost it. Most people who are center-right relate to most of what Tucker is saying - and even center-left!","author":"@mariacatherine5540","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"55c6c4b7-ec44-47c8-bcf0-741e8e7942f6","source":"youtube","source_id":"UgzefLuOF7GjX8AzpNh4AaABAg","content_type":"comment","title":null,"body_preview":"Pat I love this guest!!! He should be a regular on this show!","author":"@suzannemay6250","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"a9989034-389f-4211-9d91-abddb3b44574","source":"youtube","source_id":"Ugy8jn1r6t9WK3mKMbh4AaABAg","content_type":"comment","title":null,"body_preview":"I am sorry Tom but you are wrong, I live in NYC and a Burrito at chipotle with extra protein and guacamole comes out to $22 if i do not add extra protein with taxes it’s like $18-19 and change. This i","author":"@Max9777MK","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"3100a6d1-7546-403b-92e4-3f4962ac1939","source":"youtube","source_id":"UgydqcOrCjJK3KePhJp4AaABAg","content_type":"comment","title":null,"body_preview":"I personally think the underlaying burrito issue is more about people being charged $20 for a burrito with REAL ingredients as compared to a burrito from another rink-a-dink fast food chain that is ch","author":"@BigBebecito","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"87925c46-1a9f-4fb3-8351-54e53ab28f37","source":"youtube","source_id":"Ugwb3AFmoJTMzDiNlwN4AaABAg","content_type":"comment","title":null,"body_preview":"Trump builds buildings but he’s not doing that right now dude.","author":"@Jaime_Arredondo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"e5b1c087-7964-4223-be3e-52c2838df6ca","source":"youtube","source_id":"UgzjqDXJjbDuWTh9SX54AaABAg","content_type":"comment","title":null,"body_preview":"Joe Kent has done more than everyone in that room.","author":"@Jaime_Arredondo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"c9677fc7-b2ab-48fa-bd5c-47dab4bd9535","source":"youtube","source_id":"UgyzhmVgdXXtusC0yDJ4AaABAg","content_type":"comment","title":null,"body_preview":"Gosh, what a SAD fall this is. I have been a big fan of this show for so long… this was it for me… I tried hanging on… Bye guys - It was fun while it lasted. 😞","author":"@kimi-lynreed5941","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"a77063d1-08ca-4971-a5d9-5358186702d8","source":"youtube","source_id":"UgyBlMb8pHl8C-l0SX94AaABAg","content_type":"comment","title":null,"body_preview":"Abdul El-Sayed  for President \nLet’s Go 🇺🇸 Let’s Go Abdul","author":"@Ja5k0-u4l","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"aafb29af-ab84-4035-a8fc-b8208daad266","source":"youtube","source_id":"UgyMFCVdIi4E3LG9dwl4AaABAg","content_type":"comment","title":null,"body_preview":"My husband introduced me to PBD, and I became such a fan that I even bought us “The Future Looks Bright” Yetis, we use daily.\n\nBut you started losing me when you stopped asking hard questions about Ch","author":"@lauraschlottman2722","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"0df7af8e-d904-4d66-b76f-e3d3a60173e8","source":"youtube","source_id":"UgwjUjGawjL-W_n-f0N4AaABAg","content_type":"comment","title":null,"body_preview":"Sad to see this podcast is going nowhere..pbd is obviously envious of TK","author":"@Nermin-r6b","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"f6b64bfd-d5d2-4342-b3d8-52edb7507591","source":"youtube","source_id":"UgweaxdbQQnqTWW84TR4AaABAg","content_type":"comment","title":null,"body_preview":"The negative comments today are mostly in lock step. Makes me think they are plants to try and undermine this podcast that reaches millions and is global. Very interesting...","author":"@MelanieHay-000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"e314b6e3-9515-4af9-a57f-185da3da6d05","source":"youtube","source_id":"UgzIPCWtl1oziOa6AhJ4AaABAg","content_type":"comment","title":null,"body_preview":"It’s crazy how extreme the PBDs support is for the current (which is the same as the previous) administration","author":"@calmdogs2117","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"4de29dc9-f53a-4399-a873-352aa48d8ef9","source":"youtube","source_id":"UgzVqEsyumxj8a8skDd4AaABAg","content_type":"comment","title":null,"body_preview":"These fools will continue to gargle and suck Trump's hairy sweaty balls until the end of time","author":"@Mass.18","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"d84cabdc-00bd-428c-a5d9-aad78200aa61","source":"youtube","source_id":"Ugzyb8wAZVYsuNwYwyB4AaABAg","content_type":"comment","title":null,"body_preview":"More summaries / commentary / feedback from Tom please!","author":"@k40ol","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"60fa5e6b-dabf-46b8-ad95-1e0fb623f44e","source":"youtube","source_id":"UgwB0ltOvCvNif8tuJ14AaABAg","content_type":"comment","title":null,"body_preview":"You guys are destroying your podcast, stop with the bs","author":"@carolinaburmester","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"2aa19613-9204-4170-a793-4424edd10f72","source":"youtube","source_id":"UgyhcgM3fgCHTXZUi3h4AaABAg","content_type":"comment","title":null,"body_preview":"This guys said trump is smart guy who wants to learn and loves to learn  be around smart people 😂 bro trump only cares about himself","author":"@jamildarloh5764","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"1b7a7a5b-9c38-472f-86a0-92f0509ec5e9","source":"youtube","source_id":"Ugw332NB8CNvrhyUuA54AaABAg","content_type":"comment","title":null,"body_preview":"the Neo libtards and Islamic politicians are bedfellows - and that’s telling","author":"@Animus43","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"e1a815a8-b50c-406e-8db9-9a2b15b05ea5","source":"youtube","source_id":"UgyRZ2r7LcMMA3-Dgwx4AaABAg","content_type":"comment","title":null,"body_preview":"I am like Tom I will go in the 40%. I hadn't  really  hadn't  paid attention to Tucker since Fox News ( also didn't  have a cell phone so was limited to news other than TV) I watched him with Mike Huc","author":"@penelopesimpson-cc5jr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"59fc782c-c183-4761-925c-4919570f20f5","source":"youtube","source_id":"Ugx0fNNIISJ4ptKewNh4AaABAg","content_type":"comment","title":null,"body_preview":"Wow a bunch of Airheads racoons with a platform like YouTube these useless waste of space Airheads  have dirty minds how did they know he was watching porn, oh the algorithms do they actually know wha","author":"@ByteGB80","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"ced85fa9-9533-422f-a79b-c28539e20b67","source":"youtube","source_id":"UgxIg81sCSyLK2aUNRZ4AaABAg","content_type":"comment","title":null,"body_preview":"I use to look forward to every PBD show. Haven’t watched in weeks. This episode is the one that made me ultimately unsubscribe.","author":"@DADDOnaut","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"451b4a57-9078-424b-8e89-2097911d03c0","source":"youtube","source_id":"o46moS2-5Nk","content_type":"post","title":"Tucker’s New MAGA Party, El-Sayed Wins Michigan & Perez Hilton Hospitalized | PBD Podcast #840","body_preview":"Patrick Bet-David and the Home Team react to Tucker Carlson emerging as the face of a possible third-party revolt, Abdul El-Sayed’s upset win in Michigan and Perez Hilton’s hospitalization after a dis","author":"PBD Podcast","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","platform_fluency","human_indicator_self_reference","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o46moS2-5Nk"},{"id":"ddc93fd0-1a3f-49aa-9f0a-43aafd1e2210","source":"youtube","source_id":"UgyuXrGXtmwJjPa8Mmp4AaABAg","content_type":"comment","title":null,"body_preview":"\"...just being anti-Trump is not enough.\" I've been saying this for years. Saw the general trajectory since Obama, where the entire platform, regardless of political stance, has been \"vote for me! I'm","author":"@AnimeFreak40K","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"2b4ef9cf-b4a0-44f5-b963-5931226fb9c2","source":"youtube","source_id":"UgyTETotll0ejzleezp4AaABAg","content_type":"comment","title":null,"body_preview":"I really hope Lindsay loses the election. Don’t need anymore democrats ruining shit","author":"@Garrett_Jackson","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"71ca2cc8-8eef-4da1-90fc-543670673fa7","source":"youtube","source_id":"UgxKFzh-jY_2PmW4V5N4AaABAg","content_type":"comment","title":null,"body_preview":"So you want a country that brought down the twin towers and a billionaire with ties to pedophiles have access to your personal data and possible access through your cameras on your TVs. Yeah. Good ide","author":"@chingon24","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"ab049278-b53a-41a0-9502-b7d67efcfd9d","source":"youtube","source_id":"UgxmsNTiHfw-ko1x-0p4AaABAg","content_type":"comment","title":null,"body_preview":"Half? He literally flip-flopped 180° on everything he ran on…it was a con job.","author":"@RalphXofficial","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"8429ba50-4e60-41a7-953c-1fcfda12d2f5","source":"youtube","source_id":"UgzTuxEmQeV5KuhMYlx4AaABAg","content_type":"comment","title":null,"body_preview":"Funny that they can be so passionate about Fauci, yet be so silent and useless when it comes to holding those in the Epstein files accountable.","author":"@Gamer_Girl_1337","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"c95bf02f-ed04-4b1a-a5e4-f42ed16e450d","source":"youtube","source_id":"Ugw-e9lqgNSLR1--qdx4AaABAg","content_type":"comment","title":null,"body_preview":"So Tucker Carlson wants a country that is completely against his entire public persona.  Okay, Tucker.","author":"@Elitistb616","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"605a3804-1a7c-49a3-a8aa-ba3b28d915f0","source":"youtube","source_id":"UgzP6XkmX3zdROmQHYJ4AaABAg","content_type":"comment","title":null,"body_preview":"Lfg also means looking for group. Seems like it would be a pretty accurate representation of her effort.","author":"@jessyhollieyanna","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"caaf8e99-cdee-495b-a61b-0b75d896236f","source":"youtube","source_id":"Ugzizv4b0oCGWV_7uEl4AaABAg","content_type":"comment","title":null,"body_preview":"Looking at how much Roblox was spending on their office buildings I could tell they were over valued. Literally buying office spaces as if they were Google or something","author":"@DomJVlogs","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"6f8661b5-296c-435d-b615-5ef6e93d80e5","source":"youtube","source_id":"UgwI5slXOkEvpvy9esV4AaABAg","content_type":"comment","title":null,"body_preview":"I don't play Roblox, but I'm glad that the predator platform is dying. I know the whole online identification situation is very sticky, I have my problems with it, but kids face very real dangers on t","author":"@sykora9526","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency","strong_opinions"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"d03546f3-4d09-440b-b1df-0b2d130fb2cf","source":"youtube","source_id":"UgztlSRuCsUlTMp7RPB4AaABAg","content_type":"comment","title":null,"body_preview":"LFG = looking for group dont disrespect WoW culture for your political gain selloutdefranco","author":"@BuddaFett","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"dae27005-7dae-4b3f-a9a0-0081ada2d076","source":"youtube","source_id":"Ugxhgx1L554_C573FrZ4AaABAg","content_type":"comment","title":null,"body_preview":"12:50 They're stacking the deck, and they will of course never admit to fraud when it's all over and Trump wins his 3rd term in 2028... \"The elections were the best and most secure they've ever been !","author":"@Neuralatrophy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"629b82ac-2994-4de5-bac9-99aab60a4224","source":"youtube","source_id":"Ugy7MZ3EkGlZKndkEu94AaABAg","content_type":"comment","title":null,"body_preview":"Milton's not going to know what hit it with the number of canvasers they're about to have.","author":"@Nightstick24","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.33748214650071406,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"3e9b9eef-0428-4661-8317-ff3bf408d296","source":"youtube","source_id":"UgwGw5A1D4VNzQflFHZ4AaABAg","content_type":"comment","title":null,"body_preview":"It was a sad day when EA sold out! I grew up near their headquarters in Vancouver and went to a bunch of open houses they held growing up, then while I was getting my software engineering degree I had","author":"@Nightstick24","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.33748214650071406,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"9a5d7a18-9b1a-4953-933c-a003bf2f85e0","source":"youtube","source_id":"UgznUNcESrzd5Nr0qp14AaABAg","content_type":"comment","title":null,"body_preview":"I love that the corrected title has a spelling error 🤣","author":"@AcilandreF","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"eab20322-7b44-4ba8-8d92-830221ab0729","source":"youtube","source_id":"Ugyk5_mwwUvrDQI9i754AaABAg","content_type":"comment","title":null,"body_preview":"I am so tired of all of the political theater. I won't claim to be the most knowledgeable, but I feel like anything they're trying to get fouci for has been done tenfold by the current administration.","author":"@mmmkverdeatx","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 Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"bfa6bbb1-658c-4767-bfe9-aa4adf8a3301","source":"youtube","source_id":"Ugz4nQaiuNmmwLprbG14AaABAg","content_type":"comment","title":null,"body_preview":"Im not a maga moron nor am i big on vaccine conspiracies, but fauci gives me a bad vibe, and if he did make that money, if the stuff he was accused of in that hearing is true, then fauci 100%  belongs","author":"@denysebardel3762","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"0da9dec5-da4c-4021-bc7e-c03a7cc534b7","source":"youtube","source_id":"UgwGqCYZ37EbLjKX0Jl4AaABAg","content_type":"comment","title":null,"body_preview":"3:38 This is exactly why... my nieces werent allowed to play anymore and neither was a bunch of their friends. So a bunch of kids were kicked off the game and then being an adult playing roblox after ","author":"@chocolate_water_mmm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"f1c40ee7-f019-4e16-bbfc-66fbdf184e53","source":"youtube","source_id":"UgyVhMBUuomJyN602ZN4AaABAg","content_type":"comment","title":null,"body_preview":"Phil you should cover this Discord situation, their overeliance on a completely faulty Ai detection system has led to a LOT of accounts being limited, suspended, or worse to no fault of the users own ","author":"@melissam6931","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","specific_criticism"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"db089845-891d-4dcb-86d0-d01eceda1d9e","source":"youtube","source_id":"UgzG_w_AQOX-6GofZZB4AaABAg","content_type":"comment","title":null,"body_preview":"I’m so tired of ppl saying Minecraft is the og Roblox, my thousands of hours on GMOD would like to disagree. GMOD was the same exact model as Roblox, user generated servers, game modes, and assets, BU","author":"@thexgreenxtiger6321","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"600fcba1-aeed-48c5-a495-f85fb3a0a2c6","source":"youtube","source_id":"UgwJ1z3MxPML4MdLVT14AaABAg","content_type":"comment","title":null,"body_preview":"HEY YOU! 1. CANVAS w/ US THIS SATURDAY! Register here: http://www.lindsayforga.com/crashingout\nand\n2. Thank you to everyone wwho was able to be a part of the $125k raise and/or get the word out about ","author":"@DeFrancoNews","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"e70b488a-8b43-4a9f-aaff-81f3c2a9837c","source":"youtube","source_id":"1YF350n3fkU","content_type":"post","title":"What Roblox’s Meltdown Really Exposes & The $55 Billion Saudi Takeover is Way Worse Than You Think","body_preview":"Canvas w/ us Saturday! http://www.lindsayforga.com/crashingout \nGo to https://www.rocketmoney.com/phil  to try Rocket Money for FREE or unlock more features with premium.\n\nOUR LIVE TOUR STARTS August ","author":"Philip DeFranco","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1YF350n3fkU"},{"id":"628346ef-da13-4236-b2eb-8a5d0fd5a2eb","source":"youtube","source_id":"Ugy6Syh7yMPkKRlpZVx4AaABAg","content_type":"comment","title":null,"body_preview":"Look at this terrorist! Hear how inflammatory his rhetoric is! As a citizen and resident of this great island, I am infinitely grateful to Keir Starmer and his government for protecting me from an age","author":"@sugoruyo","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"6e4764c2-3a6b-4b60-9565-135806b47c94","source":"youtube","source_id":"UgzLHIpjsnE5Z1LkIuh4AaABAg","content_type":"comment","title":null,"body_preview":"Dang is it that easy to ambush you? Should work on that.","author":"@LelouchofYheRebirth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"b00d223f-4eb5-40ef-9d7c-e80ebaf80a47","source":"youtube","source_id":"Ugw6kpB01H3dsaNlv0J4AaABAg","content_type":"comment","title":null,"body_preview":"Hasan in God mode! Every word is spot on without hesitation.","author":"@danl6558","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"b9e7daba-0d1f-49a6-945e-9b99a6ddf518","source":"youtube","source_id":"UgwI5TxBRZ2DMNvqp_B4AaABAg","content_type":"comment","title":null,"body_preview":"Channel 4 are amazing. Brilliant questions and brilliant responses. Also I agree with everything you said Hassan. 👏","author":"@DoACFO","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"0fafb11a-c76e-4ac3-bacd-3adbab1d9a6e","source":"youtube","source_id":"UgzlgDJPlWsZwtDASPt4AaABAg","content_type":"comment","title":null,"body_preview":"Well said.\nPathetic of our Government to revoke your visa.\nBurnham is much better than Starmer but him maintaining the status quo at the Home Office in his reshuffle is a big mistake","author":"@toffybolox","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"fe9af355-5e5c-412e-9a21-5880baaed356","source":"youtube","source_id":"UgwyxYETXz7dra5SzYp4AaABAg","content_type":"comment","title":null,"body_preview":"he threw a mamdani “for far too long” in there lol","author":"@ajaxkay8701","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"38111f71-37fb-451d-8000-0ea2e43348a6","source":"youtube","source_id":"UgxWsxExZtjoM0ijWad4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, you’re locked in. If this is genuinely for the people, unfortunately, you’ll end up with the same or LESS $ than when you started this DSA run. My guess is you’re much richer. Thank you for your","author":"@DannyTobia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"f125a4a5-377e-4c7e-8da7-13de0f1a2686","source":"youtube","source_id":"UgxXDcglQeKhJx_Ov6B4AaABAg","content_type":"comment","title":null,"body_preview":"Vamoooss grande Hasan, por la libertad de expresión, por la verdad, por la democracia Gracias Hasan sigue haciendo ese gran trabajo🎉🎉","author":"@lagg10327","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"54a8cb56-afa2-46d9-b4c0-e4b5d39ae9e6","source":"youtube","source_id":"UgyteH76DXyg5qErlE14AaABAg","content_type":"comment","title":null,"body_preview":"Hasan speaking gives me goosebumps like Bernie always has","author":"@EscanorsCruelSun","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"1d5d28df-aa5c-463e-b284-97a4f8d5c595","source":"youtube","source_id":"UgwLWkTGrpSFuA9wzTN4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly pretty good reporter there too. Asking great questions while remaining non-combative. It's real reporting, not the bullshit badgering and arguing we usually see.","author":"@mattwobh","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"7378b7bd-d9f9-4a5f-b324-8c2c9045253d","source":"youtube","source_id":"Ugy53SMsLtpJrxTQDqh4AaABAg","content_type":"comment","title":null,"body_preview":"Channel 4 news, like all outlets is just a mouthpiece for repression by the government, you could tell by how she asked her questions she's not interested in anything else...","author":"@steveconway-f2v","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"f03bc367-d732-4713-a159-b5f778a0f9f9","source":"youtube","source_id":"UgwqBPHePgorDDQU-gJ4AaABAg","content_type":"comment","title":null,"body_preview":"You cooked them with this one. Also, looking very handsome in that suit!","author":"@LightWeaver","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"05eb797c-92ed-4bf2-aa54-56ea7300857d","source":"youtube","source_id":"UgzispB1SsCwb51KrT14AaABAg","content_type":"comment","title":null,"body_preview":"Fuck yes, killing it every day. Take them to task bro","author":"@herpdsohardIderpdxD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"bdcd699e-2a6a-4368-83f7-81d2e9451a84","source":"youtube","source_id":"Ugz7B05gxs1sc132dhB4AaABAg","content_type":"comment","title":null,"body_preview":"The fact that the word genocide needs to be bleeped shows the sad state of affairs we find ourselves in.","author":"@Shawzii_Live","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"70761239-1c2a-423a-bb38-7cc196d2f614","source":"youtube","source_id":"Ugzj3bOK3lVrNoX4pep4AaABAg","content_type":"comment","title":null,"body_preview":"They can't have you speak in the UK but air in the UK what you say when you're in America lmao \nWhy's even called UK? Call it hypocrisy land already","author":"@mimip222","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"1564e52d-5591-4f68-aaa1-a2b1fecae9b3","source":"youtube","source_id":"UgxdxL5SjAmWU0odKq14AaABAg","content_type":"comment","title":null,"body_preview":"UK news reporters are way better at asking questions than we are in the US holy agit","author":"@eugeneevergreen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"884d92e8-48fe-445b-9995-ec620b0e83c0","source":"youtube","source_id":"UgxXn9lEaRE1ZEqaqNB4AaABAg","content_type":"comment","title":null,"body_preview":"cant believe you didn't bring up our lord and savior count binface","author":"@Rainbone-creative","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"4f72b395-e602-401e-9412-aa2ea50e1e67","source":"youtube","source_id":"Ugwhxmj-91t4ll7l1V14AaABAg","content_type":"comment","title":null,"body_preview":"He fights for liberal democracy? Can someone pls explain what that means? I thought he was a democratic socialist?","author":"@BigBoySteve24","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6lAeXonir5A"},{"id":"589dc499-15ff-46ef-b22e-95e22df9d880","source":"youtube","source_id":"UgxijDPET7QZbZR6K-Z4AaABAg","content_type":"comment","title":null,"body_preview":"Hi Kendall, been following for a while now and I was wondering if you ship? Was hoping to get some of your merchs to support","author":"@NellyJames20","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"5dc8168a-f4c4-4562-b3e2-29a495a7db49","source":"youtube","source_id":"UgzAa6VZaVQCh_Pwei54AaABAg","content_type":"comment","title":null,"body_preview":"How did ChatGPT “help” him? I may have missed that part. I get he asked it questions about the car being checked at the park and what happens to bodies in bags but did it suggest how to hide the bodie","author":"@squishywishypopsicle7854","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"8e221ca0-eb51-4288-a01f-d92fff382727","source":"youtube","source_id":"UgzmvVwydG7eR8yHDuN4AaABAg","content_type":"comment","title":null,"body_preview":"please do the Lindsay Clancy trial!!! It’s unfolding and I don’t know what’s happening . I neeed you to cover PLEASE","author":"@ajaleedelgado8056","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","specific_request"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"b137a0b5-5143-4560-8301-234320e03474","source":"youtube","source_id":"UgzrfECo79xW6Es3pil4AaABAg","content_type":"comment","title":null,"body_preview":"as someone who lives in Pinellas County and has multiple friends that are USF students I’m a little concerned at the fact that I didn’t hear about this","author":"@annylucia9658","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"f5e8eed5-95b7-4098-9ea6-1ccaa59c994c","source":"youtube","source_id":"UgwWppud3ybj5AYWV5V4AaABAg","content_type":"comment","title":null,"body_preview":"This case almost brought me to tears😢its so so sad. They seemed so happy and beautiful young with so many dreams for a better life.","author":"@Riristars-k3t","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"f0ded474-62ba-4915-80fa-7e331b9a2166","source":"youtube","source_id":"UgzZifIp61663Se10Mp4AaABAg","content_type":"comment","title":null,"body_preview":"What a silly human, may as well have called police on himself with those searches. \n\nI’m going to say the onions were to cook to hide smells that was going on in the house to stop. Not to actually eat","author":"@Shereen91xo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"64286779-a991-45b8-a29c-8c3f8b89e343","source":"youtube","source_id":"UgyCPZSnnYpoQapzbjN4AaABAg","content_type":"comment","title":null,"body_preview":"As an alumni it was so heartbreaking to watch this case unfold 💔I know many people who had off campus housing with unsafe situations that were ignored by the apartments and police as well. We need to ","author":"@bhritneyhernandez1268","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"5f2b214a-72ca-41b4-b97f-572205a5ffb4","source":"youtube","source_id":"UgzFFfIwFQIBlvBORiF4AaABAg","content_type":"comment","title":null,"body_preview":"On the point of a flagging system for ChatGPT searches; if you were researching a case and using an LLM to check the validity of certain elements (how long does it take for a body to decompose etc) th","author":"@saramichelle2589","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"3315feeb-1a9c-4033-ba63-2c5c79960abb","source":"youtube","source_id":"UgyjJoSCoNfAS8Z-7Hd4AaABAg","content_type":"comment","title":null,"body_preview":"I am so happy to know that I am not the only one who says Chat GBT more than I want to admit. It just rolls off so much easier than Chat GPT","author":"@jnarix6615","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"ad91b343-7854-4931-a9b0-abf07036f36c","source":"youtube","source_id":"Ugz4dSIs6v0z0u3oG2h4AaABAg","content_type":"comment","title":null,"body_preview":"I love the witchy music and the moon at the beginning T🌗KR","author":"@TexasTornado66","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.2844086606462844,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"6bf4f90f-80ee-497c-8af4-6fda9f3fc665","source":"youtube","source_id":"Ugy7rSmV0ssVNlyEV6h4AaABAg","content_type":"comment","title":null,"body_preview":"24:15 “ loves to talk about himself” ….another narcissist sociopath.","author":"@TexasTornado66","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0.2844086606462844,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"5af9aa09-b20f-40d3-b9d8-3340ddbebca1","source":"youtube","source_id":"UgwsBjZhRoofSA0wmxZ4AaABAg","content_type":"comment","title":null,"body_preview":"The thing with chatgpt is, when you try to ask it questions like how to pirate a software or a movie it'll straight up tell you that's not allowed and it can't give you an answer. but they didnt care ","author":"@bellale-shamalamadingdong418","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"902f9c89-00f3-4647-94e5-439960ece042","source":"youtube","source_id":"Ugx-3CeheM8TN_mDONR4AaABAg","content_type":"comment","title":null,"body_preview":"Their bodies were found less than a mile from my apartment. Thank you for covering this","author":"@Kc_thealchemist","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"9c93d8c7-7b1e-4ea2-b3b6-3ee9d4d7aae8","source":"youtube","source_id":"Ugz8XE3wQ5-KCgFHFWt4AaABAg","content_type":"comment","title":null,"body_preview":"Um no thank you. I like my privacy & criminal minds will operate no matter what... This is a terrible idea. 1:07:41","author":"@rachel_lemar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"94747875-ab3b-4070-99da-37fac650ee51","source":"youtube","source_id":"UgxCc5vZryCATrW7CBl4AaABAg","content_type":"comment","title":null,"body_preview":"All the beautiful words of their friends and family… it’s heartbreaking. What a senseless and awful tragedy","author":"@aj32769","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"1055e08c-d705-4658-b511-1aedf439e0fe","source":"youtube","source_id":"Ugz_4iJzsPbZrH8ehvt4AaABAg","content_type":"comment","title":null,"body_preview":"30:57 Kendall's impersonation of the ChatGPT readings is top-notch 😂","author":"@TheLillaMymlan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"fe8860ec-a236-4cd1-9cb3-73e207c3a9e4","source":"youtube","source_id":"UgySSwAJKvc9WctRRll4AaABAg","content_type":"comment","title":null,"body_preview":"long time viewer from Bangladesh here. thank you for covering this case.","author":"@romanticizing_grief","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"fc00c516-55d2-4474-8914-550a938d58e4","source":"youtube","source_id":"Ugw9_MkoZBch8GzjERh4AaABAg","content_type":"comment","title":null,"body_preview":"That sheriff is a hell of a storyteller, everything about his speech to the press was incredibly open and really humanised the victims. I don't think I've seen many clips of these kind of press confer","author":"@KitKatDub","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"2e2a0d62-1292-4e6e-a1f4-a3f496a16e73","source":"youtube","source_id":"UgwY0ud6shXfERfcWPN4AaABAg","content_type":"comment","title":null,"body_preview":"This is so surreal. I’m a student at USF Tampa right now and I remember seeing the initial missing posters, and thinking they were some sort of sick campaign poster at first, until I heard the news. M","author":"@numberoneakitofan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"be6d151f-eb5e-4953-a3d9-5eacc4792326","source":"youtube","source_id":"Ugx69i5XBBUxPEDyPQx4AaABAg","content_type":"comment","title":null,"body_preview":"I’m sat thank you for covering this it happened in my hometown thank you for sharing the story","author":"@kaylahholley4781","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"66ef9a17-b1d8-4499-a5db-7666a955203d","source":"youtube","source_id":"UgwdKS4Db2eiGlSHprp4AaABAg","content_type":"comment","title":null,"body_preview":"can you cover nolan wells!! please! it’s still on going but definitely sketchy","author":"@elisasoriabejar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"7e17e73f-e479-4739-9f3e-8234cf6ab4ed","source":"youtube","source_id":"UgzzyIlLd0JzT2g946t4AaABAg","content_type":"comment","title":null,"body_preview":"I absolutely agree with you these platforms need to be held accountable in some way. It is very disturbing that there are not currently any kind of parameters in place. This also brings to mind cases ","author":"@LynzRodstruecrime","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","false_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"e326af87-2599-44cc-b2bd-98349d664e10","source":"youtube","source_id":"Ugxo5PAswQzikD3qP_14AaABAg","content_type":"comment","title":null,"body_preview":"This is my first time hearing about this and wow this is so heart breaking. Imagine moving to another country so far away from your own all for this to happen. My condolences to the victims family’s. ","author":"@PrettyLovex3","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"df67b789-86b6-4f0f-a11e-4cecdeedecf0","source":"youtube","source_id":"27FMCUIYXnE","content_type":"post","title":"The USF Double Student Homicide: The Case Of Zamil Limon & Nahida Bristy","body_preview":"#ad Go to https://buyraycon.com/kendallraeclip to get 20% off. Thanks to Raycon for sponsoring!\n\nSupport for the families: https://www.gofundme.com/f/support-for-zamil-nahidas-families\n\nCheck out my f","author":"Kendall Rae","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","self_reference","genuine_specificity","commercial_intent","call_to_action"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=27FMCUIYXnE"},{"id":"497e3ca5-cde0-467a-99e0-8abcfc8ee107","source":"youtube","source_id":"Ugxc90AYMl9UT99iB9t4AaABAg","content_type":"comment","title":null,"body_preview":"American Patriots don't give a fook what Bunter Hiden does , feels or says. He is totally irrelevant ffs.","author":"@BrettDwyer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"16357916-8096-4267-9525-c027be1ffc4d","source":"youtube","source_id":"UgwRFhGgANsOJCHd85x4AaABAg","content_type":"comment","title":null,"body_preview":"hunter biden is a criminal who was exposed by trump so i don't expect him to ever like trump","author":"@benbharvey","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"42741215-4c74-4419-9d63-18bbd2c555c8","source":"youtube","source_id":"UgyE9s_bx3u_V24ZAYl4AaABAg","content_type":"comment","title":null,"body_preview":"USAID , biggest scam ever. 😂😂 These people are just unbearable .","author":"@SMK_2526","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"e3eaf112-fdf5-4480-9c2e-097ac520fded","source":"youtube","source_id":"Ugw8ouwPIx7hb6Hc7OJ4AaABAg","content_type":"comment","title":null,"body_preview":"TDS is so fucking real. Imagine waking up and thinking about someone who don’t know you everyday hahaha. LOSERS","author":"@kendrickbiles7077","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"2b10703b-4c38-48ef-baa3-0610d15c5647","source":"youtube","source_id":"Ugyy5Ly_JRqQAYpbf-V4AaABAg","content_type":"comment","title":null,"body_preview":"Lieing losers evil free masons trying to destroy countries telling lies .\nBiden advertised the goat with horns on the internet serval years ago on internet thats free masonry hunter should be in jail ","author":"@PerryOlheiser","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"0fd347a7-3be5-404a-82d3-c672b5c18b6d","source":"youtube","source_id":"Ugz0Td28QdmW8rp0lKd4AaABAg","content_type":"comment","title":null,"body_preview":"Rita tells us about Australia if you can please we are concerned for your country.","author":"@bobcruse624","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"439f0bc6-664e-456f-a18b-16c649a48d29","source":"youtube","source_id":"UgxkI3o5pzjgf-NsAmx4AaABAg","content_type":"comment","title":null,"body_preview":"Nobody buying their evil shit these fkrs are evil beyond all comprehension celebrate the murder of offarther because he he had difference of opinion, rip Charlie you will have statue's in bronze made ","author":"@rachaelhouchin-ek3pj","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"c34379c0-919b-4d90-a0fd-3f269dc9dfc7","source":"youtube","source_id":"UgxFeZsGYiX6q-WVjtV4AaABAg","content_type":"comment","title":null,"body_preview":"Hunter Biden is a terrorist also he is a known krakhead he & his daddy had a stopover in Rio De Janeiro,  best place to get fresh COCAINE in the world... He's a loser not helping anyone but his self h","author":"@DeanRasera","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 Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"3d1711c0-458c-44b2-8028-e8b1d64783e8","source":"youtube","source_id":"UgzpMx7E7pghb4XJrDN4AaABAg","content_type":"comment","title":null,"body_preview":"DONALD  TRUMP  O MAIOR   E MELHOR  PRESIDENTE DOS EUA  \nELON MUSK  MARAVILHOSO  \nE VC SÔ É UM MERDA 💩💩💩💩💩👹👹👹👹👹👹","author":"@martapenaroti7756","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"ae921bc2-5f57-4864-af5b-34e5e6f2a21d","source":"youtube","source_id":"UgyuTLBqcal2dKFa2QN4AaABAg","content_type":"comment","title":null,"body_preview":"You lost your cocaine in your daddy’s White House you damn crackhead fool","author":"@PatrickGraham-h4u","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6322344322344321,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"9a3c94fd-ba64-4bbe-b077-a6d0fd5265d5","source":"youtube","source_id":"UgybnCB6Js9cYvgQXQB4AaABAg","content_type":"comment","title":null,"body_preview":"Has Rosie heard about the pied-a-terre tax her uninhabited home in NYC would have imposed upon it?","author":"@kokonut6215","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"a76ebda6-2a1a-4b14-b967-519a2011523a","source":"youtube","source_id":"UgxxD1DMw5a20DP0ctp4AaABAg","content_type":"comment","title":null,"body_preview":"Treasonous criminal Harris certainly has proven to all lawful Americans citizens that if her truck loads of criminal evidence is lawful well then her victims csn also return the favor","author":"@ChildofGod2331","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"584148d6-a2c2-4ae2-a181-ccbc0783a68f","source":"youtube","source_id":"UgwJs9uV7t52Owd3pJd4AaABAg","content_type":"comment","title":null,"body_preview":"TDS is a Dangerous Variant of WMV. Help stop the spread of the Woke Mind Virus. \r\nMake a contribution to the Republic; never put an X next to a Democrat.","author":"@richardcallihan9746","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.5472527472527472,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"d0b0c968-a77e-4fd2-8db8-192feab20d29","source":"youtube","source_id":"Ugz44ZERpH6uNvRjMGN4AaABAg","content_type":"comment","title":null,"body_preview":"Hunty poo says it all, wot a cheap skate Richard head. Yeah real fishy. \nHis dads mob F`D us up for nearly 4 effin years, WANNA GO BACK TO THAT CRAP?\nNever put an X next to a ratocrap. Come eee .Rat a","author":"@malleg5475","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.47124882408278457,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"0128bf73-273b-4fda-8846-2d48cda9cf8e","source":"youtube","source_id":"UgyDbRIYrEpyHbRMKah4AaABAg","content_type":"comment","title":null,"body_preview":"Soft drink mega can seller in da white house, hidden in small bags.\nIn dust form, who owned that?Was it Huntypoo or mash head Jo.\nPut yo answers below, day got away wid dat.","author":"@malleg5475","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.47124882408278457,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"98d49884-097a-42f1-bbe8-675f7c04b423","source":"youtube","source_id":"UgyyqdIwcOlAgJIs7jh4AaABAg","content_type":"comment","title":null,"body_preview":"Who on earth listens to a biden ? My ears can't hear any of them..","author":"@bobbyplatt7654","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"0919fca8-6181-4222-8776-58fbb194ed71","source":"youtube","source_id":"UgwDmNSiwdYnCiA0OoF4AaABAg","content_type":"comment","title":null,"body_preview":"😂 She's upset because her cash flow got cut off, along with Hunter.","author":"@DragonHawk-n5u","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"aecb89fd-c1d1-4e2b-9bd2-f0201794ab45","source":"youtube","source_id":"UgxegxYn5sFaaW2k2pB4AaABAg","content_type":"comment","title":null,"body_preview":"Who the heck is she? Wot some other influenza , or should it influenser?\nI`d go with da flu, another bug reaching out, we had a jabba dabba ding dong thing agaist wot she him her it spouted.\nFrom Fowl","author":"@malleg5475","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.47124882408278457,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"b87f31a0-3568-4c75-a5f9-2f5ec229d02a","source":"youtube","source_id":"UgzTtL-f9yngNA8be7B4AaABAg","content_type":"comment","title":null,"body_preview":"Rosie's judgement against trump is like the kettle calling itself black😅","author":"@danielmoffett1772","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O5Iuw40waEk"},{"id":"9884fbf9-c426-43ee-80cf-6626340e745e","source":"youtube","source_id":"UgzhKs-L4EwrcdLarK94AaABAg","content_type":"comment","title":null,"body_preview":"This Francesca Hong woman is the last person you want to make a governor of a state. She is completely delusional and crazy. She wants to let out all the criminals out on the streets of America. 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La conocen pero el Ego ..es mal consejero 😂😂😂😂😂","author":"@MadmaxFuryroad-x1u","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcgsurIp_Wg"},{"id":"cce37b13-bb9a-4768-85c5-d655541b79b2","source":"youtube","source_id":"Ugw5Vzto1gbLH3cmyN54AaABAg","content_type":"comment","title":null,"body_preview":"Por Dios corea del norte no puede con nadie...dejen de ser idiota con dos misiles no se ganan las guerras.miren Rusia más claro no canta un gallo.","author":"@OlexisDuarte","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcgsurIp_Wg"},{"id":"7fccc2a4-3d52-4e74-be73-eb1bd240572f","source":"youtube","source_id":"UgyVWYEHIVFtMq3NkPt4AaABAg","content_type":"comment","title":null,"body_preview":"Esto es desinformacion , comenzando con que Korea del norte , hable bien no su presidente , esta vendiendo armas pero no es ni la milesima parte que ganan las empresas norteamericanas de armas , les r","author":"@jorgeadaro8866","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcgsurIp_Wg"},{"id":"f4dfd056-871f-4dcb-8f6d-7876964563fb","source":"youtube","source_id":"UgwEDqA3V5tVyjC340d4AaABAg","content_type":"comment","title":null,"body_preview":"El oso tuvo q acudir al asesino dictador de korea para poder doblegar a un pais pobre y desarmado","author":"@michelurra3775","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcgsurIp_Wg"},{"id":"b5b94e7b-132d-4e75-8808-163c6a767536","source":"youtube","source_id":"UgwE3pZFgfQiBc-Oy2V4AaABAg","content_type":"comment","title":null,"body_preview":"Urge aliados a México \nY poner sus fábricas bélicas en mera frontera norte de México","author":"@r.hillution4525","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcgsurIp_Wg"},{"id":"23eba604-cbf5-4b22-a78a-fe9a10bd93ed","source":"youtube","source_id":"UgzNkUm7AWqUO4nDYWp4AaABAg","content_type":"comment","title":null,"body_preview":"En esas bases ban a caer los misiles nucleares de EEUU😎","author":"@IranCastro-n9e","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcgsurIp_Wg"},{"id":"c00cc07c-1209-487a-abbd-d1f4947ef3de","source":"youtube","source_id":"UgxrXwT89HGFxmxZBt94AaABAg","content_type":"comment","title":null,"body_preview":"Esto es una mentira de uñas del pie hasta la coronilla, porque implica concluir que Rusia ya no tiene sus propios recursos militares o económicos. 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That fucked is DeBo. Still robbing people😂","author":"@Chris66144","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"7cb219d7-2302-4bf4-90bd-860002d540ef","source":"youtube","source_id":"UgzrDvDgornrjzHGY4h4AaABAg","content_type":"comment","title":null,"body_preview":"I know 'billionaires play by different rules' and all that, but how good of a guy is Ballmer really if he's cheating all the time? I guess everyone just feels like they have to say \"he's good people\" ","author":"@allphornunn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"53fcab26-d4e6-4734-93c1-7a2175ec6e2d","source":"youtube","source_id":"UgzbhN9PrR2LuH1dcjB4AaABAg","content_type":"comment","title":null,"body_preview":"This does not affect Kawhi in any way because no one cares and no one hates Kawhi.","author":"@wil0523","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"89b5b977-4b67-4990-b6ab-c129459ed036","source":"youtube","source_id":"UgwFa0jVJ5LSkczLMYl4AaABAg","content_type":"comment","title":null,"body_preview":"A year? I was expecting he would say life ban from the NBA for anyone involved","author":"@ArmandoKozomara","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"74e8075c-1286-4e7a-8509-4f7b10c11e0d","source":"youtube","source_id":"UgzJXvmU7E16X7J02Zd4AaABAg","content_type":"comment","title":null,"body_preview":"imagine this being true and y’all never won a chip and he’s barely available to play for u","author":"@firstchain_prominence","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"0b3d88b5-d535-4e14-ae16-b1c11bb6a039","source":"youtube","source_id":"UgwQzn42ycwsrPwyY0J4AaABAg","content_type":"comment","title":null,"body_preview":"Cant blame that man 4takin the 💰 any1 wouldve done that","author":"@Str82DaPoint","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"b04fa5b2-f242-4655-9e90-1653bb8f6068","source":"youtube","source_id":"UgyXi2_D5AADZjBX5kt4AaABAg","content_type":"comment","title":null,"body_preview":"ESPN trying to take credit over his new job Meadowlark Media company is so shameless... \"Former ESPN reporter Pablo Torre\" instead of saying \"by Pablo Torre with Meadowlark Media company\" man do I hat","author":"@drewskills20","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"e649c4bb-7d52-4ecb-8d10-7050ea4ab225","source":"youtube","source_id":"UgyWzFno647mDlBjGiR4AaABAg","content_type":"comment","title":null,"body_preview":"Who listens to Stephen a Smith? How can he ban Kawai? That’s literally never happened, knorr could it unless he was gambling or doing something illegal.","author":"@quantum_beeb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"b615e864-c6d5-412f-9323-085375267855","source":"youtube","source_id":"Ugw8LGmCB_TBJ1kMjvx4AaABAg","content_type":"comment","title":null,"body_preview":"Let's give him a year and a half off like they did for Jordan","author":"@randyo8516","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"f229fea4-2c34-4ebb-b1c3-0d0ae7e82f5b","source":"youtube","source_id":"UgySIKbLxNUSqCbOklx4AaABAg","content_type":"comment","title":null,"body_preview":"Why does Stephan wear his hair half way back on his skull?","author":"@buddy7616","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"989ebfcd-187e-40a4-9fc0-e4ac3362448f","source":"youtube","source_id":"UgzrIDeL1ZMCR5JjAWZ4AaABAg","content_type":"comment","title":null,"body_preview":"Clippers can’t get an owner who isn’t messy 😂 I’d fine the clippers the exact amount they paid Kawhi off the books whether it was $50M-$100M whatever. Ballmer has to stay away from any and every NBA p","author":"@Marshall0714","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":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"8cdceeda-2adf-4e03-aeb5-b76eda251544","source":"youtube","source_id":"UgxW7uxl1c1NpKmIntB4AaABAg","content_type":"comment","title":null,"body_preview":"Steven A\"steve baller, very nice very good man\".\n\nAre you when you get caught doing multiple shady things, im sure if you dig more you'll find more.","author":"@thorvader3875","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"11428996-1802-47ad-a551-ebcf8f2da33a","source":"youtube","source_id":"Ugz6S5W-UN86r5jOUk54AaABAg","content_type":"comment","title":null,"body_preview":"Doesnt matter. Whoever Kawhi plays for, he will get a slight cold and miss 80% of the year.","author":"@Witchblade44","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"c6dba244-86b3-4fe9-bfc0-c321a9441e68","source":"youtube","source_id":"UgzLBa6ePqFVFw2__VF4AaABAg","content_type":"comment","title":null,"body_preview":"SAS finally is wearing suits that fit him and look ok!","author":"@kippreggelogan9570","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"97698d51-e5fb-4989-afa0-e4bea7056912","source":"youtube","source_id":"Ugzv122PNfqTuxdmVzh4AaABAg","content_type":"comment","title":null,"body_preview":"Why would Kawhi risk hundreds of millions for a couple million? What a dummy !","author":"@realtalkwiththeking7862","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"f88d6e5a-afb0-451f-af4f-833fd99e16f6","source":"youtube","source_id":"UgwC60izs3mrqxyixGx4AaABAg","content_type":"comment","title":null,"body_preview":"So kawhi gets yr ban for illegal payments but the others guys gets prison time🤔🤨🤔","author":"@xhanxe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"104a7fee-8898-40a6-8042-bf3ed93cfbc4","source":"youtube","source_id":"Ugx2jdpMG_0wBJvQkut4AaABAg","content_type":"comment","title":null,"body_preview":"Of course SAS completely misunderstands the Aspiration situation, in and of itself. Sandberg defrauding investors is not mutually exclusive with Ballmer et al running BLATANT cap circumvention through","author":"@ogLogLogLogL","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"ecf1344a-5b9d-473f-a0ee-016dd0acc0fd","source":"youtube","source_id":"dnk7lx6-1E0","content_type":"post","title":"Stephen A. says Kawhi Leonard 'SHOULD BE BANNED!' | First Take","body_preview":"Stephen A. Smith and Chris Canty join First Take to discuss Kawhi Leonard having an undisclosed sponsorship agreement allegedly worth millions of dollars with the company that designed the Clippers' v","author":"NBA on ESPN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2968674150160911,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dnk7lx6-1E0"},{"id":"95c6d939-f852-4137-aefe-746c6313be26","source":"youtube","source_id":"UgyHS-j2trEz1A7jixN4AaABAg","content_type":"comment","title":null,"body_preview":"The greatest president May I please have a barf bag.","author":"@hayley1487","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"3e3f7a31-da0d-4088-a12b-78c202a63899","source":"youtube","source_id":"UgzZYkhNtcznby9_0nt4AaABAg","content_type":"comment","title":null,"body_preview":"As they should be investigating him. But republicans should want that too. This shouldn’t be a partisan issue","author":"@justinpatrick1974","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"54af3d4d-7263-4644-8248-c7f09af6c90f","source":"youtube","source_id":"UgzKmj8K16LyIS6fBL54AaABAg","content_type":"comment","title":null,"body_preview":"he was already impeached twice and it went nowhere.  That is why we need a strong Senate to vote for a conviction this time.     \nAlso, why would he need an IRS immunity if he did nothing criminal ?  ","author":"@FreeDemocracy-2025","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"581e23bc-21ae-4f82-a8d3-1841e26b902a","source":"youtube","source_id":"Ugxyfrrc9WdHqwpWVPJ4AaABAg","content_type":"comment","title":null,"body_preview":"Release the Epstein files NOW and in FULL. \nIt's not complicated. \nInvestigate indict imprison them.","author":"@donnavorce8856","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"5fab37ac-1855-47c7-a50a-c6f26179cb48","source":"youtube","source_id":"UgzBL1QYOTdVPL3LX0R4AaABAg","content_type":"comment","title":null,"body_preview":"That’s not as great a response as all the memes make it out to be. Glad I was able to watch it to see what he said and how he said it.","author":"@gertyterry1897","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"12ebd195-ccc1-42a6-82c8-3d39a87a7bb9","source":"youtube","source_id":"Ugy3V-vTS3P6rLkU5Gd4AaABAg","content_type":"comment","title":null,"body_preview":"He'll always claim he's the winner. Not because he can't see or understand his failure. His belief is that the declaration changes what other people think.","author":"@Yeahbutt-x6n","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"b83f9888-abf6-4fdd-99c5-88fb9c89d177","source":"youtube","source_id":"Ugxz6zQuoGdypywV00x4AaABAg","content_type":"comment","title":null,"body_preview":"Let's hope ......🙏.....bring on the impeachment  and ALL  the investigations of all of them","author":"@mo777-chg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"13e6c8e5-13fb-42e4-b11e-6996a5ab7cfa","source":"youtube","source_id":"Ugw092W_-REs_1ebATp4AaABAg","content_type":"comment","title":null,"body_preview":"Hell no, he's as great as he thinks he is, but I say no he's not great he's a corrupt liar, cheat and crook.","author":"@doloresdominguez2443","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"cd81111d-29c6-48d3-b776-d351c97d230d","source":"youtube","source_id":"UgwHuNxd8xDmqWgWbzd4AaABAg","content_type":"comment","title":null,"body_preview":"Those \" a lot of people\" is single-victim tinnitis.","author":"@KriticalThinker137","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"b3af800e-7db7-4c65-a51b-c0f6ca038c8f","source":"youtube","source_id":"UgyMcsOIlXUBJwHVmGJ4AaABAg","content_type":"comment","title":null,"body_preview":"We need to get on this now.....way lots to look at!","author":"@katefontaine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"db80aaac-8efd-4f9b-9e13-39745e543f76","source":"youtube","source_id":"Ugy5mVgL-RnJwwlb51p4AaABAg","content_type":"comment","title":null,"body_preview":"Its closing in on crunch time, yeah baby ! I suspect though when the SRHTF the Creature ur the Thing will at some point ATTEMPT (key word) ATTEMPT to flee the country, one way or another. 😮","author":"@Michael-t3i2e","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_language"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"580cba28-83d5-4948-906e-13ea8916c6a4","source":"youtube","source_id":"UgwXM7fQTQR_3dww61h4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is the worse President after 250 years of Presidents.   He needs to be impeached to get rid of the cancer living in the white house.","author":"@Hotpcmman1","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"638fecf6-baa1-4f37-a3ba-5cb12c0cc51a","source":"youtube","source_id":"UgwH6QaMsGN02g_R9-p4AaABAg","content_type":"comment","title":null,"body_preview":"He would have called a female all sorts of bad names.","author":"@kayebennett32","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"d0f751bb-cd4f-4b07-a9c4-6cc2d726b343","source":"youtube","source_id":"Ugx_DgfM4AtT5YZ9ymN4AaABAg","content_type":"comment","title":null,"body_preview":"They shouldn't bother with impeachment because nothing will happen until after he is out of office. He needs to be investigated for fraud, the crypto stuff, all of the cronyism and corruption, then ch","author":"@Rippypoo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"54ec6015-1bcf-401d-b4c0-028114897baf","source":"youtube","source_id":"Ugzc_Fil5KZVVR0BSl14AaABAg","content_type":"comment","title":null,"body_preview":"Hopefully he gets dragged him out and marooned on some island . \nTake his money, distribute it to the health care and education system","author":"@davidhaynes3126","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"0bde0f81-bc3c-4c9f-ac73-a586fc0e0207","source":"youtube","source_id":"UgzemCI5rkCOngtOkqV4AaABAg","content_type":"comment","title":null,"body_preview":"Ha ha ha ha he has lost his friggin mind!!!! Every person with a normal mind thinks he is the worst president and most corrupt person. Not even corrupt president because only so few are or have been p","author":"@MarkHill-o5j","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zk1y9Cqx7f8"},{"id":"99e0002e-c472-453b-a28d-854fb96f0b90","source":"youtube","source_id":"Q9URCTFYkMo","content_type":"post","title":"Brooks and Capehart on what progressive primary wins mean for Democrats","body_preview":"David Brooks of The Atlantic and Jonathan Capehart of MS NOW join Amna Nawaz to discuss the week in politics, including how progressive wins in Michigan could signal a leftward turn in the Democratic ","author":"PBS NewsHour","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary_around_quotes"],"bot_score":0.3673150379993165,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q9URCTFYkMo"},{"id":"17d93be3-3c3c-4ddb-ade6-769d46920be7","source":"youtube","source_id":"UgzZRXM2S24drbNaG0V4AaABAg","content_type":"comment","title":null,"body_preview":"Also- it doesn’t matter if she “walked away from it” or not, or covered it up or not. She still killed her own 3 kids. She didn’t just shoot them and they were gone in 2 seconds. She strangled them in","author":"@AndreaBoyd-f4k","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"43453fdd-3138-40a5-b273-fda41e704d24","source":"youtube","source_id":"UgwDT10enyEu3vdkotV4AaABAg","content_type":"comment","title":null,"body_preview":"As an RN I can say there is definitely still stigma of mental health in the medical profession. Not with everyone, but still a lot of people dont want to deal with it, have a negative view of people w","author":"@amandamcfarland8554","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"b9a38918-7b7c-44b7-9526-54349e502ae6","source":"youtube","source_id":"Ugw2G6TGWaSXMMXFo3Z4AaABAg","content_type":"comment","title":null,"body_preview":"Sleeptraining... I didn´t even know that this was still a thing these days because I was sure that  parents an professionals know now that this is simply abusive. Letting babies cry all alone for more","author":"@yeahB","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 Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"a3f03bb6-b912-49ae-85a1-06bb34e7adfc","source":"youtube","source_id":"UgyxEpsAvIggYzSSvZZ4AaABAg","content_type":"comment","title":null,"body_preview":"She is a nurse, if she was serious about killing her self like she did the children, she would have known which vein to cut or how many pills to consume.","author":"@ranaadelswiess2080","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"24419a6b-869d-4573-a099-16d5b153cce1","source":"youtube","source_id":"UgwvBFomS9o762UOe4R4AaABAg","content_type":"comment","title":null,"body_preview":"I really feel for her. I think the only people who dont have any empathy for her are the women who had easy pregnancy and post partum experiences or men. My friend went through this and i didnt know. ","author":"@cancerlight7842","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","natural_digression","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"1476c5ae-e6b1-40b3-9f81-96da3133f973","source":"youtube","source_id":"Ugxvjl-GN-10eVsdd5V4AaABAg","content_type":"comment","title":null,"body_preview":"I'm still not believing she heard someone tell her she had to kill the kids. Maybe out of her mind, but that's too far unless she's schizophrenic.  If she wanted to kill herself, she would have.","author":"@Carolyn-l3e","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 Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"b1aae82b-d089-4001-8cd0-0c8675548810","source":"youtube","source_id":"UgxNxJwJsJ0QgTTIufN4AaABAg","content_type":"comment","title":null,"body_preview":"I do not buy it for a minute . She was not experiencing an episode of sychosis when she killed her kids. I think she was just not happy in her marriage and sought attention from her husband. I believe","author":"@klw3876","classification":"human_created","confidence":0.82,"indicators":["strong_opinion_without_equivocation","emotional_authenticity","platform_native_voice","imperfect_expression","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"5d21a458-e1b8-457f-8526-125e6ec03d10","source":"youtube","source_id":"Ugxr1TO_gNw91rgtQh54AaABAg","content_type":"comment","title":null,"body_preview":"Bro moved to NY after his wife killed their children. 4 months later he was dating another woman and has already remarried. Yikes.","author":"@jessicacashmore4267","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"809e7c7b-dff5-4434-b650-547480166a61","source":"youtube","source_id":"Ugxtg-oAd45Rs_SMbcd4AaABAg","content_type":"comment","title":null,"body_preview":"Ashley....  you know now there are a lot of people think the husband  did it. Which I think that is just crazy...","author":"@sheilasweet957","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"b20511b3-a0a0-4400-89e8-6acd4fa0b952","source":"youtube","source_id":"UgwOBsI-aV__wHp19Hh4AaABAg","content_type":"comment","title":null,"body_preview":"Did anyone consider that the medication was a desperate attempt to stave off the psychotic episode on D Day and not correlating to the suicide attempt at all?","author":"@ozmonto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"49ece165-3772-469e-a044-889e2945d31e","source":"youtube","source_id":"UgzELYKnmTK3KhQN1fF4AaABAg","content_type":"comment","title":null,"body_preview":"I've been watching the trial. I have yet to see a tear from LC.  I've seen shoulders shaking, I've seen her hair shrouding her face.  I've seen appear to be weeping with her hands covering her face. I","author":"@westwind161","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","personal_experience_comparison","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"3ecc47cd-0680-48f6-bd2f-d4129389f8a4","source":"youtube","source_id":"UgzCVuQI1CkNt3lPbIp4AaABAg","content_type":"comment","title":null,"body_preview":"Why are they even having a trial?  She said she killed her sweet baby's  so why waste time and money on a trial! Judge just go ahead and give her the death  penalty ! She is guilty she dont deserve to","author":"@Sandra-n4j","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"14cd203c-0b45-4810-87b8-9857f320cac4","source":"youtube","source_id":"UgwTtIzLb036cqERPlh4AaABAg","content_type":"comment","title":null,"body_preview":"I would like to see her in prison ❣️🙏🙏🙏for Life!!!","author":"@vickiegraham450","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"caaac956-9245-4228-ad15-1757d9ec9adf","source":"youtube","source_id":"UgxLDglgDfJl5iXwgHZ4AaABAg","content_type":"comment","title":null,"body_preview":"Why is Noone mentioning that she was hardly taking the meds she was prescribed","author":"@cindy-hz2xb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"68de1b36-f1e5-4141-8cbc-639fe9b9a291","source":"youtube","source_id":"Ugz-VLAJmcSahQuK5KV4AaABAg","content_type":"comment","title":null,"body_preview":"You know what I wish went to trial.. the WATTS case 😮‍💨","author":"@KellyJ-918","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"49277092-4e0c-4149-84b2-1abbff2dbd5f","source":"youtube","source_id":"Ugzlnt2PdekrobHd7WV4AaABAg","content_type":"comment","title":null,"body_preview":"The nanny you said was in 2022. I didn't think the post partum started yet?it started after the 3rd baby.","author":"@0_vr_gt","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"c460e9e8-60f9-4ff8-bdf9-970ac23533d6","source":"youtube","source_id":"UgzAylGCWNnlAtIieu54AaABAg","content_type":"comment","title":null,"body_preview":"We can’t murder children and claim psychosis made us do it. If we allow that a lot of children will die.","author":"@connieduncan4239","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0.38714276456483687,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"81a8dea6-faf3-4267-ab2d-8abca851ec49","source":"youtube","source_id":"Ugw1SPoKy1oF8DkN4tx4AaABAg","content_type":"comment","title":null,"body_preview":"She is still a nurse, had the knowledge.  If she wanted to kill herself she would be dead, as dead as her children.  I don't think it's right to let her off the murders of her children because she was","author":"@LilRedlady413","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"c190f4d7-9b0d-493b-a5a9-ac54c3d18e1a","source":"youtube","source_id":"UgzZLUiX6VXu4b2egMR4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t understand why her husband was not more of an advocate for help. She told him she wanted to harm the kids. If my husband told me he wanted to harm my dog, I would not leave him alone with him.","author":"@julie6385","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","personal_analogy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"5df49e16-33ce-46c1-ac08-7b24a0a3b82b","source":"youtube","source_id":"Ugxeev2aW9_w8Kb_X8p4AaABAg","content_type":"comment","title":null,"body_preview":"If you murder a child you should be willing to take whatever punishment you get.","author":"@connieduncan4239","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.38714276456483687,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"177815f8-2ea7-45b8-adf7-65bb90d38c77","source":"youtube","source_id":"UgwP8xLqOcQmQN4hm-h4AaABAg","content_type":"comment","title":null,"body_preview":"Ashley, I find you  critical of Lindsey without considering her medical issues & her heavy  medication.","author":"@melsafken764","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"8de6daf0-ce03-4035-928a-d29f06ae8268","source":"youtube","source_id":"Ugx-kZCIAVD0AByqx2h4AaABAg","content_type":"comment","title":null,"body_preview":"My heart breaks for all involved! I don't see her like cold mama killers I've seen before, but dear Lord what those babies went thru and the families! Someone should pay. And google how to kill someon","author":"@ThatWitchJai","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"b170b617-9b9a-4c7c-b514-53dffaa5f03a","source":"youtube","source_id":"UgzddRs1w5nossDAE8d4AaABAg","content_type":"comment","title":null,"body_preview":"It's so very sad to think about what a good life she had - a career that she loved, a happy marriage, three beautiful children, a cozy home, friends, etc...all destroyed. So sad.","author":"@sueandpatrick","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"ccd1dc56-261c-489a-8a85-7cc14fe5d65e","source":"youtube","source_id":"UgwgGcABW93U8Scf6Ql4AaABAg","content_type":"comment","title":null,"body_preview":"Try Wildgrain: Get $30 off your first box and free Croissants for life when you visit https://Wildgrain.com/BANFIELD, or use promo code BANFIELD at checkout.","author":"@DropDeadSerious","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","marketing_spam_or_seo_text"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"e1c75fc3-eb9a-4c66-8116-8c5563119e33","source":"youtube","source_id":"0ZI7-9R97LE","content_type":"post","title":"Calculated Killings? Stunning New Evidence Raises Serious Questions | Lindsay Clancy Trial","body_preview":"Was 35-year-old Lindsay Clancy a mother consumed by severe postpartum mental illness or a calculating killer who sent her husband away before strangling their three children? Lindsay Clancy, a former ","author":"Ashleigh Banfield x Drop Dead Serious","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","marketing_spam_or_seo_text_posted_by_bots_is_ai_generated"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZI7-9R97LE"},{"id":"cc9d82a3-b125-43f1-8f24-f4a422bc9e20","source":"youtube","source_id":"UgySjMNJqrjNKzzHxxR4AaABAg","content_type":"comment","title":null,"body_preview":"They want you to think that Epstein was emailing VICTIMS to brag about their nights of abusing little girls. \nThe lawyers of the guilty tell the DoJ they want their clients to be treated like victims ","author":"@StephenHanson-z4e","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"1a56c305-0355-4846-b631-75113ca2d3d2","source":"youtube","source_id":"Ugwza_7fcUkawN4szjN4AaABAg","content_type":"comment","title":null,"body_preview":"All those evil dirtbags must pay for what they did.","author":"@user-xt4wu2lp7u","classification":"ai_generated","confidence":0.6,"indicators":["missing_personality","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"a94b768d-609e-4375-9371-64b803be2a5d","source":"youtube","source_id":"UgzxW9CAec1NZ_1flvJ4AaABAg","content_type":"comment","title":null,"body_preview":"This will be posted on  Social Media to debunk Trump's fake news lies.","author":"@wonderchild53","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"fdccc14f-f5e7-4c10-929e-ce3a2f99fabe","source":"youtube","source_id":"UgzM4fZ_qXpYmlX3Ubx4AaABAg","content_type":"comment","title":null,"body_preview":"Katie and MTN may be the ones who finally blow the lid off this horrific scandal.  You are all wonderful and we're blessed to have you!","author":"@LauraP.-zy6vp","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"257a07bf-d75e-40c0-86e2-b35b2fedb238","source":"youtube","source_id":"UgzJYxPGJ6iOgBT5FOt4AaABAg","content_type":"comment","title":null,"body_preview":"If what you claim it true then it means that the Biden administration was either corrupt or incompetent. Which or both?\nIf all that stuff is in the and Biden's DOJ didn't throw those charges while law","author":"@AmericanMadeMud","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"bf6349dc-d38a-4506-b29e-ca12a019ca8a","source":"youtube","source_id":"UgzWpgbDVIs1aDdhGO14AaABAg","content_type":"comment","title":null,"body_preview":"Trump and his cronies not only try to change history and rewrite science, they also try to change the English language. 😂","author":"@Justwantahover","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"76d9194c-1e40-4ac5-8cf2-758e8f846020","source":"youtube","source_id":"UgwKcC-Kg64fHRhonQx4AaABAg","content_type":"comment","title":null,"body_preview":"Blanche isn’t going to comply; he’s not concerned about getting in bad with the court. He’s just been confirmed; he will remain the USAG for the remainder of Trump’s term, doing God knows what damage ","author":"@malcolmcaluori3197","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"00de5282-4c41-4b7d-aade-43365590a912","source":"youtube","source_id":"Ugyt6A5C1X5Ima2_s5x4AaABAg","content_type":"comment","title":null,"body_preview":"I hear this over an over an over an nothing happens how many more times  ,going hear this .","author":"@CatherineMcelwee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"ac5046bf-a566-4b14-a834-742114040d1d","source":"youtube","source_id":"UgwEHKp2UUtaqulIzzt4AaABAg","content_type":"comment","title":null,"body_preview":"Contempt of court.  Consequences, not delay extensions.  MAGA is laughing a the judge pretending to be so serious while at the same time playing the delay game with the criminals.  No consequences mea","author":"@brucedavenport","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"263460e2-c680-48e0-ac87-5124d68e22fc","source":"youtube","source_id":"UgxkOuwXx8VY-3qVKhd4AaABAg","content_type":"comment","title":null,"body_preview":"So how is ordering the DOJ to provide a timeline for compliance considered to be getting tough on a previous order to actually do the work and bring the products to court?  What comes next?  Order the","author":"@brucedavenport","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"96f8f722-3368-4a90-a65f-c94bd7dd0175","source":"youtube","source_id":"UgzwXPgCxiBAg3T-H7d4AaABAg","content_type":"comment","title":null,"body_preview":"Todd blanche should be in prison just like all the rest of them.","author":"@alovett9777","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"f2561fc8-db0b-4cfe-b5d6-86f9f27009d2","source":"youtube","source_id":"UgwSs4Uskf_qNPVjiqR4AaABAg","content_type":"comment","title":null,"body_preview":"Where is the new stuff why do I keep getting stuff 3 to 6 days old we need to stay on top this","author":"@melaniestarkey7868","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"ecf50b45-46a2-4a9a-a9ce-73efe7954a76","source":"youtube","source_id":"UgwRkeRDUPR4uTGtq6R4AaABAg","content_type":"comment","title":null,"body_preview":"Maga America you can't identify as transgender but you can identify as a victim","author":"@TimAnderson-u1l","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"49f72681-aed8-40eb-bc1e-48a515f6abde","source":"youtube","source_id":"UgxbosY0aJia0oecrRx4AaABAg","content_type":"comment","title":null,"body_preview":"And that crooked idot is now the attorney General.","author":"@robertssanchez1439","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"8e15e670-642d-42da-8e09-ea75987ef4ca","source":"youtube","source_id":"UgxfOQVwt_IVRm-46fB4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you. Fabulous as always-- both of you! I so appreciate how each of you break down the pertinent news.","author":"@reneemayo3959","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"d5b6e80b-999e-472a-beb7-ca168e20581e","source":"youtube","source_id":"UgxzqRtq7_Rrex3XVPB4AaABAg","content_type":"comment","title":null,"body_preview":"Pre-order the new book from MeidasTouch, WTF America?!: The Way Out of This Hell and Back to Democracy, today: https://bit.ly/wtfamericayoutube\nListen to Sidebar with Katie Phang:\nApple: https://podca","author":"@MeidasTouch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2531328123497591,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"a06304a2-9bd2-4b29-812a-e3c1388438a4","source":"youtube","source_id":"mtqEtqA5siw","content_type":"post","title":"🚨 Trump gets ORDER HE FEARED on Epstein Files!!","body_preview":"MeidasTouch host Ben Meiselas and Katie Phang report on the latest important development in her lawsuit against Todd Blanche and the DOJ where a federal judge made the order Trump and Blanche feared m","author":"MeidasTouch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","promotional_content","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mtqEtqA5siw"},{"id":"36d8a02c-202e-4679-9938-c503a067f369","source":"youtube","source_id":"UgxNrzMTfg7--77IUSV4AaABAg","content_type":"comment","title":null,"body_preview":"I feel as though, you're letting your personal experiences with a very common diagnosis, impact your opinion on the Clancy case. Ignoring possible other leads, all bc she signed admission, is biased i","author":"@jolieparola2418","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 Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"7397df8a-8902-46f5-b0cf-dbf512b9caa1","source":"youtube","source_id":"Ugwwc0NSTV32XChYjV14AaABAg","content_type":"comment","title":null,"body_preview":"Annie Elise you can make dozens of videos about Mackenzie Shirilla but you won't even entertain the idea of Patrick Clancy being guilty. Male centered boy mom strikes again","author":"@CrabQuesadilla","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"6ed3d125-0395-4559-a7b1-e423966836bc","source":"youtube","source_id":"Ugyi35G_OGGZXchFcPt4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly the Alexi Treviso case enrages me too. I get so sick of us giving these girls a slap on the wrist for K!LLING their newborn babies purely out of selfish motivations and then we put Lindsay Cl","author":"@Blenderella101","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"2de3d4a8-38bc-43ca-9ad8-5981e09503f4","source":"youtube","source_id":"UgzGVV8ivCbiqS0jgtl4AaABAg","content_type":"comment","title":null,"body_preview":"Wow a whole plea deal . I’m tired of the justice system Courtney needs life . There’s so many cases that I just don’t understand why  they bargain with them .","author":"@lunav9827","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"6276d3d2-f770-4a4d-bbfc-ec613eac8561","source":"youtube","source_id":"UgwhOXfSRsE7Fvh5zo94AaABAg","content_type":"comment","title":null,"body_preview":"Idk man, I’m nearly convinced Patrick did it. He mirrors Chris Watts so much. When he was presented with the email he sent while on trial, his face is SCREAMING GUILT","author":"@emerxld4841","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"dea41b75-f321-4400-adae-b3461d24dfa6","source":"youtube","source_id":"UgyygGX0pBQ_iywK5294AaABAg","content_type":"comment","title":null,"body_preview":"Thank you Annie I love the Headline Highlights!!  I wait for them every week 😂.  👏💪","author":"@lorrainebobian9611","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"876aafd4-6d4f-4c5b-90b5-a07b6a9a21a9","source":"youtube","source_id":"UgwvGp10ExU9bfkQ9W14AaABAg","content_type":"comment","title":null,"body_preview":"Patrick was never investigated. I’m very surprised you aren’t questioning some of this…","author":"@haleybayles6505","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"f14e4413-2cdc-43bd-ae17-fcd622427c01","source":"youtube","source_id":"UgzaKF_OJejiCHr9s0F4AaABAg","content_type":"comment","title":null,"body_preview":"Patrick is guilty, us moms just feel it. We watch the trail and things are not adding up. We watch his reaction and it’s giving Chris and Brian.","author":"@SunshineDaisy228","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"d845f225-df92-4617-8d8f-4bb5f147b345","source":"youtube","source_id":"UgzCZoSFFGFDPji1xQx4AaABAg","content_type":"comment","title":null,"body_preview":"This cases just to keep it short an sweet🤭🤭some of them got me😠but the whole family that the dad killed 😮😔","author":"@madworld3037","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"8830cab7-206f-438e-a74b-2eecb6e59365","source":"youtube","source_id":"UgwgJbOV9iRk6K7NFfp4AaABAg","content_type":"comment","title":null,"body_preview":"Did you say Alexee Traviso hasn’t been held accountable? Dude, what? Where does that info come from","author":"@Asliyah8888","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"0da227fe-816b-4c75-adb7-8d26c15583f6","source":"youtube","source_id":"UgyElpd2nFvgmkMPd_V4AaABAg","content_type":"comment","title":null,"body_preview":"Lyndsay obviously felt the weight of parenthood with her children. She kept in contact with the nanny when she was at work. She did so to make sure she was keeping the children on track when she could","author":"@joanlantis7391","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["synthetic_empathy","uniform_paragraph_rhythm","semantic_blandness","absence_of_personality","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"7090883e-48e6-410a-b87a-f12e977c562e","source":"youtube","source_id":"Ugw2VmJHJ9WiM9SP3Xh4AaABAg","content_type":"comment","title":null,"body_preview":"I will say the more that comes out about the Clancy trial the more I don’t think it was her…","author":"@alliedavis5144","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"1d11132f-2aa4-4c64-bf4d-4d650f64ef7a","source":"youtube","source_id":"UgyCTo-ltOmN6wxdV054AaABAg","content_type":"comment","title":null,"body_preview":"My big question is.. does Lindsay actually remember doing that to herself and her children or does she just believe what she was told she did? Because that will make a huge difference.","author":"@karena5641","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"f94d2819-f118-4e1e-9742-7ba8b2b15354","source":"youtube","source_id":"Ugw3h-b1C76pDcFhCLx4AaABAg","content_type":"comment","title":null,"body_preview":"In order to get a good enough stab to make him bleed out it needs force. Throwing it from a distance wouldn’t penetrate deep at all.","author":"@sunkissed_glam","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"b4bcb52a-0436-4e15-8391-00af7d487478","source":"youtube","source_id":"Ugw3PSUXMeYHPXzNJbR4AaABAg","content_type":"comment","title":null,"body_preview":"The more evidence I see, the more I’m starting to consider it was him.","author":"@HatefulPerfection","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"46e199b7-3776-4f85-bbf6-4a2e4071d57a","source":"youtube","source_id":"Ugy6QULuP7GG8QlgdB94AaABAg","content_type":"comment","title":null,"body_preview":"You were talking about how the Commonwealth stated that there were only a few missing pills out of many of the prescribed medication bottles;  Therefore, how could what the Defense was complaining abo","author":"@StephanieLewis916","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","emotional_authenticity","platform_fluency"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"7fb616ed-b3c5-43c1-86db-89fb8aabef9b","source":"youtube","source_id":"UgyLw7S1EFGeTPouMH94AaABAg","content_type":"comment","title":null,"body_preview":"I don’t even want kids but I could never do what alexee did. God, it’s so sad, that poor baby","author":"@Gryffindame","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"cd7810fe-bb04-4894-bf30-f40ca83dcede","source":"youtube","source_id":"UgzeyRwokDUYYiU_hiV4AaABAg","content_type":"comment","title":null,"body_preview":"It doesn’t change the fact that they have evidence that she put the baby in the trashcan and that the baby was breathing when she did so that’s still premeditated for degree murder. I mean she’s 19 ye","author":"@samanthapolanco9039","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"35abf1c5-87b3-4434-a516-dfdaa249bd5a","source":"youtube","source_id":"UgzDVWrdbhsCdsBziT54AaABAg","content_type":"comment","title":null,"body_preview":"I don't believe all the conspiracy theories about Patrick killing the kids and I really don't think he was having an affair!  I say all that because as hard as the Commonwealth is trying to present BS","author":"@StephanieLewis916","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"a9f4c1db-4772-4ff0-946b-c0b3d3fa797f","source":"youtube","source_id":"Ugy26VRQYNDNbpetVDJ4AaABAg","content_type":"comment","title":null,"body_preview":"You said you were all alone as soon as I was zooming in on the glass window to the right behind you 😂😂","author":"@mom.checkthisout","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"ce92d4c2-a552-4013-858c-c860581c6df8","source":"youtube","source_id":"UgzTgG6BHmymQtETuw94AaABAg","content_type":"comment","title":null,"body_preview":"I am SO glad to see you are not falling for all this BS about Patrick. The “evidence” people are saying to say he supposedly did it is all twisted from the actual truth and evidence. It’s mind bogglin","author":"@amberdawn7011","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 Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"de0973a4-ff88-4576-a347-0b95df68f560","source":"youtube","source_id":"UgxSLmS8W9IfI7z8QeB4AaABAg","content_type":"comment","title":null,"body_preview":"As an RN, and someone who watches a lot of true crime, this case is becoming my personal rage bait. I've never been this close to actually making videos bc this is so infuriating!!\nThe prosecution con","author":"@danarn209","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"8bd997a9-85b8-4eda-964b-696b93a78fa3","source":"youtube","source_id":"UgycFq8YoDOZo6ss8nF4AaABAg","content_type":"comment","title":null,"body_preview":"The pills the prosecution went through, wasn't all that was seized and some pill bottles were even missed.","author":"@belajayne","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"bd28c429-0232-4f54-9a91-62fb78b27c15","source":"youtube","source_id":"UgwuYMLZGba5j2D0tgp4AaABAg","content_type":"comment","title":null,"body_preview":"I am SO VERY disgusted by the people blaming Patrick. The literal victim. they are absolutely ignoring the facts if the case and using lies, feelings, and misinformation to justify attacking a man who","author":"@traceymcdonald7949","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"9740dca3-61d9-43ff-96fc-99aad46edaf5","source":"youtube","source_id":"UgyCC5iXNxN4Va8Dg2h4AaABAg","content_type":"comment","title":null,"body_preview":"Anyone else get super distracted by the person swaying in the reflection?","author":"@thedarkqueen321.","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"c5253070-6485-402b-b835-ab3f28811f59","source":"youtube","source_id":"UgxJj6ANxcGaSe0YhZx4AaABAg","content_type":"comment","title":null,"body_preview":"There is an actual guilty POS father that can be fully blamed for his kids deaths in this video and it most certainly is NOT Patrick Clancy. Victim blaming is disgusting and only shows how poorly educ","author":"@traceymcdonald7949","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"4a1d367d-5bc0-4d53-8f2d-b667f5ba9ea6","source":"youtube","source_id":"Q6AaQl0BdMM","content_type":"post","title":"Patrick Clancy Under Fire, Michigan Family Annihilator, OnlyFans Trial & Alexee Trevizo Update","body_preview":"This week on Headline Highlights: OnlyFans model Courtney Clenney is set to enter a plea deal on August 10 in the fatal stabbing of her boyfriend, Christian Obumseli. Alexee Trevizo’s confession and h","author":"Annie Elise","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_indicators_present","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q6AaQl0BdMM"},{"id":"863a4284-adc6-4801-888a-34abb63ab813","source":"youtube","source_id":"UgxtOqcaYtFoU1yUhWx4AaABAg","content_type":"comment","title":null,"body_preview":"The only 20 minutes of CNN I've watched in decades","author":"@dandykickerrr","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"e252c3ca-d191-4a91-b6d3-f54449a5d74a","source":"youtube","source_id":"UgzSPKb0cMaV_qgTVC94AaABAg","content_type":"comment","title":null,"body_preview":"Imagine, Americans  have to mentioned jews and Isreal to be successful in politics.  I failed to understand why can't Americans fight to get rid of a foreign country influence their internal politics.","author":"@riazkhan4160","classification":"human_created","confidence":0.72,"indicators":["imperfect_expression","strong_opinion_without_equivocation","absence_of_template_phrases","terse_delivery","controversial_topic_stance"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"3ddc19b2-3a77-470b-94f1-2c63fcc20a0e","source":"youtube","source_id":"Ugw03GhHapmQbrW-YNp4AaABAg","content_type":"comment","title":null,"body_preview":"Congratulations 🎊 \nFocus on objective! Ignore haters !","author":"@StellaCanada-mi4zj","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"32258354-1232-4037-8338-f062320c7b09","source":"youtube","source_id":"Ugz64YjhaeSBCE_ZJVR4AaABAg","content_type":"comment","title":null,"body_preview":"AlSyed sounds like a sensible guy who is a winner.","author":"@Falconfire-d5j","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"87ea66a5-8704-4a62-8788-43aa5406ed18","source":"youtube","source_id":"UgyXjtpb8tm74oJ9mFV4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is just a delusional low level idiot embarrassing himself and the USA around the world!","author":"@gufi4ffu","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"ce74dc36-1d7c-456f-bfdb-41838b5fee7d","source":"youtube","source_id":"Ugz1EHtUoKc5RedLGdN4AaABAg","content_type":"comment","title":null,"body_preview":"Congratulations!!!! Now we have another person with a fresh mind & new ideas to stop this regime!","author":"@CharlesWilson-l7v","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"d959550f-2a0e-4de8-85f1-45fda5b3a7d6","source":"youtube","source_id":"Ugw8GluyWvSKWdRw9iB4AaABAg","content_type":"comment","title":null,"body_preview":"So funny...just go from new network to news network that interview him and they ask the same dumb questions. Verbatim","author":"@virdinbarzey3805","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"e4f6c448-332d-47ea-a037-045d3687d4e2","source":"youtube","source_id":"Ugz_noVJF3Pt6PVLZpV4AaABAg","content_type":"comment","title":null,"body_preview":"He can only elevate himself by diminishing others.","author":"@ralphargen5741","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"6299f064-198c-4027-aa95-e3a05614f53e","source":"youtube","source_id":"UgwswAXxmoQ7J-mbXzd4AaABAg","content_type":"comment","title":null,"body_preview":"Could someone only give oily burgers for Trump to eat every day with gallons of sugary coke?","author":"@robson_freizeit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"e9adb88a-9916-4c1a-8371-a39a58ee3e0e","source":"youtube","source_id":"Ugw82gKvGTCXEzLNeBR4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is a demented fool and is himself full of shit.","author":"@sarad37","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"8c716947-d1f7-4b4e-98e0-416a910b8551","source":"youtube","source_id":"Ugwg_JjGljzW2y2A1RN4AaABAg","content_type":"comment","title":null,"body_preview":"RFK the senator we'd love to see grilled the most but the one we'd like to hear it happen to the least.","author":"@mvrk4044","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"3c307f13-beba-4e28-84a0-0cb682bb2fa1","source":"youtube","source_id":"Ugyj9KyCZ7Yju9gqDiZ4AaABAg","content_type":"comment","title":null,"body_preview":"I’m neutral on the rise of the progressive wing in the party. If they can prove themselves to be honest then heck ya I’ll support them.","author":"@mrlearningscholar4078","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"73491cfa-f453-4caf-ad1a-da64d551041a","source":"youtube","source_id":"UgzOhQpOHOVMsRd9-cV4AaABAg","content_type":"comment","title":null,"body_preview":"FFs Kaitlyn what are you getting to? He answers and you can not take the it face value. Theres something rotten with the state of Denmark. (CNN that is)","author":"@MrBoombast64","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","genuine_opinion","cultural_reference","terse_style"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"458218d0-a9ee-4bac-b0bc-5ede069fc3b5","source":"youtube","source_id":"UgxLRTSEuK194S_4EH94AaABAg","content_type":"comment","title":null,"body_preview":"Trump is a horrible person, negative, cussing, doesn’t care about Americans and how we are suffering. All he is focused on is the ballroom, reflection pool, and himself.","author":"@9999joyjoy","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"23591e89-c3ae-4b07-8b27-427ca718f259","source":"youtube","source_id":"UgzPSdkXqu4sbps6L0t4AaABAg","content_type":"comment","title":null,"body_preview":"I am Catholic I can’t stand Israel for their evil atrocities and for their decades of attacking and bribing our politicians to do what only benefits their country.","author":"@mannyporras2660","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_without_equivocation","emotional_authenticity","platform_native_voice","absence_of_hedging","no_safety_disclaimers"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"c0d69ae3-5034-4856-b3ba-ff3f1ae3ad6b","source":"youtube","source_id":"UgwsL6KMNvvXJDR0Qnx4AaABAg","content_type":"comment","title":null,"body_preview":"Trump The Accuser. There is another being in The Word of GOD whose name is the same. He lies, he steals, and does all the things - and then says that's not him, but others. Best of luck to Abdul.","author":"@ojayciao9652","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"7fa55b8e-a399-4337-b876-48bacd9f6e08","source":"youtube","source_id":"Ugxc6vq0-E1BsbV4GNZ4AaABAg","content_type":"comment","title":null,"body_preview":"Abdul El Sayed is a fresh sound just like Zohran Mamdani who is serving us the people and not bowing for billionaires to do their bidding that is the path to fascism with people like Peter Thiel, Elon","author":"@freddyagain3843","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"64858bf8-d137-44d4-996b-f344f711744b","source":"youtube","source_id":"UgxwWXnKrUObUuZGF-R4AaABAg","content_type":"comment","title":null,"body_preview":"old democrats would prefer to see US fail and burn to the ground that give a change to a muslim to provide people the social services. it's honestly beyond insane. if this guy's name was John Smith an","author":"@royalephonk","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"65f3130a-86df-4fad-a3b1-4372252dcdc0","source":"youtube","source_id":"UgxhCOD3gw_FqCMZwP94AaABAg","content_type":"comment","title":null,"body_preview":"Abdul El Sayed makes sense. Trump promised no foreign wars and yet here we are.","author":"@TheDAT573","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"3966bc7a-e3eb-4494-a2ff-0b4660b83f76","source":"youtube","source_id":"UgxJFpKe4Z2PzRS7vpx4AaABAg","content_type":"comment","title":null,"body_preview":"he will have the same rhetoric until the last dying hour, boo you vote my enemy you will be doomed for eternity, no orange head, YOU will be the one doomed for eternity, same with kamala, she is commu","author":"@cristianmicu","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"eeb29a3d-4eca-47c5-8f82-b46a1ae4b8bf","source":"youtube","source_id":"UgxggtLkblmRp7bmlyR4AaABAg","content_type":"comment","title":null,"body_preview":"This guy is going most likely win, but I believe they will put obstacles and tamper with polling places to make his victory very difficult and very narrow so that they can delegitimize him: The Republ","author":"@JGH-wn3tb","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"3a0bc08f-2029-4223-88b5-4a2de5126ad1","source":"youtube","source_id":"Ugzo2y_AbuM7upr19TN4AaABAg","content_type":"comment","title":null,"body_preview":"‘We have 13 weeks’: A ruptured Democratic Party now tries to unite behind Abdul El-Sayed: https://cnn.it/4w7vdmM","author":"@CNN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3356481481481481,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"4fb8c9f9-e92c-4b61-9be1-13922efe45a2","source":"youtube","source_id":"-2VM7fugNlE","content_type":"post","title":"Abdul El-Sayed talks to Kaitlan Collins after his Michigan primary win","body_preview":"Abdul El-Sayed talks to CNN’s Kaitlan Collins about his primary win, responds to criticism from inside & outside his party, and how he plans to take on Trump-backed Republican Mike Rogers in the gener","author":"CNN","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2225672877846791,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-2VM7fugNlE"},{"id":"1a5b30fc-23aa-41a1-aea9-91baa71405b5","source":"youtube","source_id":"UgzWP_wMhKyoHDQFrR14AaABAg","content_type":"comment","title":null,"body_preview":"SMH we are still simple people believing these ungodly people. They did not crash into the moon nor did they go to the moon. This video was created and so was the moon landing. Keep Christ 1st","author":"@deejones6047","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"c2b4bc52-a784-4eb3-bf58-649214db65b1","source":"youtube","source_id":"UgzUXDn1bB5f3LyXPVl4AaABAg","content_type":"comment","title":null,"body_preview":"If the Towel of Babel was struck down for trying to reach the heavens, what makes us think we have ever left the Earth? I’m starting to think this is all fake. We may indeed live inside of a firmament","author":"@Parad0xical","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"f5310ace-1e8c-4180-8ad4-84144c61c47a","source":"youtube","source_id":"UgxkQb4iCEZgPrwSz_J4AaABAg","content_type":"comment","title":null,"body_preview":"What not even a camera on its nose cone . A Tesla has 6 or more cameras on it.","author":"@OthanKunduraci","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"2940f024-4ef5-407e-88bf-be9c975dc1bf","source":"youtube","source_id":"UgwELNhJQzflNuEbdsJ4AaABAg","content_type":"comment","title":null,"body_preview":"Anyone still believing in the \"moon landing\" or the \" ISS - international space station\" is a poor student of physics, and science itself  ...NASA did NOT go to outer space, much less the moon or LOL—","author":"@godbluffvdgg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","self_reference","platform_fluency","false_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"5143ff5e-0480-43b0-8a04-6c07da8fb06a","source":"youtube","source_id":"UgykbK9__c_s_Gerq2p4AaABAg","content_type":"comment","title":null,"body_preview":"So dumping on federal workers by dodge firing them and now dumping garbage on the moon? What’s next; dumping unselled cyber trucks on the moon","author":"@New1898pr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"d0f8477a-ba98-4847-811c-1f09fff31db0","source":"youtube","source_id":"Ugz395YgkNTH02HZWh54AaABAg","content_type":"comment","title":null,"body_preview":"100 ft crator would look like a tiny spark if that","author":"@Abi-gg7ry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"ec8971af-1b86-47eb-8e34-0d662a3dbc21","source":"youtube","source_id":"Ugxs-lZpEdzt7KFM6Vd4AaABAg","content_type":"comment","title":null,"body_preview":"But yet they try and tell you that they have probes and satellites and telescopes that can see what's going on in different galaxies😂😂😂😂 NASA is the biggest money laundering scheme in history","author":"@DavidSalazar-d9m","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"769e62b0-f794-47c5-9e1d-c20e5249b6b3","source":"youtube","source_id":"UgzZo_ecPfR2rGYIS0R4AaABAg","content_type":"comment","title":null,"body_preview":"Almost every image on the NASA website says cgi. When I say almost, I mean 99% of them.\n\nThat’s why flat earthers don’t believe them. And that’s what starts the course for flat earthers. I don’t belie","author":"@RagingBullNuts","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"3f1b13be-4f74-4f29-8208-05da61c3d54b","source":"youtube","source_id":"Ugww-h4FqxrDF1mjiKp4AaABAg","content_type":"comment","title":null,"body_preview":"Nice to see in these comments how aware people are of fake outer space... Earth is flat. Hop on the truth train.","author":"@brandenconejo8401","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"3314418f-b606-478d-aa18-52f795a2ffbf","source":"youtube","source_id":"UgwgdWxGI0yHZuWAdJN4AaABAg","content_type":"comment","title":null,"body_preview":"that whf Tyler Robinson would have done to kill  Charlie","author":"@clb8242","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"f1361821-7395-45a3-8f97-170eded5a363","source":"youtube","source_id":"UgzBBMNhVuEOAVNsckB4AaABAg","content_type":"comment","title":null,"body_preview":"Fake As F__k. The whole enchilada. IMO of course. CGI does most of the work these days, Elon said so a while back.","author":"@gmailSpeedbrake2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"9851bcca-a56a-489a-a8f9-87cb1f201d8a","source":"youtube","source_id":"UgyGKuSP5_oYhjipTpt4AaABAg","content_type":"comment","title":null,"body_preview":"Soooo, it didnt crash into the moon… or else they absolutely would have seen it. Or something bad happened and they won’t tell us.","author":"@FowlerRelwof4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"ba5660b4-1e72-4589-81fe-737ed36a7b23","source":"youtube","source_id":"SThNP0XfLPs","content_type":"post","title":"The SpaceX Moon Crash Video Had One Fatal FLAW","body_preview":"A viral video of a SpaceX rocket striking the Moon spread widely this week, and it was synthetic. The impact itself was real, but no camera captured it, making this a case study in how convincing fabr","author":"Valuetainment","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","marketing_spam_or_seo_text_posted_by_bots_is_ai_generated_even_if_templated","absence_of_personality"],"bot_score":0.2226011533317596,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SThNP0XfLPs"},{"id":"f5039b89-7c91-4240-82c5-95415bb2cc6f","source":"youtube","source_id":"UgwtjlB6tDnafrwu9bZ4AaABAg","content_type":"comment","title":null,"body_preview":"The comments are filled with so many MAGA bots. It’s crazy how they can watch RFK get dismantled and still yap about “big pharma”","author":"@Marrothefirst","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"3d901c63-a057-4365-84df-6ef81a2b3fb6","source":"youtube","source_id":"Ugzhzuc6xA8-QWt9nX54AaABAg","content_type":"comment","title":null,"body_preview":"Bash is the epitome of \"it is easier to fool a woman than convince her she's been fooled\". She'll hang on to the lies until her dying day rather than admit she was wrong. Mostly because the guilt she'","author":"@mmacd316","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"08a74b7b-d55d-4d8b-9609-454ad27d1926","source":"youtube","source_id":"UgxHU4cPoFytnWxTZZV4AaABAg","content_type":"comment","title":null,"body_preview":"Fascinating the same propagandist who got everything wrong during covid now using debunked false studies when it comes to vaccines now accusing RFK of propagating vaccine hesitancy! The hypocrisy of t","author":"@rotorage4374","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"b94144e3-9fca-4538-a7cf-5a72d4854a92","source":"youtube","source_id":"Ugz3mdpZozzE2zYTUxF4AaABAg","content_type":"comment","title":null,"body_preview":"I remember CNN trying to destroy Joe Rogan during the pandemic, did she think we just forgot all of that? They are so f'cking evil and narcissistic that it's unreal!!","author":"@johanragnarsson9310","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"4caca56c-73db-4a03-95e9-988373d281b0","source":"youtube","source_id":"UgyxIAVMsLliQ316Jf14AaABAg","content_type":"comment","title":null,"body_preview":"She sucks so bad…. Just a horrible person who lied to us all","author":"@bradshelton2397","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"cce1bbd5-54cc-45e0-8890-b8d95944906b","source":"youtube","source_id":"UgzkBwP-KLGp8pCg3cB4AaABAg","content_type":"comment","title":null,"body_preview":"RFK Jr. You are part of the solution. We stand by you, not Trump, you!","author":"@alexanderpappas68","classification":"human_created","confidence":0.72,"indicators":["strong_opinion_without_equivocation","platform_native_brevity","emotional_directness","absence_of_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"aa85bf14-743c-4f2d-9070-3259bc2d84f8","source":"youtube","source_id":"UgxF_hhZPWg16CQZo5V4AaABAg","content_type":"comment","title":null,"body_preview":"Trump presided in a death rate per capita almost 10 times that of Australia because of trumps mismanagent","author":"@tweedsullivans","classification":"human_created","confidence":0.72,"indicators":["platform_native_style","strong_opinion","typo_imperfection","absence_of_hedges","missing_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"b5d6c726-4197-4af8-8486-9691f290639f","source":"youtube","source_id":"Ugy8WeKpITXp-1KkvxR4AaABAg","content_type":"comment","title":null,"body_preview":"CNN  prize winners in FEAR MONGERING .\nDANA...doesn't listen...pushing her own agenda👎","author":"@dalebarlow6231","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"73e1bfbc-fbef-4d09-a989-50ff506868e5","source":"youtube","source_id":"Ugw21R3tO-LTYhmzYnN4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂Si el presidente no supo manejar el COVI😂mandó a tomar hasta cloro 😂","author":"@YulietOliva-j4l","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinion","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"f15bbf21-1a05-4b3d-b740-e0f7e54ae340","source":"youtube","source_id":"Ugzi1IJwL-dw2Cl-t0J4AaABAg","content_type":"comment","title":null,"body_preview":"What’s the matter with this creepy character. He gets his medical knowledge from ill informed commentary on the internet.","author":"@robthompson5866","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_native_voice","emotional_authenticity","terse_expression","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"3aaca411-c9cc-4abc-8cca-64339f6f000d","source":"youtube","source_id":"Ugy6eEnR8KbLFUsb0sp4AaABAg","content_type":"comment","title":null,"body_preview":"This lady DOES NOT EVEN KNOW AND EVEN TRIES TO MAKE KENNEDY THE OPPOSITE SHE IS AN 😈😈😈","author":"@stevegrand-pittman1611","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"89932b36-053b-4577-96b4-b25c7f6bd4f8","source":"youtube","source_id":"Ugx9O8trIGjf3OAB_Ml4AaABAg","content_type":"comment","title":null,"body_preview":"She is not a journamist and he is a Nut.....\n\nA British Journalist would be prepared and able to be able to cite the studies.....and be able to counter his idiocy!\n\nHe sounds like someone from a Mad M","author":"@mauricejones3387","classification":"human_created","confidence":0.82,"indicators":["strong_opinion_without_equivocation","emotional_authenticity","platform_native_voice","imperfect_expression","cultural_reference","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"1ea7c027-0705-4f5b-8dc9-8047b1b8e6cf","source":"youtube","source_id":"UgzzOZeQNUXdpijOIYh4AaABAg","content_type":"comment","title":null,"body_preview":"Dana Bash should be fired. Instead of asking questions and letting RFK have his answer on record she just fights with him and argues. All they should do is ask the questions and let the guests answer ","author":"@TargetConfirmed876","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"b25ff05b-426d-43c6-91ef-dd40a8bc9dc0","source":"youtube","source_id":"Ugz_fKJjYh-j-dNbXAJ4AaABAg","content_type":"comment","title":null,"body_preview":"Kennedy you doing a good work, you are the best in that place. CNN is working for someone else","author":"@Mrbentalkshow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"de67b56f-b48e-41ed-b7ac-7f287a9fe78a","source":"youtube","source_id":"UgyZb944mHHhM94dD294AaABAg","content_type":"comment","title":null,"body_preview":"Bull shit!\nWhy did I lose my left eye right after the COVED 19 vaccine?\nI have 5 friends who have suddenly died after getting ALL of the vaccines and booster shots.","author":"@KenAst-n8g","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","personal_specificity","platform_voice","absence_of_hedging","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"a29acbb4-2b00-4978-9514-45b9fb42176b","source":"youtube","source_id":"Ugz5rQvubqNlCCQEoaN4AaABAg","content_type":"comment","title":null,"body_preview":"This lady sure has an agenda.  That part is obvious","author":"@WTFIWWU","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"aa943bff-47db-4537-a152-c634fbdc4b8c","source":"youtube","source_id":"UgwNedv5KpwoosWD9XR4AaABAg","content_type":"comment","title":null,"body_preview":"The study of studies has been studied. - Dana Bash","author":"@ashputtel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","cultural_references","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"fd334740-a010-489a-94c8-5aeda8e2e873","source":"youtube","source_id":"Ugxx2Mdo7GRE_e78mGJ4AaABAg","content_type":"comment","title":null,"body_preview":"This lady SUCKS!!!  Could barely watch this.  Thanks RFKJ 💪🙌🤙🙏⚓️\n\nPs. Since when is it okay for interviewers to roll eyes?","author":"@WTFIWWU","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"0be69dca-da3a-46f5-acc9-6378fdf62ab0","source":"youtube","source_id":"UgzhIiGErNOj8LNWHoV4AaABAg","content_type":"comment","title":null,"body_preview":"The Flu was reclassified \"Covid\". Get over it folks.","author":"@j.arthurlearned7696","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"4918651e-289b-4d3d-ab21-087c45f7ee91","source":"youtube","source_id":"UgzBmK4s1KHonHbh2xF4AaABAg","content_type":"comment","title":null,"body_preview":"Never watching Forbes again.  Thanks for confirming 👍","author":"@WTFIWWU","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"f4318ac0-2e51-4e96-b5e8-63cabbddfb16","source":"youtube","source_id":"Ugw3ugClBNsSEg7jsph4AaABAg","content_type":"comment","title":null,"body_preview":"You are listening to a guy with a worm in his head","author":"@aryafiftyone8750","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","cultural_references"],"bot_score":0.6424908424908424,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"5e669f1d-4d35-4817-96be-c0aab68fd7d2","source":"youtube","source_id":"Ugy78QJ-YG5jZpB4O-h4AaABAg","content_type":"comment","title":null,"body_preview":"This is one of the most eye opening and groundbreaking recording of debate I saw recently. I am curious to know how many vaccinations Dana Bash had for Covid. I highly suggest her to get at least 3 if","author":"@Live-Conscious-n5g","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 Aug 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"629796d8-0d02-45ae-9ced-3bce85c67fa1","source":"youtube","source_id":"MPP5exb-2rw","content_type":"post","title":"JUST IN: Sparks Fly When RFK Jr. Is Pressed On Vaccines, Pandemic Prevention During CNN Interview","body_preview":"Secretary of Health and Human Services RFK Jr. spoke with CNN's Dana Bash on Sunday about vaccines and pandemics.\n\nStay Connected\nForbes Breaking News on X: https://x.com/ForbesTVNews\nForbes Breaking ","author":"Forbes Breaking News","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.24976726180173967,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MPP5exb-2rw"},{"id":"47044cfd-5aab-4fda-b8a3-a8d6835bdc9e","source":"youtube","source_id":"UgwF1N3_NGNwRbiVVqh4AaABAg","content_type":"comment","title":null,"body_preview":"When adults have to rely on same colored campaign hats to feel they are a team, there is a sure sign of civilizational decay and decadence. Not typical for USA \nThis is happening in almost all nations","author":"@vinodbodhankar8342","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"67dc82e8-fb90-46da-bdad-fff435b7bd46","source":"youtube","source_id":"UgzyS8jt7pewviwGkpB4AaABAg","content_type":"comment","title":null,"body_preview":"Surrounded by a whole lot of old white men in cowboy hats standing in the exact same pose 😅😅","author":"@natashaching7370","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"10c5eb9d-34be-46b5-86ed-95f53d7e708e","source":"youtube","source_id":"Ugz-JHaNjeAYrxANyMt4AaABAg","content_type":"comment","title":null,"body_preview":"Jeffrey Epstein I thought that pervert died just facial reconstruction.","author":"@barryshaw5660","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"a8a5823f-c4df-45bc-956c-81d5dba0ea02","source":"youtube","source_id":"Ugwh18Wn6GwIQBzZYSJ4AaABAg","content_type":"comment","title":null,"body_preview":"Republican voters can't even pretend that they're voting for \"the good guys\" anymore. The blatant law-breaking and obvious corruption of the Republican politicians is unmistakable.","author":"@PeanutsMommy","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"223ab171-eccb-4b95-850d-13421c32d501","source":"youtube","source_id":"Ugxas7CDGOLI0Tl0Nbp4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you for covering this, I'm just so hopeful as a Texan that has been disappointed in my fellow Texan's votes over and over again for years. Please oh please let our state flip to blue!","author":"@calebthecrazyking","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"a8841f25-6a06-4252-a450-7b7d80d3402a","source":"youtube","source_id":"Ugz8-jdM7VC_R_ZKk8J4AaABAg","content_type":"comment","title":null,"body_preview":"If I was a GOP supporter I would feel insulted at the quality of candidates corrupt, sex pests, DV perpetrators and thick as two short planks.","author":"@dianacasey6002","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"4f51417d-afad-44ae-9411-de41b73aad45","source":"youtube","source_id":"Ugz9aMVbc5mpDGIXyLJ4AaABAg","content_type":"comment","title":null,"body_preview":"So the officers are left standing there, abandoned by Paxton and his media manager. They're all just standing there looking at each other with a WTF expression on their faces.","author":"@metoo9076","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.6395604395604394,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"cd982865-8e1b-40b4-8d4f-800c1de24247","source":"youtube","source_id":"UgwwlIeG8OaFa6MFDcN4AaABAg","content_type":"comment","title":null,"body_preview":"Idk how someone with a good moral backbone can honestly vote for paxton and truly believe that he is a good person and that paxton would be for the american ppl... paxton literally has the record of a","author":"@d.freedom2739","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"ed7fc0e8-0e13-4ee1-a315-6c4080793814","source":"youtube","source_id":"UgxFB41v8X34jjr6_Dd4AaABAg","content_type":"comment","title":null,"body_preview":"Every single image of Ken Paxton looks like a corpse being held up by strings.","author":"@stephenwilson2292","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"f948c29e-31bf-45d7-8715-0a25e269bb92","source":"youtube","source_id":"UgwHRwfW_udkm_bJCWd4AaABAg","content_type":"comment","title":null,"body_preview":"Hearing ANY MAGA or Fox Christian talk about god, jesus is just HYPOCRITICAL","author":"@Cabingirl68","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"56dcef59-49df-4a8f-988b-79084c7c104b","source":"youtube","source_id":"UgyDZfVJd6Wy3faLbbN4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans hurting poor people and disabled and elderly!!!!!! I hope yall lose every election from now on !!!!!!","author":"@michele489","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"63375136-65f2-48b1-a635-00e5faf83d65","source":"youtube","source_id":"UgxAj_RR4EYk2UopqGd4AaABAg","content_type":"comment","title":null,"body_preview":"Caterpillar eyebrow announcer, \"Take a hit\"?  Is this\na suggestion that little kennie takes drugs?","author":"@ClintDurst-m3k","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"6bf38340-dbf5-474a-b26d-825d506c8800","source":"youtube","source_id":"UgxrBQbKiCploN7ye9l4AaABAg","content_type":"comment","title":null,"body_preview":"100% guarantee that Paxon will NOT SHOW UP!! ANY OF YOU MAGA MORONS BELIEVE THAT HE'LL SHOW UP??? WHAT A JOKE.","author":"@wesstone6245","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"d37cd2dc-4101-444c-a153-f9ecedbe8918","source":"youtube","source_id":"UgxQREj8v2Io1PuCrQ94AaABAg","content_type":"comment","title":null,"body_preview":"Wow what a tough blow... such Insight on the guy that freaks out over everything frankly Brian you're no better than Jesse","author":"@SteveinSanFrancisco","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"8e93f0a0-845a-48c1-8148-0a2d73846b2e","source":"youtube","source_id":"UgxAPCjpBc6kuSwLC794AaABAg","content_type":"comment","title":null,"body_preview":"Paxton is  corrupt. And not good for Texas. Vote him out.","author":"@CarolStevens-c4m","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"80cdb0ff-73af-4ec6-aa24-e6a7af541fa7","source":"youtube","source_id":"UgxCNLdHFLW0ixn968h4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans are just relying on the tribalism of their voters to just vote against those who they hate, instead for what is right.","author":"@KarlotaLopez-o9u","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 Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"92aef00e-399d-422d-8e6c-0139c257a8f1","source":"youtube","source_id":"Ugz6nSMMMuEoiX1xpHN4AaABAg","content_type":"comment","title":null,"body_preview":"I have questions about the \"law enforcement\" behind Paxton. So this is a government body openly supporting a political party? .....................","author":"@Thulgore","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"c307bd8d-b011-4395-a089-af95ffc3633b","source":"youtube","source_id":"UgwOSoulbJschHutIqV4AaABAg","content_type":"comment","title":null,"body_preview":"1st reporter was brave. 2nd reporter had balls, but that third question refocusing on talarico is COMEDY GOLD!","author":"@2023BeTheChange","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"d90b1716-7080-4f27-812b-0460fc264f26","source":"youtube","source_id":"UgzB-xoQG8CfzdT9gnp4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you for covering Texas politics. It's brutal here. Please keeping shining spotlights on these races.","author":"@2023BeTheChange","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VYUEw-EMPpk"},{"id":"3f8bee44-b9f6-45be-8045-7728d5889c4c","source":"youtube","source_id":"UgyGICq7EpRLZUQkuZp4AaABAg","content_type":"comment","title":null,"body_preview":"Paxton's entire campaign is just talking about Talarico instead of outlining his platform/agenda.","author":"@OfficerFarva355","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal 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anyone!\n\n\n👊🏼🇺🇸🙏","author":"@Firepig-co26","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P_a9g9Fwg3A"},{"id":"f6200125-4d45-404f-91eb-bcda3795d476","source":"youtube","source_id":"Ugwf3_akP9gA4jjV35Z4AaABAg","content_type":"comment","title":null,"body_preview":"Someone left the monkey cage door at the zoo, open again...","author":"@nunyobiz7970","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal 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No lifeboat, no navigation system and no life jackets.","author":"@paulsanjurjo4390","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P_a9g9Fwg3A"},{"id":"f16d6ceb-9254-4a43-a53c-cd91dffa0cb4","source":"youtube","source_id":"UgyhgF26e9Z6is_6JFp4AaABAg","content_type":"comment","title":null,"body_preview":"So tell me this how in the hell does California let these people get away with this s***oh wait I forgot it's a liberal State that's why","author":"@tonyagate4998","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P_a9g9Fwg3A"},{"id":"4162ab3b-4982-4150-a9b9-6460c4f55028","source":"youtube","source_id":"UgzjkRxfzvCTR6U1pf94AaABAg","content_type":"comment","title":null,"body_preview":"Another Black asses people what a shame hey Barack Obama look at what you did to a bkack ass community","author":"@BUTCH6780","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P_a9g9Fwg3A"},{"id":"40f6e7dd-3bf6-4720-8bc0-cd891eb76822","source":"youtube","source_id":"UgylYRWhOinuJ5Nxtr94AaABAg","content_type":"comment","title":null,"body_preview":"Transnational Organized Crime associations hire local workers.","author":"@Keller-n2n","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.423076923076923,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P_a9g9Fwg3A"},{"id":"fb0a7c73-2a75-4035-9442-d7ffc18876eb","source":"youtube","source_id":"UgxN4EXjq7VMLyyS_vx4AaABAg","content_type":"comment","title":null,"body_preview":"Nope this was a good look, they got every single one of them off the street","author":"@maasijsmith","classification":"human_created","confidence":0.7,"indicators":["terse_reply","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P_a9g9Fwg3A"},{"id":"b467f6d4-765e-4e46-9c20-a9d6a227c80f","source":"youtube","source_id":"Ugwl6RjbXiuW57DEXpd4AaABAg","content_type":"comment","title":null,"body_preview":"😂 we all knew they were black like cmon it’s 2026 when are black people going to wake up n be civilized NOT ALL BUT MOST","author":"@BenjaminNunez-b5p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P_a9g9Fwg3A"},{"id":"42a3d414-fc2f-400b-9e0b-fbc3e7f8f131","source":"youtube","source_id":"P_a9g9Fwg3A","content_type":"post","title":"25 Suspects Smash-and-Grab a California Jewelry Store","body_preview":"In a brazen broad-daylight robbery, a massive group of 25 suspects descended upon a #SanRamon, California jewelry store. 💎 #OPLive #OPNation #REELZ #REELZPlus reelzplus.com","author":"ReelzChannel","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P_a9g9Fwg3A"},{"id":"e12a6226-7bd3-4a63-938a-44ef0d90bc5f","source":"youtube","source_id":"Ugw1dOFC2wgPisvyecF4AaABAg","content_type":"comment","title":null,"body_preview":"Blanche's confirmation should and needs to be withdrawn, period!","author":"@TommieShider","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"f724d93a-52fc-41bc-88fa-390171ab0459","source":"youtube","source_id":"UgxwxIt1euL1G2dkAMt4AaABAg","content_type":"comment","title":null,"body_preview":"The dementiastein 'Tax immunity' has existed since the trumplicking 'organization' has existed!   This CULT is also guilty of nearly EVERY form of fraud ever written.","author":"@fooman2108","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"db59d96b-0369-46cd-aaec-a5883f12ba9f","source":"youtube","source_id":"Ugxsu8cmEW4sGL8UuFx4AaABAg","content_type":"comment","title":null,"body_preview":"Just another to coerce corporations/individuals to get in bed with his businesses to be audit proof","author":"@aerosmamakin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"bed44317-e4d9-4c74-9c97-0d2c6de2049d","source":"youtube","source_id":"Ugy4R8z_73fS3AI8mgR4AaABAg","content_type":"comment","title":null,"body_preview":"I can't believe america isn't freaking out over this nonsense? Trump isn't untouchable if he's doing something illegal on purpose. HELLO!","author":"@CarlosWhiteside","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"8ca0eb0e-2ce5-49ee-84fb-d6b3b836020b","source":"youtube","source_id":"Ugykb2uD0PyW7pm6FuB4AaABAg","content_type":"comment","title":null,"body_preview":"When this SCOTUS told the worst President ever that he was immune from Prosecution for crimes committed while in office he has pushed the envelope. And with House Republicans & Senate not doing their ","author":"@to4163","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"0dfe8668-8410-4f47-a325-e88c3b2b7eb8","source":"youtube","source_id":"Ugx2rT0lA13vH-qcJWV4AaABAg","content_type":"comment","title":null,"body_preview":"Pedophilia can not be cured. Termination is the cure. \n🖕satan and it's demons🖕\nPublic square. \nSalem \"s\" hit.","author":"@salomond8897","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"bcd080b4-c3cc-4b5c-91e2-24a85cb4d7d4","source":"youtube","source_id":"UgzCJvmIKkzQPP80g0F4AaABAg","content_type":"comment","title":null,"body_preview":"It doesn’t seem to matter what Trump does—he keeps getting away with it.\nBut the deeper problem isn’t just Trump. It’s the 77 million people who were willing to set aside basic morality, abandon their","author":"@Patrick19543","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","suspiciously_balanced","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"c9e86c6f-b066-41ec-b813-703b5090a4e1","source":"youtube","source_id":"Ugz9EPBey-UV8PS9pQp4AaABAg","content_type":"comment","title":null,"body_preview":"What ever happened to Mark Meadows testifying in public ??","author":"@stepasidesue","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","strong_opinion","terse_reply","absence_of_ai_markers"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"f45e94f9-a718-4cb8-8a7f-1c12096f35d4","source":"youtube","source_id":"Ugz8bNqq6RADy41j0RZ4AaABAg","content_type":"comment","title":null,"body_preview":"Don't have her on again, Popok.  She must be too busy.  Why so abrupt? I guess 1.2 million subscribers is not a big deal to her?  Disrespectful!","author":"@teamworkcell4623","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"70c609c5-bd96-49b0-add0-722526d1b89c","source":"youtube","source_id":"UgxA-S90nH4Itmks-RV4AaABAg","content_type":"comment","title":null,"body_preview":"Is this real....did a judge really declaire the tax evasion immunity deal illegal and void?  I haven't seen this any place else.  I just read that this is NOT true..","author":"@amalias8888","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"4ea95af3-c3a0-49b9-8427-ebac2fdb4b31","source":"youtube","source_id":"UgwM5jEB5sB3cAsBoBR4AaABAg","content_type":"comment","title":null,"body_preview":"Fascinating that entitled trump thinks all ppl in usa MUST  pay due taxes...\n.AND he feels he /his family/his rich friends... can spend that usa tax money \n.BUT NOT pay their share of that tax due \n.T","author":"@jaclamb161","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"eba1af8d-446c-4eba-97e4-39710bd8b8cc","source":"youtube","source_id":"Ugy49NBawbrgdKzINZR4AaABAg","content_type":"comment","title":null,"body_preview":"I SUPPORT DEMOCRACY FORWARD WITH MONTHLY DONATION, EVERYONE ELSE HERE SHOULD TOO $5, 10, or 20 bucks isn't much. Help save our country PLEASE.\nDEMOCRACY FORWARD AND OTHER ORGANIZATIONS ARE ON THE FRON","author":"@petalsflowers6693","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","call_to_action","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"188f1cb4-d720-4840-9be2-ab0710d90816","source":"youtube","source_id":"UgxSieEWWJkifsWqikp4AaABAg","content_type":"comment","title":null,"body_preview":"ILLEGAL IS WHAT TRUMP; HIS FAMILY AND REGIME ARE ABOUT!","author":"@FeeD-1","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"49c73199-03a1-4a59-b7db-be8565e36920","source":"youtube","source_id":"UgxHcFJvOZof2ZaBEZd4AaABAg","content_type":"comment","title":null,"body_preview":"These new data centers are going to be under severe security threats as they continue to harm residents of the states whose governors, legislatures, county commissions, etc., are STUPIDLY and/or CORRU","author":"@HollyHold","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.3850006420958006,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"15ca6e03-48c2-4a70-a749-fc5a46f5f203","source":"youtube","source_id":"UgwDM6KA9AfzYdGc5_x4AaABAg","content_type":"comment","title":null,"body_preview":"Love Legal AF.  Pleasing keep bringing is the news.  We Americans need to hooe that there is something that can be done to stop some of this madness.  Im going to keep praying to God that whenever the","author":"@deborahjackson4537","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"7b9c8f95-11b4-44c2-9a7b-dd9121c3a354","source":"youtube","source_id":"UgxtXZFBEwgnAQxSA1l4AaABAg","content_type":"comment","title":null,"body_preview":"Legal AF needs to do a series on who the owners are behind these Ai Data Centers -- e.g., the new one given away by the Clark County Commission to \"Switch\" -- They have an Australian investment fund, ","author":"@HollyHold","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","false_specificity","suspiciously_balanced"],"bot_score":0.3850006420958006,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"4644ea3e-f664-451a-a75d-400ef0734f4c","source":"youtube","source_id":"UgxT-FBDWAMoORcHTdN4AaABAg","content_type":"comment","title":null,"body_preview":"IF A CONVICTED FRAUDSTERS FELON, CONVICTED RAPIST COULD RUN AND WON AN ELECTION BY FRAUDS THEN HAVE IMMUNITY FOR HIS, AND HIS WHOLE BIG FAMILIES' TAX FRAUDS (HIS SPECIALITY!) THEN OUR COUNTRY IS THE W","author":"@user-ip6ch3eu4u","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"502742a2-4c61-4062-a065-17cc8ed79f61","source":"youtube","source_id":"Ugx_GyB8-RVbuflRq3V4AaABAg","content_type":"comment","title":null,"body_preview":"Emolument?\nAs far as the fund goes, it will not go to J6er's, it will go in Trump's pockets. He has consistently claimed that cases brought against him were illegal and not fair. He is the one any boa","author":"@wciii3591","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"cca5013f-cada-4cc5-9580-3b66b7b70208","source":"youtube","source_id":"Ugw6fGzYvJzaMM2g6c14AaABAg","content_type":"comment","title":null,"body_preview":"Hey be careful with BREAKING NEWS………..I thought the narcissist died 😭😩","author":"@PurpleSquishy25","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"f268f978-5c00-44c6-840e-f5cf6a2b88a6","source":"youtube","source_id":"6OoKt1RU8FE","content_type":"post","title":"Trump SUFFERS Blanche Vote BACKLASH as His “Immunity” from Tax Evasion is DRAGGED back into COURT!!!","body_preview":"Popok is joined by Democracy Forward's Skye Perryman to brief our audience on a the new Amended Complaint her public interest group has filed to put squarely before Judge Brinkema in the Eastern Distr","author":"Legal AF","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0.35401027215894826,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6OoKt1RU8FE"},{"id":"c4efc92a-146b-4b20-bce8-f7673db5f54d","source":"youtube","source_id":"UgzsmYnSGqiKkxzfOR54AaABAg","content_type":"comment","title":null,"body_preview":"The US is totally fucked now and the rest of us in the world are fucking done with your treachery, cruelty and stupidity","author":"@jazzyjay698","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"6abf6586-11af-4ee8-800d-40e412a7093c","source":"youtube","source_id":"UgyQQfHY4Gz7mKHGbk14AaABAg","content_type":"comment","title":null,"body_preview":"Seems like that's a requirement to be a Republican candidate. To be a sexual trafficker or something like that??? Disgusting 🤢🤢","author":"@maggieJohnson-d9r","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"a1efd645-e8ad-46a6-9b67-e15e3fd38706","source":"youtube","source_id":"UgzYbjyzN1YhGCaGs7x4AaABAg","content_type":"comment","title":null,"body_preview":"Keeping my fingers crossed that they do lose Florida","author":"@KathyPreston-e3y","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"7073bc0e-61aa-4712-ac61-c5a5c6adc497","source":"youtube","source_id":"Ugw2FGwy0ucLVqYjFVd4AaABAg","content_type":"comment","title":null,"body_preview":"How weird that they're willing to prosecute the Black pedo and the woman pedo but none of the white men 🤔","author":"@notthatjz1022","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"95f90643-1d3a-4fc2-94fb-9f89d8eaec6e","source":"youtube","source_id":"UgygYJpozAlV-A3O9vV4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is behind this and you deserve this and more.","author":"@CynthiaJohnsonAcj","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"dd5ee775-110e-428d-916a-3c4f585f11f4","source":"youtube","source_id":"UgxZZtg29_AnKgXri6R4AaABAg","content_type":"comment","title":null,"body_preview":"You know whats so sick? There are millions of people in America, who are good working people with good morals and would never do sick shit like this, but all we have in politics are disgusting men who","author":"@Celipa23","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"3228bfb7-ac68-4e95-9a8e-0dc4c7332b06","source":"youtube","source_id":"UgxzuTac864TncblUi14AaABAg","content_type":"comment","title":null,"body_preview":"And if you’re already under investigation, there is plenty of evidence!!!","author":"@Purplegrandma-z7j","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"f2052b65-721a-4889-aa43-a4fe04d5f9f3","source":"youtube","source_id":"Ugz5awtWadHFuNmnRk54AaABAg","content_type":"comment","title":null,"body_preview":"Given Florida's history of promoting one of the biggest Medicare scammers ever to governor, then Senator, what's the problem? /s","author":"@jamesperry7876","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"00c46599-eb1c-4711-be3c-75f43470c45b","source":"youtube","source_id":"Ugw2-nMgzBRtcmWaM8l4AaABAg","content_type":"comment","title":null,"body_preview":"The fact that he feels he needs to say \"may\" when talking about an accused sex trafficker speaks volumes about Florida","author":"@RobertCastellaw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"07c1638c-33b2-4779-ba35-e972dffcf442","source":"youtube","source_id":"UgyERRf1UHBjfAlAAkZ4AaABAg","content_type":"comment","title":null,"body_preview":"Get em and don't forget about Donald Trump Pam Bondi Todd Blanche and Kash Patel","author":"@NatTurner-f9c","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"012c2e06-6304-451d-96a6-7896bb3f070b","source":"youtube","source_id":"UgynMqpaZ9bQQgu3nCF4AaABAg","content_type":"comment","title":null,"body_preview":"They did it because they have a president that's a perv and they think it's alright.","author":"@SeshaHeli","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"d8f00277-9efb-4802-a53f-3b21d90e01b2","source":"youtube","source_id":"UgyI8Q6Zw1vHP8hK2yZ4AaABAg","content_type":"comment","title":null,"body_preview":"White House is filled with child sex trafficking. It’s what republicans do.","author":"@e17171","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"d61c7e56-9943-4dc1-9cad-bbda5c05b2b4","source":"youtube","source_id":"UgyJ9WmYc8ir7SYHpN94AaABAg","content_type":"comment","title":null,"body_preview":"OH COME ON. Say it isn't so. The GOP NEVER does this sort of thing. lol \n\nProjection = addmision","author":"@gamefixersvideos","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"686138eb-b2db-4fb4-803b-7ee2c72d0101","source":"youtube","source_id":"Ugww8exgD6lddo_8x-J4AaABAg","content_type":"comment","title":null,"body_preview":"I’m a democrat and a liberal, but come on.  Since when do we believe an unverified report by someone’s opposition?  On Friday, DOJ indicted there is no investigation.  I’m all about watching Rs implod","author":"@damienzillas","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"2df224d5-a528-4003-b162-a977c93d9527","source":"youtube","source_id":"UgyvJar2r4XkgG01fll4AaABAg","content_type":"comment","title":null,"body_preview":"Is this really the best America has to lead our country","author":"@Antonio-k9u7q","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"16eacf5b-2327-4afe-9ab4-83745e899b97","source":"youtube","source_id":"UgxYG7ktiSKDOpYaya14AaABAg","content_type":"comment","title":null,"body_preview":"Their voters won't care because they won't believe the charges. Trump will say it's a witch hunt and that will be that. \n\nOur political system is now totally and devastatingly FUBAR!!!","author":"@pattyjones3211","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"d73ea162-83a8-4f59-92db-b40e4332f3f4","source":"youtube","source_id":"UgyxluwjPAPdZApgK394AaABAg","content_type":"comment","title":null,"body_preview":"Not that long ago, an allegation could have gotten someone like Donalds lynched.  I thought we were past that in the U.S and now require evidence.   However, what is more alarming, is not that his rep","author":"@andrew-f1s6m","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 Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"d443fc67-d08c-4199-8ee9-beabb303fbc8","source":"youtube","source_id":"UgwpDZJMgdZyW9fI6514AaABAg","content_type":"comment","title":null,"body_preview":"Of course they made accusations. Not sure why Byron thought he was white.","author":"@susankhreis8652","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"ee0726e7-9d4d-4db1-937a-049421440423","source":"youtube","source_id":"UgxYpQ42uX3X5D_Zylh4AaABAg","content_type":"comment","title":null,"body_preview":"Take a minute and look it up, verify information before you blindly believe whatever you hear. There is no investigation, just a white guy trying to eliminate a black opponent? And another so called i","author":"@Taryn.MaraHaven","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 Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"59326be7-71cc-41f9-8b39-e5b78345f36e","source":"youtube","source_id":"UgxmhilC8V-x6O-u4QJ4AaABAg","content_type":"comment","title":null,"body_preview":"I thought that was something that got you elected🤷🏾‍♀️","author":"@esta8651","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"56d01fe7-0de2-4173-9888-1d9a7cbfca3d","source":"youtube","source_id":"UgxV37K39UnRZQiweOp4AaABAg","content_type":"comment","title":null,"body_preview":"Wait with all the peds in power you thinks this is going to happen?","author":"@applianceflipper8590","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"ce1bfe7c-7f36-491d-a595-b08f67fb7082","source":"youtube","source_id":"nwOAFUwJDu8","content_type":"post","title":"Republican Drops Explosive Byron Donalds Allegation—But Where’s the Proof? #GOP #Florida #News","body_preview":"A Republican rival makes a stunning allegation against Byron Donalds, but no criminal charge has been publicly confirmed.\nThe viral clip claims Donalds may face a sex-trafficking charge, but current r","author":"Lamont Tyson","classification":"human_created","confidence":0.7,"indicators":["original_content_via_mention","platform_fluency","news_summary_style"],"bot_score":0.44871794871794873,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nwOAFUwJDu8"},{"id":"cf559d94-1d7b-47eb-a5bf-ef3d9ab72e47","source":"youtube","source_id":"Ugw7tqPCYUeVJAJF7qp4AaABAg","content_type":"comment","title":null,"body_preview":"The split among Michigan voters is less a class divide than a generational one. El-Sayed won more college-educated voters, but the younger a voter is, the more likely they are to have a college degree","author":"@culture_of_resistance","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 Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"178920b6-21ba-4de1-be23-0025cc03ad10","source":"youtube","source_id":"UgwtDoWFp6A0mHk2ERR4AaABAg","content_type":"comment","title":null,"body_preview":"Fettermans biggest problem is that he's just smart enough to NOT walk into a post.","author":"@gsten2116","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"0b8296e9-913e-4243-8961-c8936df5195e","source":"youtube","source_id":"UgxVJAaCEo9dgeA1Ww54AaABAg","content_type":"comment","title":null,"body_preview":"10:40 lmao, Israel advocates trying to steal valor from the actual 20th-century Jewish civil rights activists. Reminds me of the present-day Republican Party bragging about Lincoln, even though they'd","author":"@benpeck9255","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"d19449eb-e23c-4693-983d-c413a6ca32c1","source":"youtube","source_id":"UgynhZ9TPfkRcb_iQpF4AaABAg","content_type":"comment","title":null,"body_preview":"The reason non college graduates have no sympathy for college grads is because while they were in school socializing, partying and having their bills covered we were scraping by eating ramen. Barely m","author":"@churrle8528","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"9b28da1a-0937-43f0-8c09-56186e613db1","source":"youtube","source_id":"UgxHg7pU6oFoySdQ5314AaABAg","content_type":"comment","title":null,"body_preview":"The commentator appears to believe Jewish activist were participating in the civil rights movement out of altruism, my understanding is the Jewish participation, especially in the south, was out of se","author":"@rossmcadie2212","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"4460007e-4fdd-4245-aa8f-0303184e1896","source":"youtube","source_id":"Ugx-WMBvB4-P9GDB3aR4AaABAg","content_type":"comment","title":null,"body_preview":"Having a stroke, doesn't stop him from taking the $$$$$$$$","author":"@sargemarine3709","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"68ccdd09-493f-4db6-85db-1c20d6eaf461","source":"youtube","source_id":"Ugwiu7cVvCVi6-mDb6l4AaABAg","content_type":"comment","title":null,"body_preview":"John fetterman .   It's so sad.  We have people like this  .Run our country.","author":"@glenlin2575","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"95a1dc2e-6f99-4f68-859f-4ccf3acdae64","source":"youtube","source_id":"Ugy_vuL6MnT5TL3Vmyl4AaABAg","content_type":"comment","title":null,"body_preview":"Saagar and his Co-host, she,her, he, him, I don't want get her pronouns wrong, blindly following Ichabod Crane, Bernie Sanders; are out there so far left you cannot see them: \"They not Like Us\" My bla","author":"@wilbertditto2659","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","religious_quotation"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"8732b981-37e9-4ed6-b84b-fcf87f569356","source":"youtube","source_id":"UgyfHyHwPW21uWXGIz54AaABAg","content_type":"comment","title":null,"body_preview":"If you do not have the cognitive ability to understand basic questions should you really be in the United States senate.","author":"@alyw1988","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"49543338-06e9-4ead-80a2-89c53eec4feb","source":"youtube","source_id":"Ugy8DnE0nHxSxFbdf814AaABAg","content_type":"comment","title":null,"body_preview":"I'm more worried that your \"network\" has no problem with the DSA. Its very reminiscent during a bad economy that in effect the labor party what we call the Democrats are attacking Israel. To say it's ","author":"@roberthall6609","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"b100ac71-d3dc-4748-b202-58797aa64630","source":"youtube","source_id":"UgyLYZ_coj0MzQM388p4AaABAg","content_type":"comment","title":null,"body_preview":"The biggest supporter of Israel is the president of the US.  Fetterman needs someone on his side,  make it the person in power .","author":"@Delilah-m1w","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"d4e0d1b5-3cfc-4973-90a1-e22128f085d2","source":"youtube","source_id":"Ugw1hHmE-Fj9EbyLHlJ4AaABAg","content_type":"comment","title":null,"body_preview":"Fear in Jewish homes? Was there fear in real American homes when that Haley lady was almost announcing that she represents \"Israel\" a foreign country? Anti-semitism is not anti-jewish. But whoever sup","author":"@Green-m5p","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"ad576298-6ce6-448e-b3a5-ff7222d5e4fe","source":"youtube","source_id":"UgxahWKjVqSjQ9byHsB4AaABAg","content_type":"comment","title":null,"body_preview":"If there is fear in Jewish homes its because people like Van Jones keep telling them that they need to be afraid.","author":"@redwire6315","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"580a4fd3-e01e-48e0-b8a7-348eb6c02936","source":"youtube","source_id":"UgytbeOWaJpdKkCNPvt4AaABAg","content_type":"comment","title":null,"body_preview":"1:49 Paraphrasing the heretical Scofield Bible on support for Jews being a prerequisite for Christians. BS. Spain kicked out the Jews in 1492, immediately discovered America and became the first moder","author":"@eddyhoughton6542","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","historical_reference_with_interpretation","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"8d7e6793-7aa4-417a-863c-0440963d1f20","source":"youtube","source_id":"UgyY8ZOCQHAnaDKWMLl4AaABAg","content_type":"comment","title":null,"body_preview":"why do zionists believe that genocide is a core aspect of the jewish belief? if they didn't think that they wouldn't claim that criticism of genocide is anti-semitism.","author":"@VodShod","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"dd230404-b374-40e6-b608-b79124609211","source":"youtube","source_id":"UgxltSuJz3mfuVriAN54AaABAg","content_type":"comment","title":null,"body_preview":"There were pictures in my house of my great grandmother and my grandmother going to Jerusalem","author":"@unapologeticperspective1481","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"82e7bcc2-0841-4010-bd06-1d1e229b7ce3","source":"youtube","source_id":"Ugx4oXBajSSGYtU-jzt4AaABAg","content_type":"comment","title":null,"body_preview":"Why is Israel the most important issue to John Fetterman ???The answer to 99 of 100 questions.💰","author":"@aabbat03","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"395b3566-08e7-4d6e-8a20-afd3eea4e423","source":"youtube","source_id":"UgyfBcHviV-Ct_bxHhp4AaABAg","content_type":"comment","title":null,"body_preview":"#1 he had a stroke & #2 he took half a $ million from APAIC.   .","author":"@joe6v674","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"22085187-5f09-45bc-9ee3-8efb7711c48a","source":"youtube","source_id":"UgxQvgkBkGkFVcHgJV14AaABAg","content_type":"comment","title":null,"body_preview":"Van jones pitch for el sayed to focus on inspiring muslim kids is a ploy dude, its so Republicans say hes only there to represent other Muslims. Dudes a double agent","author":"@CarlosA.Montes","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"20b814ad-c73e-4784-8f4f-48065fc9539a","source":"youtube","source_id":"UgztgxAUfCr3OaJW-9V4AaABAg","content_type":"comment","title":null,"body_preview":"Yep. Mamdani is the type of politician we prefer. In the late 70s, while running for city council in SF, Harvey Milk solved the dog sh** problem by strategically placing excrement and stepping into it","author":"@suedavis1781","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"704eacae-e584-41f0-9ace-e6b677e5d33a","source":"youtube","source_id":"UgzCtvUvG774efp0A3Z4AaABAg","content_type":"comment","title":null,"body_preview":"6:44 Hate crimes against Jews is rising exponentially, what in heaven's name are you on about??","author":"@lenardboxer","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"3f2c4229-5667-44ca-8fe4-84c157631060","source":"youtube","source_id":"UgyIoRbPJO-mEVnUq-J4AaABAg","content_type":"comment","title":null,"body_preview":"I’m glad there’s some Americans who are intelligent and see through the propaganda. This is crazy. We need to get rid of these narcissistic idiots in power. The world is getting destroyed. We need to ","author":"@janesmy6267","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"1b3d03f7-3a82-4ba4-adea-b5d3167b709d","source":"youtube","source_id":"UgxUyRsHRkbrVPx22kF4AaABAg","content_type":"comment","title":null,"body_preview":"John Stewart has a conversation with a intellectually challenged senator, a senator.","author":"@bp6421","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"cb557ce5-2f95-4168-96a6-335fbd7c7fff","source":"youtube","source_id":"UgzqldFTOBsXEObW8bZ4AaABAg","content_type":"comment","title":null,"body_preview":"Fetterman is dumber than he sounds. And he sounds pretty dumb.","author":"@mrg0th1er83","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"0910cdd0-c244-42d9-8660-26a6bbfdf0d1","source":"youtube","source_id":"up2QWcXSGtk","content_type":"post","title":"Jon Stewart HUMILIATES 'Weird' Fetterman On Israel","body_preview":"Ryan and Saagar discuss Jon Stewart humiliating Fetterman on Israel. \n\nLIMITED TIME FREE TRIAL AT BreakingPoints.com \n\nSign up for a PREMIUM Breaking Points subscriptions for full early access to uncu","author":"Breaking Points","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.27018643291959393,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=up2QWcXSGtk"},{"id":"3d5d2dec-3cc6-4498-a3a6-8f7d5339a953","source":"youtube","source_id":"Ugzw9mBn2nOvzHH13TJ4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you! Great coverage. You made it fun, informative and interesting to watch. From Canada.","author":"@lazareban6470","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"deba8700-caae-439b-9cee-d6466d389e4b","source":"youtube","source_id":"Ugx5lHrXBoSM426jTld4AaABAg","content_type":"comment","title":null,"body_preview":"Rogers is gonna turn this senate seatred unfortunately we elected a monster","author":"@supermariorobot4592","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"94965c1b-d89d-4e8f-947f-4a5ae2ae408b","source":"youtube","source_id":"UgxdjYvbriBo-uQrB-V4AaABAg","content_type":"comment","title":null,"body_preview":"I am happy at the result because the big money and the Israel lobby lost, but I don't fully support Sayed's policies and his past posts and he probably has less probability of winning against Rogers t","author":"@newyorkskier","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"27b4463e-3a5b-4999-8767-7232aec36f1d","source":"youtube","source_id":"UgxbtkJyA1Ukxs2hKcV4AaABAg","content_type":"comment","title":null,"body_preview":"I enjoyed watching your analysis Steve.   I noticed I was feeling a bit of ptsd listening to your background music… it was putting me right back to election night 2024 as you were determining the winn","author":"@robsantana629","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"989b9534-b4fe-435b-9488-6d247318936e","source":"youtube","source_id":"UgyvABY-KPABTfSKvLp4AaABAg","content_type":"comment","title":null,"body_preview":"Everyone saying Steve was bias has never watched his election coverage🙄. I voted for Abdul and I can see that Steve is covering this exactly how he always does.","author":"@Kittysparkles22","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"c600fb67-1bc6-4bd1-88f9-74be9607db31","source":"youtube","source_id":"UgxLm0_y6H1MneNBuSN4AaABAg","content_type":"comment","title":null,"body_preview":"Yahoo!! Abdoo wins!!  This is the best news ever for republicans!! Many of those Stevens voters will vote red!! 👍","author":"@Gearsandoil","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"1064e9de-ac99-46b9-8a80-c6c2b3a45370","source":"youtube","source_id":"UgybcAK1xQd56DcKKUR4AaABAg","content_type":"comment","title":null,"body_preview":"The media instead of advancing the cause of the people, it protects the interests of the wealthy. Donald Trump is the greatest threat to Democracy, he's done plenty to demonstrate it. He only caters t","author":"@KateLopez-o8u","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.3946488294314381,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"70e78256-fcd5-446a-a8e6-b45dcef5009f","source":"youtube","source_id":"UgyUROZRaRPUEbPVSJR4AaABAg","content_type":"comment","title":null,"body_preview":"The media needs to stop trying to destroy the Democratic party and the people it represents. The party is not perfect, but put them in a balance with the Republican party,  who cares more about the av","author":"@KateLopez-o8u","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_template_phrases","synthetic_empathy"],"bot_score":0.3946488294314381,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"b88160fd-21c1-41b6-915e-ec734a12bd15","source":"youtube","source_id":"UgyvlcYNRGCCsyg79Sl4AaABAg","content_type":"comment","title":null,"body_preview":"It's surprising to me how partisan Kornacki is. He largely talks about Stevens, her performance or lackthereof, but very little about how El-Sayed did well, or above projection in this space or that c","author":"@ilovelesmis24601","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.24060150375939846,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"4150abe9-24c8-4bc0-a007-7b3e6769ac3c","source":"youtube","source_id":"UgycKiqt0-U053lW01B4AaABAg","content_type":"comment","title":null,"body_preview":"Did Haley hire Steve to be analyst for her specifically or is he supposed to be analyzing the whole race?","author":"@ilovelesmis24601","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.24060150375939846,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"c2c1113a-4b77-4903-a00c-b87db1e0cabf","source":"youtube","source_id":"UgzxIo2PYaGKzrw00u94AaABAg","content_type":"comment","title":null,"body_preview":"His track record doesn't reflect the merit this role demands. I've watched him dismiss the people who actually built this place while showing no loyalty to the shared values that made it work. But the","author":"@SF-xw7ik","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"00a67485-355a-48d5-a081-8988c530505b","source":"youtube","source_id":"UgxKYoMRgqHxA-VMIYx4AaABAg","content_type":"comment","title":null,"body_preview":"It's time to face it, you need a hair system before it's too obvious. You're just on the precipice of comb-over territory.","author":"@mintysingularity","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"0e716bc7-c062-48ad-b21b-10cc8b19b675","source":"youtube","source_id":"Ugye8nSTLilErzJ2_3V4AaABAg","content_type":"comment","title":null,"body_preview":"The cope was REAL: \n\"maybe we can get some big chunk of mail votes from Calhoun\"\n\"Wayne Wayne Wayne\"\n\"Macombe!\"\nThere was no effort at all to hide how much they wanted Stevens to win.","author":"@Wilbtube","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"32eea91d-5189-426a-8273-465d110c9eff","source":"youtube","source_id":"UgwRCrX2QEkIWT4-I-d4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you for the superior commentary to anyone else in the msn right now","author":"@jacobsiegel9144","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"9570722a-12dd-42fb-9ab9-adde043b81f0","source":"youtube","source_id":"UgywosLc6NoeijZGdDx4AaABAg","content_type":"comment","title":null,"body_preview":"I watched until the end too , Congrats from California!","author":"@eanymeanyminymo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"08052457-2bd6-4b94-817b-981768ac698b","source":"youtube","source_id":"Ugzhaag2AdUDkGtdbyV4AaABAg","content_type":"comment","title":null,"body_preview":"Mallory’s voters would have gone to Haley Stevens, right?","author":"@Camronb9376cb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"b5b0d57b-48d8-4ca2-a6f9-f3493ede8af9","source":"youtube","source_id":"UgybZVaa8yIcFwPGB5h4AaABAg","content_type":"comment","title":null,"body_preview":"In his 1995 State of the Union Address and subsequent May 1995 radio address, President Bill Clinton emphasized border security and rule of law, famously stating, \"We are a nation of immigrants. But w","author":"@mikehappy2620","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"c80f4efb-2627-4228-b464-b5793367d932","source":"youtube","source_id":"jdFq5Lg3fsE","content_type":"post","title":"LIVE: Steve Kornacki analyzes midterm primary election results | Kornacki Cam | NBC News","body_preview":"NBC News chief data analyst Steve Kornacki breaks down real-time vote tallies from Kansas, Michigan, Missouri, Virginia and Washington, while giving viewers a behind-the-scenes look at election night ","author":"NBC News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary_around_quotes"],"bot_score":0.25510204081632654,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jdFq5Lg3fsE"},{"id":"a671d426-c9f4-409b-adab-87e28c476ea1","source":"youtube","source_id":"UgwfgGBfuMzRNECiN_t4AaABAg","content_type":"comment","title":null,"body_preview":"I WOULD SELL MY HOUSE N MOVE OUT IF A RAPIST MOVED  IN MY AREA. NOW RAPIST IS IN WHITEHOUSE!","author":"@SalmanAli-n5s4u","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"7fe51e1a-c46f-4011-a21e-6ab6a322d382","source":"youtube","source_id":"UgwMwmwbLTavhXzIMFd4AaABAg","content_type":"comment","title":null,"body_preview":"Got it. Just ignore getting a deal with the US, you know the promise he ran on 14 months ago. Keep taking those Jabs towards Trump,  that will get it done. 30 billion towards Ukraine, but let's get in","author":"@dave19839","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"6635ee6c-595b-409a-af13-a68058cc2575","source":"youtube","source_id":"UgzBs4F99wnpVeq0PcZ4AaABAg","content_type":"comment","title":null,"body_preview":"You mean he is not blaming China? Biden? Or Minnesota? 😂😂😂","author":"@fcap0808","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"440d1a9e-b7c5-4023-93ff-27244dc253d8","source":"youtube","source_id":"UgyKG09AaRa3OKTIhsR4AaABAg","content_type":"comment","title":null,"body_preview":"I finally have a Prime Minister I'm proud of.  I think we'll be just fine","author":"@robertheidelberg8598","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"9146cf44-3f25-404a-b6b2-e34b7f59e46d","source":"youtube","source_id":"Ugyje1LP4EAPWcEQN-R4AaABAg","content_type":"comment","title":null,"body_preview":"If I lived in the United States I would definitely move to CANADA....you're a great man Mr Carney","author":"@mariacarmelarizzo1736","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"5a1dc5d3-dfea-4d15-ad08-75d4ce8369d7","source":"youtube","source_id":"UgzO1J4tTp80wyv_Xsx4AaABAg","content_type":"comment","title":null,"body_preview":"I’m an American and a Trump supporter and this is hilarious. Well done.","author":"@JesseJarvis-d5f","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"222e99eb-66bf-479d-8b94-b90a80a2e473","source":"youtube","source_id":"UgxFQTpJD1bOdoBATlV4AaABAg","content_type":"comment","title":null,"body_preview":"Carney can disrespect Trump,but he is unable to make adeal .","author":"@Paul-c8c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"31752461-321b-4887-9f48-264e5d65935b","source":"youtube","source_id":"Ugz_5CrhFHZgkFmnEZJ4AaABAg","content_type":"comment","title":null,"body_preview":"Trump was too stupid to get on the other Escalator which WAS operational.","author":"@Nunya773","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"3df02357-652d-47bb-bc5e-29383eb8167e","source":"youtube","source_id":"UgxiaUzEvTc7-yflUHx4AaABAg","content_type":"comment","title":null,"body_preview":"This guy right here and barrack Obama together could do great things❣️","author":"@Lesliewilson-cu6yh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"4ceb6a6c-3ae9-4460-8ab4-9dc7bcf47ec1","source":"youtube","source_id":"UgyzGS4el8TZNSQduSp4AaABAg","content_type":"comment","title":null,"body_preview":"That's probably because you are a coherent and educated speaker.","author":"@ferndog-u2g","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"060d9132-c11f-4de6-be5f-971a4fe3ed68","source":"youtube","source_id":"Ugy9izcscvtVQz4M__x4AaABAg","content_type":"comment","title":null,"body_preview":"🇨🇦 We are very fortunate to have Mark Carney. We know America deserves better, had better and will again.","author":"@LADY-Lib","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"70a7d167-575b-4ae1-90c3-27c04afdb90c","source":"youtube","source_id":"UgztGIctlsWiO3AHSe14AaABAg","content_type":"comment","title":null,"body_preview":"WE MUST RESIST THE COMMUNIST DEMOCRATS. THEY WANT TO REOPEN OUR BORDER. ✊🇺🇸","author":"@johntodd2081","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"26eb09ef-0cb6-4dc2-9e79-7ca98079dc9a","source":"youtube","source_id":"UgzUdI49O_WBce9lm3d4AaABAg","content_type":"comment","title":null,"body_preview":"Trump, you’re a stup!d orange FAT FUCKEN !d!ot.. 🦧🦧🦧🦧🦧","author":"@Scoobybooooob","classification":"human_created","confidence":0.95,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"4acc80ae-b0b5-43ef-8109-990394f760c9","source":"youtube","source_id":"UgwxSBNP5ukYyi8pcfR4AaABAg","content_type":"comment","title":null,"body_preview":"ha ha HAAAA !\nmay the planet cleanse itself of maga cult worshippers","author":"@skooool","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"2854c3ed-4424-4183-a0a1-b9da6b127ba3","source":"youtube","source_id":"UgzZRmEwrSkHLGt1wWx4AaABAg","content_type":"comment","title":null,"body_preview":"Sane, intelligent, humorous.  Chump must fckn hate him.","author":"@1779dannymurphy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"3f11fea6-5b5e-466b-83c4-26f2f47f6692","source":"youtube","source_id":"UgxjB-e1MOOTYIquRhd4AaABAg","content_type":"comment","title":null,"body_preview":"...Carney PM of Canada is a true leader by speaking truths without any fear from pedo narcissist t","author":"@Elizzttell","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"7bf0ad14-5064-42c6-8346-d2bacb497f83","source":"youtube","source_id":"Ugyy2SV3elEDQ3_-2mh4AaABAg","content_type":"comment","title":null,"body_preview":"Canada is very lucky to have such a leader. Just in time !","author":"@thankyouforyourcompliance7386","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"9c7f4493-e471-41a7-a6d2-d4e2cf6da87f","source":"youtube","source_id":"1PkePnVokoo","content_type":"post","title":"Mark Carney Mocks Trump’s ‘Conspiracy’ Claim After Teleprompter Fails Mid-Speech","body_preview":"Canadian Prime Minister Mark Carney took a swipe at Donald Trump after his teleprompter stopped working mid-speech. Carney joked that, unlike “a certain world leader,” he did not consider the technica","author":"Hook Global","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1PkePnVokoo"},{"id":"4efbbc3b-05ad-4b5b-8c87-013af0ad5672","source":"youtube","source_id":"UgxNFlrXoE9bWEhela54AaABAg","content_type":"comment","title":null,"body_preview":"The NIAID, which Fauci ran, submits their budget proposal through NIH, HHS, and OMB to get approved by the president. If his great sin was to find a \"sloppy lab\" in China that ultimately killed millio","author":"@PassTheCatShep","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"daa027a8-ee1e-4c82-b42c-ef02d0e542ca","source":"youtube","source_id":"Ugw8GTPaSnNPos-8yyp4AaABAg","content_type":"comment","title":null,"body_preview":"Love how that Newsmax headline reads \"Fauci BRAGS about his fame\" when it's his personal diary, you know, something you don't show to other people, meaning it's basically impossible to brag.","author":"@steelerfaninperu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"75cb5e96-3d92-4d29-9bc1-98e97346e27d","source":"youtube","source_id":"UgxvKjrqdvzn_k99eI14AaABAg","content_type":"comment","title":null,"body_preview":"Amazing that anyone takes seriously a “news” outlet that uses the headline “Brags about x” when reading events from a DIARY.","author":"@strongopinionsongear","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"b10e26a1-9b39-49d7-8ad7-7fe39eb539ab","source":"youtube","source_id":"UgxRGTslKvj1glk4Et94AaABAg","content_type":"comment","title":null,"body_preview":"He could have saved time by just saying, “Same answer” over and over to each question like the president did.","author":"@dickmorrill4285","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"8f3b9057-2482-4679-8e96-0fabf7c38316","source":"youtube","source_id":"UgyQjyEmsy58QOMna614AaABAg","content_type":"comment","title":null,"body_preview":"Honestly, this was one of the worst kinds of Democrat propaganda video shrouded in comedy. There are legitimate apprehensions and condemnations of Fauci's megalomaniac conduct, and you missed all of t","author":"@justanotherview3243","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"32ff05e5-c6cc-4376-964e-84a60fd2655d","source":"youtube","source_id":"UgwsKmi_RyJOD7nk4wx4AaABAg","content_type":"comment","title":null,"body_preview":"If the far right are targeting Fauci, we should all be very wary about this distraction \nfrom the 1000s of protected Epstein clients, likely still abusing kids : (\nWe know that increasing Nationalism ","author":"@DANCEGARAGEPUNK","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"7dd5dffa-8daf-4fe3-9377-4d5ce9bde06b","source":"youtube","source_id":"UgzcX2jtLrQ64HgeovR4AaABAg","content_type":"comment","title":null,"body_preview":"Is it just me or does Fauci's \"diary\" sound more like something Trump would write?","author":"@essential_worker_no","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"c5699cc2-2edb-470e-940b-5f59dd4546c5","source":"youtube","source_id":"Ugw7aGJFHHtkJbVtfth4AaABAg","content_type":"comment","title":null,"body_preview":"Dr. Fauci - PLEASE Don't answer these liars & garbage pushers , they just need fear fodder for their Indoctrinated fools watching Fox , Newsmax who still think COVID was a hoax \ndesigned to hurt DJT.\n","author":"@Leo-w6e4y","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"7dcef7cb-2ab5-4b17-9a86-b90a88eb5c7f","source":"youtube","source_id":"UgyfkQWFDCH_vdy8fTt4AaABAg","content_type":"comment","title":null,"body_preview":"This sounds like Trump's diary.  Can we get back to the Trump -Epstein files.","author":"@MA-jl5wu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"39b50a97-451a-4a32-ab5f-c07d3b2b9963","source":"youtube","source_id":"UgxlHbI-FMwbmLvfLoF4AaABAg","content_type":"comment","title":null,"body_preview":"He is/was a puppet  but that doesn't really make him unique or special. This isn't news.","author":"@mickeymouse-nr8ns","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"eb90bcb6-f1c5-4788-a697-b0ba1e3fec8d","source":"youtube","source_id":"Ugz7POZqJZnDNvJezAF4AaABAg","content_type":"comment","title":null,"body_preview":"The real joke is on you.  You can highlight all the clips you want to.  But the truth is coming out and you can't stop it.","author":"@cherylburleson6469","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"378bddcc-a5c7-4697-b994-37a0dfc719e4","source":"youtube","source_id":"UgzcWHNMjYxX8RX7iRt4AaABAg","content_type":"comment","title":null,"body_preview":"Disingenuous to comment on the celeb interactions but not mention the early diary entries about lab produced wuhan virus.","author":"@boogeiyman","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"4ff3a29a-e2b9-4cd8-9990-50f7583839bc","source":"youtube","source_id":"UgwwtfSHadSXT7kNJDl4AaABAg","content_type":"comment","title":null,"body_preview":"Fauci worked for the NIH as a scientist. He had no authority to shut anything down. The CDC shut everything down and the person that was running it was put there by Trump.","author":"@jasonlewis1455","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"e7527f55-7d97-408f-aa21-851bd7e8ebf4","source":"youtube","source_id":"Ugw3LbBpHA6PERNbYfJ4AaABAg","content_type":"comment","title":null,"body_preview":"Heres a question, how did randy paul get Dr Faucis diary in the first place? And how does American law work regarding literary works, and their exploitation? Maybe the same guy stole a certain Biden d","author":"@forabetterworld65","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"1d14c474-e03b-40fa-914b-ca855731a4c3","source":"youtube","source_id":"UgxH8uoAZDa5Os_Y70N4AaABAg","content_type":"comment","title":null,"body_preview":"The US had the highest rate of deaths worldwide (supposedly) from Covid . No world president died from Covid - even fat unhealthy Trump. survived.. Nancy Pelosi, and Newscom having parties and private","author":"@belawood","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"0cb522c9-948f-4af9-8bcb-80aeca6fab7c","source":"youtube","source_id":"UgyqcRyxz8fyTCmbI9V4AaABAg","content_type":"comment","title":null,"body_preview":"What came first.\nFauci's Diary,Hunter Biden's Laptop,or The Epstein Files.\nThey pushed Epsten Files .","author":"@beeseewill2407","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6014652014652013,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"b966f5cb-d27a-47f4-a3bb-cc1c270f1fdb","source":"youtube","source_id":"UgzRTsjHgkc7TegkHVh4AaABAg","content_type":"comment","title":null,"body_preview":"Lets have a look at your diaries. Fauci would be respected in any other country but in USA he on trial for using science. The world holds the USA in contempt.","author":"@ninacole4070","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"6328a31b-0b16-44ad-ad58-b31f58d96ee3","source":"youtube","source_id":"UgzhaEeYfIxBsIh3wZl4AaABAg","content_type":"comment","title":null,"body_preview":"I remember scolding a lady at my church for not wearing a mask during the pandemic, self-righteously adding, \"I follow all of Dr. Fauci's recommendations\". But since then I have become suspicious of F","author":"@howardcurtis9138","classification":"human_created","confidence":0.8,"indicators":["personal_anecdote","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"12e9d1d7-c7ca-4dcc-9245-f44e289e91a9","source":"youtube","source_id":"UgxI23RcQ9msRrLREWR4AaABAg","content_type":"comment","title":null,"body_preview":"OHHHH! LOOK AT FAUCI AND NOT DONALD TRUMP'S WAR CRIMES OR THE EPSTIEN FILES! THE EPSTIEN WAR CRIME FILES! BUT NOOOOO LET'S READ FAUCI'S PERSONAL DIARY LIKE A BUNCH OF ANGRY GIRLS!","author":"@CptKrnch","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"3ea2bf80-7ade-4fbc-8373-d5c1eea698c5","source":"youtube","source_id":"Ugx2K-XNoMdkFbPmP7Z4AaABAg","content_type":"comment","title":null,"body_preview":"This is Zombie content. I man (Fauci) who's likely responsible for thousands of deaths and we make lite of it in spite of Trump. This is an unfathomable level of evil.","author":"@jrtime99","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=14j9b34VCJI"},{"id":"5b05f9bd-9891-459e-a3b9-a9c7006ff263","source":"youtube","source_id":"Ugzc1yp26Mcay6FULGV4AaABAg","content_type":"comment","title":null,"body_preview":"Oh… be quiet and go back to that strip club you work at by nights.\n\nThey really can’t stand anyone that isn’t them, can they?","author":"@OzonialLayering","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"960b0de0-59e3-4a8d-a105-5f644032a4a4","source":"youtube","source_id":"UgzJX8rj6m72RDITO7Z4AaABAg","content_type":"comment","title":null,"body_preview":"Meghan Kelly also did the same thing to Obama. \n\nShe was almost to the point of salivation.","author":"@tatianadaniel3569","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"f91a7b5f-8007-40e7-9c33-c3c6a7afa6e8","source":"youtube","source_id":"UgyGYesDaTg5y3b2t3N4AaABAg","content_type":"comment","title":null,"body_preview":"fox propaganda is afraid of El-Sayed... As they and the rest of the pedophile enablers should be.","author":"@ArthurRam0s","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"4d97449b-a425-4978-82de-7cb1bee108f3","source":"youtube","source_id":"UgxdyjK6uzfbHQ5_dBx4AaABAg","content_type":"comment","title":null,"body_preview":"Probably the only thing they have said that I agree with!","author":"@RaeBaker-c7o","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"faacab14-e29a-46a3-a721-c3e57a164fba","source":"youtube","source_id":"Ugw54R313wxEST5f8jJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is exactly what gop lacks. Sexiness, !(not in a predator kind of way)\nTrump wishes he had him among his Central Casting incompetents.","author":"@CQ-369","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"b5023a01-f3cb-450d-bdbb-cb0c5648dade","source":"youtube","source_id":"UgzYnK5id9WTZc4wAm54AaABAg","content_type":"comment","title":null,"body_preview":"These folks are so sad in their fears and complexes it's just pathetic at this point. C'mon be honest. You can barely contain yourselves after seeing a black body or the eyes of an arab person. You ju","author":"@9Rezerk","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"0cb69c87-9f31-4f59-af66-4ae08aa6b5a1","source":"youtube","source_id":"UgzRSWO8sQdK6ptL3GN4AaABAg","content_type":"comment","title":null,"body_preview":"Give her a carrot and some oats and maybe she will calm down.","author":"@mikedaniele8745","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"b9756998-d65c-4005-8494-48f0daa58d93","source":"youtube","source_id":"Ugy-42bJVx5BVDfcD4d4AaABAg","content_type":"comment","title":null,"body_preview":"Just openly having a problem with diversity and equally?? So many white american people are such horrible evil people...","author":"@BorskEven","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"72632054-f5f4-4d91-aba1-2ca41cf14fe0","source":"youtube","source_id":"UgyOnj6D6leU5xKLVH54AaABAg","content_type":"comment","title":null,"body_preview":"I mean yeah he's a handsome guy but Laura it was you who called him a dreamboat maybe unpack that","author":"@sirhcsnomde2002","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"364d944c-f3de-4b9d-99ef-f4544f5c3619","source":"youtube","source_id":"Ugw9-3cpa8kEfKu8bNl4AaABAg","content_type":"comment","title":null,"body_preview":"That’s the first time she reacted like a normal human woman.","author":"@Confetticakemix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"3c2dc886-c2bc-417e-bec5-85290d6cb929","source":"youtube","source_id":"UgzJQVeNmgPRlEnYzjx4AaABAg","content_type":"comment","title":null,"body_preview":"I am Michigander and voted for Abdul 🎉🎉🎉\nI can’t wait for November.🗳️🤞🤞🤞","author":"@ewelina8b","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"f3ab3426-53dc-4447-8d9b-b838470e290d","source":"youtube","source_id":"UgyFRhDV_6WEMO4ZrT14AaABAg","content_type":"comment","title":null,"body_preview":"The Republicans voted for a brain-dead felon and they're complaining about competence?","author":"@swordsman189","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"6f6faff2-7aaa-4cf1-ba3b-acfd08c41ddf","source":"youtube","source_id":"UgwWgyluOADmliPJqnR4AaABAg","content_type":"comment","title":null,"body_preview":"And he's kind and good, and lovely to his wife as well. 😍 I love that for his beautiful wife. ❤ 🇺🇸","author":"@lizzmcvee","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OKm5cfOv5vs"},{"id":"42bc62f0-8225-4467-bf83-e6a665cf04b4","source":"youtube","source_id":"UgxE-rA_nyhn7cGEI3p4AaABAg","content_type":"comment","title":null,"body_preview":"Trish if my comments were too long I'm sorry but I didn't say anything wrong didn't use foul language or anything else because I watch you all the time","author":"@user-e3u2o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"ff96ff42-3ea1-4534-a845-967cdd06c1be","source":"youtube","source_id":"Ugxkg9cwFmLf8NvWhXx4AaABAg","content_type":"comment","title":null,"body_preview":"Why no title 9 like rule? Every trans in woman sports has to have a trans person in men's sports!","author":"@tomgilson9180","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"350c4a24-0acc-47a8-b717-d4e9e0d4cc9d","source":"youtube","source_id":"UgwmBdRHIvU0Apwf4lN4AaABAg","content_type":"comment","title":null,"body_preview":"\"It's complicated\" no...\"I'm trying to make it like complicated\". Retords.","author":"@evelynfive5684","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"930af183-4e3a-460b-be10-c3b1f1c31530","source":"youtube","source_id":"UgykMDxJbjgJEDtIKNh4AaABAg","content_type":"comment","title":null,"body_preview":"Common sense thing is a trans league. Years ago there were only men’s sports that filled stadiums and arenas. Then more and more women wanted to get into sports so a women’s league for various sports ","author":"@gail8834","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"1deb6449-e9ea-4752-8e2d-ab1318dff5cc","source":"youtube","source_id":"Ugwysc0H5XB8UBWbPJV4AaABAg","content_type":"comment","title":null,"body_preview":"Democrats know all that, but they are paid to push a demonic agenda to destroy humanity.","author":"@Justicetruth-o2e","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals","platform_fluency"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"387b3ea2-56f5-4f78-9e9f-3bd7e59d24f5","source":"youtube","source_id":"Ugy-CkxSvYA_YklY3DJ4AaABAg","content_type":"comment","title":null,"body_preview":"We should respect peoples but there is no dignity in transitioning bce it's against God's values.","author":"@Justicetruth-o2e","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"d08802a8-e81b-41a4-a8bb-9cb1ea236811","source":"youtube","source_id":"Ugy1xfaxu2SzSadsfEl4AaABAg","content_type":"comment","title":null,"body_preview":"Liberals simply have a completely different definition of the term common sense. We view it as something that would make sense to normal people, they believe that it can be whatever they choose it to ","author":"@kimalexander5645","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"dca2b1f8-2d66-4a87-b960-df61dd151ebb","source":"youtube","source_id":"UgxBRLv2vbW9ap9O5w54AaABAg","content_type":"comment","title":null,"body_preview":"God made no mistakes 🙏 men or women 🙏 even in nature 😮","author":"@KimElliott-i5m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"0d0b843d-4cb0-4393-a78c-8a7f838dc174","source":"youtube","source_id":"Ugy0FHDf5GKvJPlB0pN4AaABAg","content_type":"comment","title":null,"body_preview":"Now there are two guys that played some professional basketball announcing their availability to sign in the WNBA and if they won't sign them now they have a discrimination case.","author":"@garybruning9941","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"ebc0d2f1-5101-424e-a99d-2638c753a1a3","source":"youtube","source_id":"UgxxZSs4nwW-ZajBDp94AaABAg","content_type":"comment","title":null,"body_preview":"It's just another way to distract us peasants while they steal our tax dollars!","author":"@jackb9812","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"37d99ad2-22c5-421a-be28-6c6215623ded","source":"youtube","source_id":"UgzsH8HUl6tWVT0TKBx4AaABAg","content_type":"comment","title":null,"body_preview":"Dah, makes sense to me. But the rulers of the haters only care about controling their flock with bs, surely not wanting followers to think for themselves.","author":"@CF-wo3id","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"5486d02d-c784-468a-a6a6-fb101cfa8f69","source":"youtube","source_id":"UgzjzBKcsy31r5EF2Dh4AaABAg","content_type":"comment","title":null,"body_preview":"The left doesn’t know common sense. All they know it game stupidity. These people are avatars they live in a fictitious world .","author":"@martinbenfield3166","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"0084ea94-24fc-4fc9-b49a-f8ccbf3ef165","source":"youtube","source_id":"UgyELArNE1wjp1mnv_14AaABAg","content_type":"comment","title":null,"body_preview":"Its exactly what i said on someone's else's podcast. The IOC won't allow it.\n\n Also....why would collages allow a trans man to play in woman's sports over a woman and go to higher levels.\n\n It was the","author":"@wimpieretief2480","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"75188cb8-5412-486c-bbd5-2db1a7432478","source":"youtube","source_id":"UgxxZMbpvYYKMlzJ2254AaABAg","content_type":"comment","title":null,"body_preview":"#AllByDesign\n\nEnd the UK  / EU globalist cartel system.","author":"@richarddods221","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"c62846d0-6a16-420a-b8f7-d7467086a987","source":"youtube","source_id":"4YLm5vS859U","content_type":"post","title":"CNN Needed to Hear This…","body_preview":"🔔 Subscribe: https://www.youtube.com/channel/UCBlMo25WDUKJNQ7G8sAk4Zw?sub_confirmation=1\n\nThe Trish Regan Show — one of YouTube's Top 100 Podcasts.\n\nHelp Support INDEPENDENT Journalism. Become a TRISH","author":"Trish Regan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","commercial_intent","disclaimer_presence"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4YLm5vS859U"},{"id":"064bd4e6-3e54-4b01-8c09-ae97d03d0adc","source":"youtube","source_id":"Ugwv4uOBlDt2kbMEtHx4AaABAg","content_type":"comment","title":null,"body_preview":"Make Karens afraid to do this in public. Mace away!","author":"@vancegoode8201","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"10f0122b-4e32-4d4d-b9a5-b6f99616177c","source":"youtube","source_id":"UgzZfSr6grp2qEWLvY54AaABAg","content_type":"comment","title":null,"body_preview":"They’ll all be dead soon enough, and most of the young ones are incels. So the problem takes care of itself 😂","author":"@TurdJesus","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"0287c157-c905-4dc1-8392-350d5d031ddc","source":"youtube","source_id":"UgyO0BxZkpJh1ZjbzBl4AaABAg","content_type":"comment","title":null,"body_preview":"She's got some real problems if she's screeching like she's being confronted by her greatest phobia. Padded room type of problems. I'd call the cops on her for disturbing the peace myself, have her es","author":"@valeinara1772","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"db64032a-47b8-49e5-8fc1-1267c922cf2d","source":"youtube","source_id":"UgwwYxd2y1ffJAmepTt4AaABAg","content_type":"comment","title":null,"body_preview":"She's having a mental health crisis. Get her to a 3 day psych eval stat.","author":"@ricogato7983","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"2f88ac8d-03f9-41bc-ab68-58023743e566","source":"youtube","source_id":"UgxzZ3DqqlOeOHXg2nB4AaABAg","content_type":"comment","title":null,"body_preview":"Get who out of where? I'm so confused... Get a black guy out of the elevator?","author":"@StrykezMan09","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"4458170b-0040-4e38-b00c-44d822d217ab","source":"youtube","source_id":"UgyyJrZPlQRkyRr6UiJ4AaABAg","content_type":"comment","title":null,"body_preview":"That looks like a serious mental health crisis, not “Karen” behavior. If she is blocking you or putting hands on you then yes, protect yourself, but this is not funny to me.","author":"@Carolina-DemP","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"f365e267-1559-4070-9209-96ab0efac908","source":"youtube","source_id":"Ugwe7sYH48LQaXdgj5B4AaABAg","content_type":"comment","title":null,"body_preview":"Memory care sounds like a choice.  After all they closed most of the psych hospitals.","author":"@catherinemckinney4091","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"2396d97d-d28a-428e-af8b-df5f44428e66","source":"youtube","source_id":"UgwxhdBf4NnHt2KICGJ4AaABAg","content_type":"comment","title":null,"body_preview":"That type of response is a tell tale sign of a person with zero capacity for critical thinking & eats everything media feeds her. Never a single thought of her own. This is how they program NPC’s for ","author":"@TheHeartsetCoach","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"1f41c7e5-d1ff-4d82-b89f-0ce8505044a1","source":"youtube","source_id":"UgzqwJkb8fnmxySFqMl4AaABAg","content_type":"comment","title":null,"body_preview":"What a nut job she is. Time for the mental health team to pick her up.","author":"@2026Livinglife","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"004453c5-e8ab-4527-ab3a-4cfd7ae390fd","source":"youtube","source_id":"UgxlhLxcVsmbA0PjdE14AaABAg","content_type":"comment","title":null,"body_preview":"What's going on?  What's the filming person doing reaching at her?","author":"@DramOfScience","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"b021c19a-94de-4536-8c8e-e07449fc638b","source":"youtube","source_id":"Ugzsvk1umqxnZ1Fqg8h4AaABAg","content_type":"comment","title":null,"body_preview":"I’m pretty sure any of us white people who could be in a situation to see something like that would get a lower sentence than somebody with dark skin for popping her in the nose like she deserves. Rac","author":"@Lizrdpplh8r","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"1a20a4ba-4807-46ed-a0b9-5f40424c704e","source":"youtube","source_id":"UgytXtrV-_lxbnNa5_p4AaABAg","content_type":"comment","title":null,"body_preview":"As a customer service worker old white folks are the bane of my existence.","author":"@StevenRogers-w8w","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"0ac504f6-00af-401d-9244-69c4a15a4036","source":"youtube","source_id":"UgzxpxN6AUvNIrrhJEl4AaABAg","content_type":"comment","title":null,"body_preview":"Just give me a dodgeball and let me in the elevator while she does that to someone.","author":"@StephsScary","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"26cb6fa4-fbea-4db0-9c7e-6cdd9fff8a46","source":"youtube","source_id":"UgyEgJjL6IRbLb3jMw94AaABAg","content_type":"comment","title":null,"body_preview":"omg.  If you are that scared of dogs, you need to be the one to leave.  I can't imagine it myself but if that's how you feel,  leave.  I mean seriously, if the dog was dangerous in any way, he wouldn'","author":"@malehuman","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"cff19c40-2154-4fe3-a3fe-a2ea6b86787b","source":"youtube","source_id":"Ugy2gJBbE6Mkp5BvJWl4AaABAg","content_type":"comment","title":null,"body_preview":"I believe this people have evil spirits inside the. That face tell it all.","author":"@Gis-x7x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","lack_of_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"cf9c62fc-64a7-4faa-8351-e279af891f45","source":"youtube","source_id":"UgxuRnODj52ZG4FBGnN4AaABAg","content_type":"comment","title":null,"body_preview":"The dog will be suffering because of her shit....his leash is in the door! Sad","author":"@blackawana","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"1051eb20-b6fe-4cca-b83a-edba760e94f4","source":"youtube","source_id":"2rVNGHPbl_g","content_type":"post","title":"Just mace them","body_preview":"Duet with: https://www.tiktok.com/@whoiskingtrivv\nOriginal video: https://www.tiktok.com/@whoiskingtrivv/video/7670194237543058702\n#duet #politics #news #reaction #breakingnews\n\nIf you have the means ","author":"Hawk's Podcasts / mdg650hawk","classification":"ai_generated","confidence":0.85,"indicators":["absence_of_personality","suspiciously_comprehensive","template_phrases"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2rVNGHPbl_g"},{"id":"403b77d5-da38-48f6-9d23-32aa95814310","source":"youtube","source_id":"UgxvG-35Pl3ZUCo-B-N4AaABAg","content_type":"comment","title":null,"body_preview":"Oh, yes.  POTUS or Trump, if you will.  He wants us all to fall over and not get back up EVER, EVER again.  Especially seniors like me.  \n\nThe Whyte peasant class of soybean farmers who are on average","author":"@kimireneanderson9645","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","false_specificity","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"d4ef12f0-2622-43f9-a529-ec78269ce5f5","source":"youtube","source_id":"Ugwa3eUxHLn3MHe9UPR4AaABAg","content_type":"comment","title":null,"body_preview":"Most are ok? Just name the ones to avoid. Why provide info that has us playing Russian Roulette with our health!","author":"@MistyPruitt-f6z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"961fbf77-c98c-4dc4-9463-530bddc8314e","source":"youtube","source_id":"Ugwt8U6724xygBTkyhR4AaABAg","content_type":"comment","title":null,"body_preview":"​@deiwildcat1884 democrats can't fix anything either wasting trillion$ on free money for illegals, free college, free Healthcare, reparations, sex changes, safe spaces,free needles, narcan, free every","author":"@MarkEDark","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"68871d3b-9141-423d-bc49-87138b847e5c","source":"youtube","source_id":"Ugzh27G_0OLknxvluVV4AaABAg","content_type":"comment","title":null,"body_preview":"This country is so fucking deranged. This is all because of the psychotic orange swamp monster poisoning your food. Enjoy.","author":"@OrioLaur647","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"0afc0597-4805-4510-9fd2-7566abf48ffc","source":"youtube","source_id":"UgzFIb9gwi-XXwVbECl4AaABAg","content_type":"comment","title":null,"body_preview":"It has nothing to do with the food...they are trying to cover up black magic and voodoo....put everywhere....on people...on foods and drinks...along with certain poisonings in things on things...and n","author":"@SKLM-s8x","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","synthetic_empathy","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"5e60d566-07ab-4545-b051-2f17bbdc1be3","source":"youtube","source_id":"Ugw9NreFpXshXK3e1HF4AaABAg","content_type":"comment","title":null,"body_preview":"Viruses are so dangerous when all the experts are gone!","author":"@marcellaunaitis8779","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"461ac998-364e-4544-a651-e1aa46a81e43","source":"youtube","source_id":"UgwmSpKhEYkcbTOFc3B4AaABAg","content_type":"comment","title":null,"body_preview":"Stop trying to scare people!  They want more control!","author":"@lindabedker9105","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"f3fbc3c6-1fbb-42e6-adb8-b34da81ddb74","source":"youtube","source_id":"Ugwg0stQm8QlutX7hEh4AaABAg","content_type":"comment","title":null,"body_preview":"\"The fresh fruit and vegetables at the supermarket are safe.\" Yet cyclospiora keeps spreading in a big way. Give me a break.","author":"@keng8883","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"ef22da5a-bd76-40f9-ad26-870245dfe7aa","source":"youtube","source_id":"UgyKaevebvP9ocsEHq14AaABAg","content_type":"comment","title":null,"body_preview":"And taste the Democrat media hasn't told you, which I'm sure it hasn't is this so-called bug is coming from everything that's important from Mexico like I always said Mexico has never imported anythin","author":"@As1096budz","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.3582417582417582,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"8d154b24-1971-4fbf-9345-b51bcfbfac90","source":"youtube","source_id":"UgwriUbMa05F9IQA7e94AaABAg","content_type":"comment","title":null,"body_preview":"We HAD a system where no one was getting sick from this, but they cut funding for the safety guiderails in place. They removed them, now we have this","author":"@swimfast724","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"c49e34e8-a28c-4878-a424-848a6dbad58c","source":"youtube","source_id":"Ugxl5iDWN0MU2xxQBWt4AaABAg","content_type":"comment","title":null,"body_preview":"I am a produce manager, and the news is killing us. Right now. I guess nothing is safe anymore?","author":"@Thegamercat420","classification":"human_created","confidence":0.78,"indicators":["self_reference","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"6854c939-8f47-4a29-a1d3-baf4c797ac1e","source":"youtube","source_id":"Ugyhp1BDmZ4wmbB1gLR4AaABAg","content_type":"comment","title":null,"body_preview":"I've never bought any fruits or vegetables from MEXICO.\nI saw in a Mexican news a couple of years ago that:\n1. The business is managed by the cartels,\n2. They have people working there( usually inmigr","author":"@rominavillafranca7282","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"0bd45a29-9417-4157-be57-94dc7632945b","source":"youtube","source_id":"UgyAR9Zfzdi56pCAT014AaABAg","content_type":"comment","title":null,"body_preview":"I washed all my fruits and vegetables in vinegar and water can you put blackberries and water add a little salt and vinegar you probably will not eat them after you see what comes out of them","author":"@rhonau34","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 Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"61bc83d0-713a-478d-b6e0-63bc6f13693c","source":"youtube","source_id":"UgzCXtIk6CAd4msunZ54AaABAg","content_type":"comment","title":null,"body_preview":"I really don't think the \"reporter\" should be covering this with her Barbie enthusiasm. It's in bad taste considering we're ALL dealing with the unknown, ..... Again.","author":"@bbtrixie2653","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"95202d3a-b9ba-402b-9d92-dafdf8e4220c","source":"youtube","source_id":"UgxGZSBL_oHHQeEUGRB4AaABAg","content_type":"comment","title":null,"body_preview":"Change the title. He just said don't worry about the fruit she named.","author":"@jkim92677","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"9478c556-1e92-44d7-ad75-7c965edabe83","source":"youtube","source_id":"UgxQ26o5RSFp2Nu766N4AaABAg","content_type":"comment","title":null,"body_preview":"Every time we have a Republican President there is a Health Crisis. Ronald Reagan - there was AIDS. Trump's first Presidency - MILLIONS of Americans died from COVID. And now this - with the leadership","author":"@ShellyP-b7q","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_without_equivocation","emotional_authenticity","platform_native_voice","absence_of_hedge_stacking","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"0f0894ed-aa22-449f-8a49-fa97c4b03e92","source":"youtube","source_id":"UgxSlLpfkiyQAYLhLfB4AaABAg","content_type":"comment","title":null,"body_preview":"People need to wash their dirty nasty hands throughout the entire day especially while dealing and working in the food industry since most of this is from human feces creating the parasites.","author":"@PromoCodeLady","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yfpi_HHX-gA"},{"id":"b938affd-826f-4c8e-8646-baa6f19faba2","source":"youtube","source_id":"yfpi_HHX-gA","content_type":"post","title":"Cyclospora outbreak expands to certain fruits: What to know","body_preview":"A former CDC director recently warned that the Cyclospora parasite has been detected on produce such as raspberries, blueberries, and snap peas. 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Since Trump ready to bail .","author":"@J.Robinson_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"a1c0f765-0a85-408f-93e9-4d6629bad221","source":"youtube","source_id":"UgydL4wfDcQbvuLq4O14AaABAg","content_type":"comment","title":null,"body_preview":"It’s a perfect time for Pakistan to invade. The IRGC could do nothing about it. Pakistan could have its way all the way to Tehran.","author":"@CharlesDawson-sx4jb","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"6658b88d-c2a6-41cc-927c-d65d2fca6a43","source":"youtube","source_id":"UgwBtp-XiDkJJ51bJTx4AaABAg","content_type":"comment","title":null,"body_preview":"LIAR LIAR LIAR - you believe america people are idiots- I believe you want easy money - your channel is full with IDF Diapers -","author":"@jesuscordeiro1897","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"e0825207-095f-4ccc-9ffb-0fe6b6a8044e","source":"youtube","source_id":"UgwWOQjUjs05BhLkXMt4AaABAg","content_type":"comment","title":null,"body_preview":"WHUP THAT AZZ IRAN.... KEEP ON BELIEVING THIS GUY....😂😂😂 . WHIP THAT AZZ....","author":"@michaelstewart233","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"88e50d66-d36c-4474-bae6-226789072c23","source":"youtube","source_id":"Ugw1xESU4FeOiG0aLzt4AaABAg","content_type":"comment","title":null,"body_preview":"How iz your move from ol blighty to the colonies lol.\nHope your settling in . 🙏","author":"@xtevetyler5332","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"b9ca6f31-1561-48f8-b82a-5656782f394e","source":"youtube","source_id":"UgyCDkRUsZKr13Z1GIh4AaABAg","content_type":"comment","title":null,"body_preview":"Ayatollah Jane is about to take power \nJane Fonda that is","author":"@orrorsaness5942","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"89167e24-defe-4141-9a83-02fe8a4715b3","source":"youtube","source_id":"Ugz_9-gRNIwpzOrMj_54AaABAg","content_type":"comment","title":null,"body_preview":"Whatever happened to Iran having to cap and shutdown their oil wells?  Does anyone know?","author":"@DavidJacques-h6s","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"06ea33db-29a4-4cfc-b15b-792ba9edf954","source":"youtube","source_id":"Ugy4pFcHKTEHK7bllnd4AaABAg","content_type":"comment","title":null,"body_preview":"It’s just so obvious that the IRGC are making sure supreme leader is never seen or heard because it’s them . Of course they don’t want a supreme leader that does not agree with them.   This is not so ","author":"@DirkGoldwasser-he7nu","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3853871880627733,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"564b8ee1-b6fe-4d6d-b914-7959232ba61e","source":"youtube","source_id":"Ugy77or_9FASjCaOC7x4AaABAg","content_type":"comment","title":null,"body_preview":"Boots on the ground from us and Israel next transition to a democratic government, implement a new voting system give the Iranian people hope, reward anyone who can identify the extremists.","author":"@nedleyolpal","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"f0c0f421-7088-45e1-9c21-e37b6a98777d","source":"youtube","source_id":"UgwYiUGlk_VVnaDEiOt4AaABAg","content_type":"comment","title":null,"body_preview":"Cleric rule will allow US and Israel military to target all Iranian Shia clerics.","author":"@Carlos-g7l8q","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"a7e85110-b9e0-46f3-be7c-52ba35690d4d","source":"youtube","source_id":"UgweTUMwbJ6belJ75Ix4AaABAg","content_type":"comment","title":null,"body_preview":"Tousi the paid zionist mouthpiece for the neo con dream??","author":"@nivek-x8x","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"4d65b321-8ec0-4ccd-9d06-ad7090be5786","source":"youtube","source_id":"UgxITOA-QMyiAIL4EQB4AaABAg","content_type":"comment","title":null,"body_preview":"The cardboard supreme gay leader woke up dead????? 🤣😂😅","author":"@javierarzaga3870","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"19c2dddb-6dea-4d93-9688-2945e5eb860e","source":"youtube","source_id":"UgxPe3130WdAHFRZkLd4AaABAg","content_type":"comment","title":null,"body_preview":"The new insane leader should run for NY Mayer those retards will elect him quick. 😆🤣😂😅","author":"@javierarzaga3870","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"e3fd0e28-97a3-4cae-bcc0-a3c7c4d0994d","source":"youtube","source_id":"Ugz8IlBbovV5EVqbTw14AaABAg","content_type":"comment","title":null,"body_preview":"Trump should not make a deal , pull out , just control Homuz and tell them he can’t control his pet pitbull Israel ,  support but let Israel take the drivers seat.  The Americans get a rest and the Is","author":"@DirkGoldwasser-he7nu","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.3853871880627733,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"e66ea577-4436-469d-afd1-ee652109879e","source":"youtube","source_id":"Ugw5_QtJfxJxirsGItF4AaABAg","content_type":"comment","title":null,"body_preview":"Mahyar...I don't know whether you are spreading the LIES or the TRUTH...If the SUPREME LEADER IS DEAD that is not a Big Problems cause the Iranians can put another Man as their Supreme Leader...\nBut t","author":"@AnnisaaAbdulLatif","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"6fc245a9-6243-4529-988d-7483aeda1f8e","source":"youtube","source_id":"Ugz4KO0_RIGwtLy1_ip4AaABAg","content_type":"comment","title":null,"body_preview":"it doesn't matter Iran is winning  the US have run out of munitions","author":"@DEDDYANDWORN","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"3612b88b-f831-4419-99aa-5bdf20fe7082","source":"youtube","source_id":"Ugy8_MDM0Tm-WuyKocd4AaABAg","content_type":"comment","title":null,"body_preview":"His condition got worse at the same time with his dad condition few month's ago....just DUMMIES believe that he was or is a live.","author":"@KazS-j3u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"6e94c4cd-013e-4d42-9096-6497e3534e84","source":"youtube","source_id":"Ugw5GHist835KEw4uQ54AaABAg","content_type":"comment","title":null,"body_preview":"This war is still going on? I feel like news from now sounds like the same news from the start months ago.","author":"@BornAgainArmy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"d70e26d1-e589-4642-9cea-d4d90dfc4608","source":"youtube","source_id":"UgwSezGRUS_E1Il8LUp4AaABAg","content_type":"comment","title":null,"body_preview":"Take away Iran's toy.  They are NOT deserving of the Strait of Hormuz.","author":"@roberthall3165","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","lack_of_ai_signals"],"bot_score":0.6483516483516483,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"04b6cbe4-ef43-45a7-a88f-19dd2f78a8ed","source":"youtube","source_id":"UgyMrYFlYI1YuwdxOhx4AaABAg","content_type":"comment","title":null,"body_preview":"🔴 Become a member of Tousi TV+ at https://tousi.tv","author":"@TousiTV","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice"],"bot_score":0.43749999999999994,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"977d468e-1b95-411e-bf10-c87a8900af25","source":"youtube","source_id":"630dYyjmGSg","content_type":"post","title":"LIVE: TURMOIL In Iran - IRGC Prepare Mojtaba Khamenei's Death","body_preview":"🔴 Become a member of Tousi TV+ at https://tousi.tv\n\n🛒 Want to work for Tousi TV? Look at our careers page: https://tousi.tv/careers\n\n📲 Download Tousi TV app — available on iPhone and Android.\n \nX: @To","author":"Tousi TV","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","list_heavy_advice","absence_of_personality"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=630dYyjmGSg"},{"id":"b9476ca2-33f0-4638-a4ee-3f2d72ffac5b","source":"youtube","source_id":"UgzuIT7TerQGIH8J4RZ4AaABAg","content_type":"comment","title":null,"body_preview":"I was on my lunch break when the news hit the radio, no one really knew what was happening, was it an accident? Was it an attack? There was a man being Interviewed, he was a janitor in the towers, he ","author":"@patsimms2504","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"c6278c2f-0bae-4de6-860e-50657f8a520e","source":"youtube","source_id":"UgxTz2FAChgpywijGNJ4AaABAg","content_type":"comment","title":null,"body_preview":"Was working night shift, mother came over and woke me.  Told me that World War 3 had just begun.","author":"@ArmanHamer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"3401beb5-c7c4-4b9a-be0a-43fb37f9c6e9","source":"youtube","source_id":"Ugw4yVLjoHnXXIv42KZ4AaABAg","content_type":"comment","title":null,"body_preview":"and to know that the americans in charge did this to themselves makes it even more gut wrenching. its crazy the things the government get away with doing","author":"@Maysonyeah12","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"41a4611e-f3fe-4c70-87cb-5af0da4da100","source":"youtube","source_id":"Ugx-fYTMPFns0INSIFt4AaABAg","content_type":"comment","title":null,"body_preview":"A tragic event like this wouldn't unite today's world","author":"@Muhammadisapedo","classification":"human_created","confidence":0.6,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"b91eb7dc-0447-468d-b414-28d8b8e6c489","source":"youtube","source_id":"UgyQL1_qJlCNymy0sYJ4AaABAg","content_type":"comment","title":null,"body_preview":"And just like the rest of the world, they left out Isreal’s ties.","author":"@milovinson7192","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"5364ddb3-3ef9-400d-b1dc-a2bd7f9889cf","source":"youtube","source_id":"UgxqsOyCr_FNq_97Oz14AaABAg","content_type":"comment","title":null,"body_preview":"Fast forward to today and we now have a mayor of New York telling New Yorkers and Americans that they deserved 9-11 and his constituents wipe their greasy fingers on the American flag and unapologetic","author":"@brianmiko3251","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"a1fc6464-7a64-47a0-b7f8-a673bc56fcaf","source":"youtube","source_id":"UgwCf1dFoc3F1s6z_fZ4AaABAg","content_type":"comment","title":null,"body_preview":"The events of 9/11 changed me. And continue to. That was one of the hardest days the modern US has ever faced. I still shed a tear when I hear/think about it.","author":"@carl8001","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"1aaf01ff-d52e-4c3f-9917-214a4efbf324","source":"youtube","source_id":"Ugzay4Jz1ohOI0eQj0t4AaABAg","content_type":"comment","title":null,"body_preview":"That was actually a very good recap from off the top of his head.","author":"@CuriousOldMan","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"df78b2b5-da24-4df4-89b2-39f0d7a4245a","source":"youtube","source_id":"Ugym7p4BFph-6-Pqz3V4AaABAg","content_type":"comment","title":null,"body_preview":"This has to be the most \"look how important I am\" way of giving this news.","author":"@mylifeontour6664","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"b8a713ec-f8a0-4f94-a1f5-18c02986c6e6","source":"youtube","source_id":"UgxPrUhWaiDE8GEFNDR4AaABAg","content_type":"comment","title":null,"body_preview":"...and twenty six years later one of the culprits will be elected mayor.\nYou couldn't make this up if you tried.","author":"@boredmictrucking","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"2793ea3a-7880-46ae-9ed3-5583a89e4971","source":"youtube","source_id":"UgyUH4F3SK2qI3HlfhF4AaABAg","content_type":"comment","title":null,"body_preview":"Dont forget Palestine had parades for this while you try defend  them. Disgusting","author":"@shanehunt4661","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"1120aaf1-c6de-447e-b202-e913487c4b94","source":"youtube","source_id":"UgwBRrcbi76tg5AqyF54AaABAg","content_type":"comment","title":null,"body_preview":"They brought down the towers to enact the patriot act","author":"@Gee-ski","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"0ea36d4b-5547-4bd2-842d-32a897cad31f","source":"youtube","source_id":"UgxBZdZOwClGiP5BKm54AaABAg","content_type":"comment","title":null,"body_preview":"That was back when people gave a shit about others no matter what color. Now its all about social media, to hell with humanity.","author":"@THETEN-b5p","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"616c4317-8b3c-4384-a4da-9f81e695b3d4","source":"youtube","source_id":"UgwhUqJEmFVR9QFL83l4AaABAg","content_type":"comment","title":null,"body_preview":"25yrs later they elect a commie arab mayor, bent on destroying them, didnt learn a thing.","author":"@saucebs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"d0b66d94-dc25-41e2-b671-e37c42fae91a","source":"youtube","source_id":"UgxWjpsqBOOZ4eUwKBZ4AaABAg","content_type":"comment","title":null,"body_preview":"And the PTSD knocks on the door once again. Aaargh.","author":"@MattyB.B","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"a7cbcac6-d9c3-4636-b0aa-a5a76a534a79","source":"youtube","source_id":"Ugw6J2scUb8V98ca9x54AaABAg","content_type":"comment","title":null,"body_preview":"America. The country that kills its own people with inside jobs to start wars 🤷🏿‍♂️","author":"@Davincicode6","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"9b6a2e3b-062d-4573-bac7-cdb10489b490","source":"youtube","source_id":"UgzHLxRsL-eO2MIGkYd4AaABAg","content_type":"comment","title":null,"body_preview":"It really did change the world from that moment and not for the best.","author":"@SwaghettiYoloneses","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"c9705ac5-5bea-43e6-b2f7-eaa8edff83c6","source":"youtube","source_id":"UgzWM8IxdXo6fANemV94AaABAg","content_type":"comment","title":null,"body_preview":"And we’re just stupid enough to vote them into office and march in support of their violence.","author":"@DMAK99-h4f","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"90cd4178-4d0f-4c81-aef5-deb954d0ad04","source":"youtube","source_id":"UgyJ9ZXDskQu7cOnKzN4AaABAg","content_type":"comment","title":null,"body_preview":"Now, relay the truth that \n1. Torpedo went into pentagon\n2. Plane was blown up above Pittsburgh \n3. Twin towers were demolished \n4. 3rd billing was demolished \n5. Silvertein profitted\n6. Bush was in o","author":"@jeaninemorgan9118","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"8d40245e-b560-4acb-969e-7ce95c665061","source":"youtube","source_id":"UgyLmTESngVNk7hrqJ14AaABAg","content_type":"comment","title":null,"body_preview":"mamdami- be respectful and don’t attack the 911 memorial services. America 🇺🇸 knows that you hate it, but don’t attack it on its anniversary, please.","author":"@ericumlauf9734","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"c4099cc9-8bba-4d00-87c3-da51ad4b3320","source":"youtube","source_id":"UgxRLUxoc9jFKFAgSud4AaABAg","content_type":"comment","title":null,"body_preview":"i was in the 3rd grade and we had video annoucements and i remember we got our video announcement and they told us some planes had flown into some buildings and that we were being released to go home ","author":"@DancePartyBlammo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"a8916dd7-c8fc-4e14-a6ac-14e3d3dba4ee","source":"youtube","source_id":"UgzjCYBBpVRpxMdqnBd4AaABAg","content_type":"comment","title":null,"body_preview":"And the man that organized the crash yelled \"Let's Roll\"","author":"@jolenefairchild8169","classification":"human_created","confidence":0.7,"indicators":["cultural_reference","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"dfd10931-fa45-42ab-9c69-8c0e51e3ab9f","source":"youtube","source_id":"Ugxd7vJrhcVoamJK81h4AaABAg","content_type":"comment","title":null,"body_preview":"Isn't it strange how there was never a single video of a plane crashing into the Pentagon?","author":"@GentleChemicals","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"e0133577-f164-4cdd-b131-5f03a6fd0b43","source":"youtube","source_id":"T5PsMLRmFCQ","content_type":"post","title":"After months of isolation at sea, they learned about 9/11","body_preview":"The crew of the BBC series **The Ship** spent months living as 18th-century sailors aboard a replica of Captain James Cook's HMS *Endeavour*. To make the experience as authentic as possible, they were","author":"Daily Dose Of History Facts","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=T5PsMLRmFCQ"},{"id":"6aadbf5a-ea7c-4aa3-b0ce-6b3e1f60e327","source":"youtube","source_id":"UgxZSkEkOmTSjncsTPJ4AaABAg","content_type":"comment","title":null,"body_preview":"What if the mystery girl is another girl different than Katie as she said that she had left earlier?   He was spotted with a girl that they didn’t recognize, but at least one of them Bart knew Katie. ","author":"@HealthcareReimagined","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"59932e75-f920-4063-9b70-8bec8d390695","source":"youtube","source_id":"Ugxwi0ri_-espKJVlCZ4AaABAg","content_type":"comment","title":null,"body_preview":"He was on the boat with bark I believe because the girl is calling Marc‘s name but then she says Warren Ron just check his chest so I don’t know what boat he goes on going back home but he was on a bo","author":"@reginareddick7581","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","lack_of_platform_voice"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"1c6b09cc-e672-4c2d-bf80-f741d30b7ea2","source":"youtube","source_id":"UgxXWrVpHmzgd-oAjNF4AaABAg","content_type":"comment","title":null,"body_preview":"United Cajun Navy is fooling you they are apart of the cover-up the murder of Nolan Wells","author":"@alicehood9308","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"90d2679a-7a5f-4218-9bac-6822a8af7d1e","source":"youtube","source_id":"UgzVGpQg_6ZgKWvIovV4AaABAg","content_type":"comment","title":null,"body_preview":"I think that’s a lie and because if that’s the case, how could he bar make a phone call to the toll company to come get them that was in 31 feet of water how could that happen and we’re listening to t","author":"@reginareddick7581","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"520c6477-3d7b-4faf-aced-f5a4535b5029","source":"youtube","source_id":"UgwwU7X_1BcWfEeo2v94AaABAg","content_type":"comment","title":null,"body_preview":"Hello nancy 👋 I just wanted to say this if someone said  Nolan was Drunk what time was he Drunk and where on the boat or off the boat 🚢⛵ ?  How do anyone know Nolan was Drunk?  How ones know how much ","author":"@Dorothy-h9x4f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.8194444444444444,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"f80e0ee1-d73d-4afb-b163-de00be77a1e7","source":"youtube","source_id":"UgzsbrQtLEGGmS6YZDp4AaABAg","content_type":"comment","title":null,"body_preview":"That Mississippi autopsy lady she took Nolan organs the ones needed for the independence autopsy man 👞 need for his finding. Also she same lady that said Nolan drowned. She also the one said he need t","author":"@Dorothy-h9x4f","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","imperfect_expression","semantic_blandness"],"bot_score":0.8194444444444444,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"f27b6302-c599-4ed6-9f58-beee2d4cf7c8","source":"youtube","source_id":"UgxR3duP_fk7otQ9H2h4AaABAg","content_type":"comment","title":null,"body_preview":"Actually, the original tape has the girl said Bart you’re doing too much Bart you doing too much but","author":"@reginareddick7581","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"de875e8f-ace3-4f93-95f9-fedf0d23bdaa","source":"youtube","source_id":"UgwUGgA5SsYWWCwJJpN4AaABAg","content_type":"comment","title":null,"body_preview":"The 2 females where  independence autopsy man at said Mississippi autopsy lady sent Nolan doing the transfer he was Facedown they said his face was burned and his body was abused. They said unacceptab","author":"@Dorothy-h9x4f","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0.8194444444444444,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"238b4b0a-fe62-4706-9236-015e4eb2cb40","source":"youtube","source_id":"UgyjMQxnKTdyePgVH1R4AaABAg","content_type":"comment","title":null,"body_preview":"What's wrong with Nancy. I had so much respect for her until this. All of a sudden she can't investigate, she shared a false narrative, audio recording and based her words on the United Cajun Navy's n","author":"@Corp2me","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"911a276d-4ddc-47a6-afda-795befaab77a","source":"youtube","source_id":"UgycFPkXu99mL98NI194AaABAg","content_type":"comment","title":null,"body_preview":"Id say there was so much drink and maybe drugs that no one knows there head frm their asses","author":"@carolomahony5469","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"79932336-833c-45ec-b91b-c1c8e7ebbae4","source":"youtube","source_id":"UgzkeUw5Mpelo1wr5c14AaABAg","content_type":"comment","title":null,"body_preview":"Nancy,   This group of coat Gaurd, cannot think of their name.    They have been straight forward,  they correct  grifters Crumpty……….     There is no evidence nor motive,    But I know your clicks me","author":"@janet2026-grammy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"df004fdb-8087-4f9b-944b-e6e3fbd6d9a3","source":"youtube","source_id":"UgyGNd3u9TJPxeeCftV4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂😂\nIs nancy grace going to go on national television and apologize when the actual truth comes out?  Fear mongering to her audience. .","author":"@greg11786","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"dab9bcfd-65cd-4f97-9894-a999a40bc96b","source":"youtube","source_id":"UgzrL3202qwNjR-4FAV4AaABAg","content_type":"comment","title":null,"body_preview":"HAS ANYONE ASKED KATIE; ' Did Nolan have his phone with him,  when she was with him???' & if not, what did he say about why he didn't have his phone!????\n\nThese are just some of the most obvious quest","author":"@brownie34hunie79","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5070643642072213,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"a5cdccc5-2e49-4214-a0a0-15c4df7d7f23","source":"youtube","source_id":"UgzHI4ARuGEztFIx3Vd4AaABAg","content_type":"comment","title":null,"body_preview":"I love Nancy! She’s such a straight shooter. But this heartbreaking 💔 No one is talking about how Nolan is on some guys boat who doesn’t look like he’s even part of the “friend group”. Also, they were","author":"@Mrs.Fahrenheit","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"bb0998b5-8178-4dc9-b4fc-ec9ef7eac64b","source":"youtube","source_id":"UgxSAjq3c5gxuydWkl94AaABAg","content_type":"comment","title":null,"body_preview":"Digital photos have metadata attached to them. Justice for Nolan Wells","author":"@ori_U100","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"9d8c8030-cbe2-4de7-b45e-0f1c7edcbb22","source":"youtube","source_id":"UgyDppPSw-mI55cOG9d4AaABAg","content_type":"comment","title":null,"body_preview":"30:04 C'MON NOW!!! THIS IS A JOKE!!! Respectfully Nancy,   why are people who didn't know  Nolan in real life trying to positively ID him in a photo??\n\nAFTER & ONLY AFTER ALL PICS have been verified a","author":"@brownie34hunie79","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.5070643642072213,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"12df56d7-53c5-41c9-a36f-a14d96c0b0a0","source":"youtube","source_id":"UgxjgC50hqhAczoLOJh4AaABAg","content_type":"comment","title":null,"body_preview":"That is not Nolan he is not that dark also the shorts are royal blue 😢","author":"@Ginasaunders-k4d","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"49c7bb9c-e11c-4f76-bff1-015044a8ae23","source":"youtube","source_id":"Ugy_odNLQP8M43PyLt54AaABAg","content_type":"comment","title":null,"body_preview":"They're not trying to solve it; they want it to be a cold case so they can close it. They know there is a time limit and then they can close the case.","author":"@darrianbethea8422","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_hedging","no_synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"3c2a3e47-5342-45e8-b132-f5e795acde24","source":"youtube","source_id":"UgzSmoUit2W2j3HLJR94AaABAg","content_type":"comment","title":null,"body_preview":"They (whoever) did this if in fact he was unlived by someone, makes me think he was on the island when it happened, and when the friends left and most others he then was placed in the water..IMO I dun","author":"@Nunya-j4m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"1dbdc11b-1c66-45b5-a118-8428a072c851","source":"youtube","source_id":"UgyN7NLW4zp1lAwQ8qd4AaABAg","content_type":"comment","title":null,"body_preview":"Justice for Nolan Xavier Wales.    Flint, Michigan.","author":"@belindamanuel4190","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"3ffe872b-d0bd-4e86-86f1-ba10ffcbca9e","source":"youtube","source_id":"UgzY_q8rcgaBmMgxrzZ4AaABAg","content_type":"comment","title":null,"body_preview":"It’s clearly the so called friends that recorded phone call says everything","author":"@gigibaby7343","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"a4bb24e6-96bd-4820-a054-68da758ce26e","source":"youtube","source_id":"UgzEh2F7K36O5nO6AoF4AaABAg","content_type":"comment","title":null,"body_preview":"Nolan was in the water , you can see him and Warren was on his boat or the boat he was in drinking.https://youtu.be/tMshppvG_K0?t=310","author":"@KeilaMaldonado-c1b","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"4aa6e3fd-b6e9-40ff-a485-0c4887f5dd5b","source":"youtube","source_id":"UgwePSrWal7QENWphUp4AaABAg","content_type":"comment","title":null,"body_preview":"Those are not the boats they were on , you can see Warren on the boat where they took a picture from .","author":"@KeilaMaldonado-c1b","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_hedging"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"aadf23e8-5ca1-4b13-89b3-a4ac444dc31c","source":"youtube","source_id":"Ugz5-pdpAbyMVtM2M1J4AaABAg","content_type":"comment","title":null,"body_preview":"A big choke hole under the chin of and the neck and holding the back of the head tight like in a breaking mode","author":"@GwynCallahan","classification":"ai_generated","confidence":0.5,"indicators":["imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"b71eae86-e070-4d9d-aa44-0e6d1ba1b9a0","source":"youtube","source_id":"UgwB7FqzsWYdl12VsKl4AaABAg","content_type":"comment","title":null,"body_preview":"Do you think they sacrificed Nolan to live a long rich life????","author":"@karmajustice2577","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5897435897435895,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"b3ab8633-d985-41b0-b641-76b15e09d6b8","source":"youtube","source_id":"Ugyba_4El-vbx09cSAB4AaABAg","content_type":"comment","title":null,"body_preview":"Nancy, you know better than anyone if they are collecting evidence then there is no protection of the evidence n proper collecting of the evidence.  If the united Cajun navy get death threata they run","author":"@karmajustice2577","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5897435897435895,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"f12465a9-5baa-40b1-aa25-244c51d58788","source":"youtube","source_id":"UgwXSAa8ljXYCHbNubB4AaABAg","content_type":"comment","title":null,"body_preview":"Is Nancy AI?   If not she should be and can we soften her up a bit Please ! This is Old news seen on other podcasts .","author":"@BrianHarte-n8f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"ce5193e7-1772-4bbc-936d-e9ae1982d734","source":"youtube","source_id":"tMshppvG_K0","content_type":"post","title":"NOLAN WELLS BOMBSHELL RPT: REVEALS NEW WITNESSES, TIMELINE \"SHIFT?\"","body_preview":"Possible new witnesses revealed in the continuing investigation into Nolan Wells' death. Nancy Grace has the latest.\n\nAmerican Financing: Call American Financing today to find out how customers are sa","author":"Nancy Grace","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","platform_fluency","marketing_spam_or_seo_text","absence_of_personality"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tMshppvG_K0"},{"id":"4ac5d8fe-fddd-4805-97cb-94ae6f24c50d","source":"youtube","source_id":"Ugx7c-jHqLrtQ656Z014AaABAg","content_type":"comment","title":null,"body_preview":"台灣，台中北屯中華電信網路機房，有駭客技術員因我16M不願升36M，就直接把木馬病毒植入我電腦、切掉我交換機上信號、違法偷看我手機YouTube留言駡他們的畫面、切掉我駡他們的畫面怕被大家看到，惡搞我不能上網都有錄影存證。主任檢察官不敢處理因民進黨是大老闆，我只好在YouTube 留言要激起輿論的正義力量公審中華電信違法亂紀的人員。\n\n劉楷智     具名發文","author":"@劉楷智","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"11d6de78-d31c-467c-ab1a-3917ffee00f5","source":"youtube","source_id":"UgwqWQWXe9CjOBlD8Gt4AaABAg","content_type":"comment","title":null,"body_preview":"I NOTICED HE WAS SHOOTING UP A LOT OF WINDSHIELDS AT THE TESLA CHARGING STATION PORTS. IS HE ANOTHER NUT JOB COPYCAT MASS SHOOTER LIKE THE MANHATTAN CEO SHOOTER RIDING BICYCLES FROM MANHATTAN HOPPING ","author":"@GIBBS24","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"abaed55c-bf9c-4b10-bd12-d37a38f55d9f","source":"youtube","source_id":"Ugz3Ic3SH8ukTleocPh4AaABAg","content_type":"comment","title":null,"body_preview":"This was the wildest news report I have heard.  The most uplifting part of this newscast was the Firefighter playing the piano.  We need to have a National News Station that focuses only on good heart","author":"@ReneAllen2","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"247ad4bb-bec4-4d47-8221-6925cef66a6a","source":"youtube","source_id":"UgxhjbIqEqgS2XrCXIJ4AaABAg","content_type":"comment","title":null,"body_preview":"Trump will be the greatest king of the greatest country with the greatest military. on that note Capitol Hill should pass the greatest bill to give him the greatest funds for his greatest ballroom.","author":"@natureandpeople199","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","sarcasm","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"4c495b80-7b0c-4ad6-84ce-9de12023f644","source":"youtube","source_id":"Ugx4RPRfZgDYToY6T-R4AaABAg","content_type":"comment","title":null,"body_preview":"Would you dare cheer like the \"3 Stooges\" Curly Howard going, \"WOOBWOOBWOOBWOOBWOOBWOOBWOOBWOOB,\" regarding what happened at an In N Out Burger joint? I also wish that not another school shooting taki","author":"@georgeshelton6281","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","synthetic_empathy","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"80a0aba0-a340-416f-bb31-1f88cb4e91f5","source":"youtube","source_id":"UgwWpIKN8DwF7YenDtV4AaABAg","content_type":"comment","title":null,"body_preview":"Got to really see what im working with first, face to face... This question sounds like a set-up😂","author":"@louisiana318","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"9adcd535-e37d-49a6-afb2-31f4032ce736","source":"youtube","source_id":"Ugz628rL_MEGVbKI30x4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, trump's ugly ass ballroom is important enough for scotus to take on the case trump's folly is what it should be called.","author":"@LancePoole-wu6hw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.7083333333333333,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"bb9d1813-8f9b-4a4f-9337-faa84c82eb5b","source":"youtube","source_id":"UgxPPuODrpCLwB5GKAV4AaABAg","content_type":"comment","title":null,"body_preview":"Well,  at least the cops responded right away instead of standing around and listening to the gunfire,  and the brave civilians who stepped in to help others,  they really prevented a lot of deaths","author":"@LancePoole-wu6hw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.7083333333333333,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"3b93afe1-108e-434f-bec1-0691ff7df807","source":"youtube","source_id":"UgxOYMrkW0VP1Jk5pIp4AaABAg","content_type":"comment","title":null,"body_preview":"Trump must pay for the east wing rebuild,  he didn't have permission to demolish it he's a force of nature or a force of law, he must be stopped before he absolutely ruins the white house,  that's the","author":"@LancePoole-wu6hw","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.7083333333333333,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"552cb755-b06e-46c0-83e7-a7d0d9210156","source":"youtube","source_id":"Ugy1VWbDfFovNxdS8sV4AaABAg","content_type":"comment","title":null,"body_preview":"It's nobody's job but the parents to protect their children while they're online, don't let the children use their computer in their room,  bring the computer out into the living room and monitor what","author":"@LancePoole-wu6hw","classification":"ai_generated","confidence":0.78,"indicators":["list_heavy_advice","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.7083333333333333,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"2d48bf23-fdb6-4545-accd-d6c676e97168","source":"youtube","source_id":"Ugzz46NAprt2cjpvwnx4AaABAg","content_type":"comment","title":null,"body_preview":"Parents need to accept responsibility for their children,  social media doesn't cause mental health issues.","author":"@LancePoole-wu6hw","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice","strong_opinions"],"bot_score":0.7083333333333333,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"366222a4-6ab8-441b-bc21-2e79ac8a10af","source":"youtube","source_id":"Ugyo6tiYDxud1asC05Z4AaABAg","content_type":"comment","title":null,"body_preview":"LAST WEEK TONIGHT WITH JOHN OLIVER did a whole episode on Police Surveillance mentioning “Flock” as being one of the many AI surveillance systems police use to watch bullshit. They shouldn’t be lookin","author":"@HH-gv8mx","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"d9beb019-5d87-4a44-9936-00ada1659305","source":"youtube","source_id":"UgzALjNSPEZYrsz0mfB4AaABAg","content_type":"comment","title":null,"body_preview":"Did the supreme Court have to weigh in when Obama made the Muslim prayer room in the White House? How dare we have a ballroom","author":"@Joeainthere73","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"fd03f04c-9afc-466e-abfd-21f0263fa9ee","source":"youtube","source_id":"Ugy003dYW-CDOiRRo2Z4AaABAg","content_type":"comment","title":null,"body_preview":"Donald Trump is taking the taxpayers money, for a ballroom that is costing $400 million.\nThe president of the United States is concerned with a ballroom that is costing the taxpayers $400 million, tha","author":"@sharoncoleman720","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 Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"22a38981-dbb7-409c-8e7f-e69f038fd230","source":"youtube","source_id":"UgxaJZ668wCNit1u1xV4AaABAg","content_type":"comment","title":null,"body_preview":"Donald your chaos is causing americans to go nuts freaking out reading about freaks of ebstein your ace boon-coon.","author":"@Wallacejr.-ol1rz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"773100b5-b873-47e1-81a0-c90af940b4ef","source":"youtube","source_id":"Ugxt7ffMR9ewiYyeCSV4AaABAg","content_type":"comment","title":null,"body_preview":"Which ethnicity is responsible for mass shooting, kidnapping & Drug overdose in the USA?","author":"@DanielEliyah-n1c","classification":"ai_generated","confidence":0.6,"indicators":["lack_of_personality","template_phrases","suspiciously_balanced"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"5487be2b-e375-499e-bb48-fb564341eb07","source":"youtube","source_id":"UgwoD3znXlyWyJuC4OF4AaABAg","content_type":"comment","title":null,"body_preview":"my anxiety used to be so bad watching the news until reading the book The Silent Dominion cured it. once you see the playbook that the author exposes, the world stops looking chaotic.","author":"@АлександрСясин-я4л","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","personal_experience","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"ca6c10f2-d126-4eba-b5fe-303591afbbb5","source":"youtube","source_id":"UgzOwFgm49oXhcfkGxd4AaABAg","content_type":"comment","title":null,"body_preview":"seeing everyone argue in the comments just proves exactly what happens in the book The Silent Dominion. reading it shows how easily manipulated we are.","author":"@BithiAkter-v9f","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"719b045b-dffa-40b6-9cdb-3ec93f2f0399","source":"youtube","source_id":"UgybIgw7oZGUNpdym3F4AaABAg","content_type":"comment","title":null,"body_preview":"that song is \"river flows in you\" being played by the fire person! its an amazing piece.","author":"@NikitaRitaa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"81c79456-e00d-485d-998c-ffe055f5dcc0","source":"youtube","source_id":"UgyB59wJPWKJlxEDU8R4AaABAg","content_type":"comment","title":null,"body_preview":"If I want to be reminded of how good I have it, I just have to watch the news but it’s disheartening to see. Also parents are the ones responsible for their children’s mental decline due to unsupervis","author":"@valerieothenin-girard9226","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"5918f1f0-9a56-4ddb-83ae-e3d475e26ffe","source":"youtube","source_id":"PCbeHzV3usQ","content_type":"post","title":"ABC World News Tonight with David Muir Full Broadcast - Aug. 7, 2026","body_preview":"Trevor Ault reports on the newly released surveillance and body camera footage showing the chaos and heroic actions that unfolded during the horrific mass shooting at an In-N-Out in Twin Falls, Idaho;","author":"ABC News","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary_around_quotes"],"bot_score":0.32636377913609027,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PCbeHzV3usQ"},{"id":"be8a3a05-8b90-4b4d-8095-a0c0a4e7b06a","source":"youtube","source_id":"Ugw7q8xrr0VoWYEgSlJ4AaABAg","content_type":"comment","title":null,"body_preview":"STOP! I strongly disagree about saying yes to an invite from some unknown random Joe as normal.  What they did was evil, but we have to get our heads out of our @$$es and acknowledge that you cannot w","author":"@mewpoet","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"71889e4a-39c5-4800-9100-1b45b2877c3a","source":"youtube","source_id":"UgwtNpXcMfK7WmAhhc54AaABAg","content_type":"comment","title":null,"body_preview":"Some of these younger generations can’t even have an argument without taking it too far. Mercy I hate that for the Mya Fuller family.","author":"@nikkiepperson7855","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"bdfeff49-0f70-4a8b-b0bd-1803975403b3","source":"youtube","source_id":"UgwqtJY7m6Dz89BMnx94AaABAg","content_type":"comment","title":null,"body_preview":"The prosecutor and the courts are guilty of not melting out justice for such a senseless, and reckless homicide. The hunting down Premeditated murder of a young woman should bring the ultimate punishm","author":"@ingramdixon6473","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"16df9b1c-2719-4393-a4f5-a5a5cac83ef7","source":"youtube","source_id":"UgxgIGQkveevQ1OmNUx4AaABAg","content_type":"comment","title":null,"body_preview":"Hold her accountable for her actions and the people she associates with. Hold her to the same standards as a man.","author":"@bomanpu","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"820c9354-3413-4aaf-a80a-b8acdb2cc48e","source":"youtube","source_id":"UgycH3I5r7Y2Bxwl8TV4AaABAg","content_type":"comment","title":null,"body_preview":"Reality is that we as a people are doing the work for so many that hate us just for our skin color.    My young brother’s and sister’s, you’re setting yourself up as well, when you execute these disgu","author":"@pershingrifles4735","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","religious_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"b30cf1e1-6c53-47cd-8929-753ca661e877","source":"youtube","source_id":"UgxfEqBwKSGb_ObgFGx4AaABAg","content_type":"comment","title":null,"body_preview":"This made me tear up! I have a daughter in her 20's and I would'nt know what to do. I hear the pain in the mother's voice!","author":"@yvettemarie9934","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"61caa5f0-54c6-41db-9e92-8d481ca4b57a","source":"youtube","source_id":"Ugxoua4efuysN6nvM2p4AaABAg","content_type":"comment","title":null,"body_preview":"Our judicial system is so flipping beoken. There is no justice in this country for any family.","author":"@hopehartsook4235","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"d25f2aee-8a1c-4680-9116-3b997b2a4d90","source":"youtube","source_id":"UgykPicX4LRUTI59TSt4AaABAg","content_type":"comment","title":null,"body_preview":"how do we care so much about NOLAN WELLS when it's always us killing us\nblack lives really don't matter unless it's a life taken by a white person😮","author":"@Necronomicon88383","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"6dd20dcc-92bc-4123-9b3e-5d5689285547","source":"youtube","source_id":"Ugyp0S2G2Ujvr3Uul7Z4AaABAg","content_type":"comment","title":null,"body_preview":"Now.. this was a terrible incident for one person to be brutally assaulted as such.Now if we could find the same type of officials will do the same justice across the board in each state and country?t","author":"@Joseph-is4iu","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"4eaf787f-928d-40d7-b9f0-8a4284403adc","source":"youtube","source_id":"Ugx7w5X4ZIbz22sr5l14AaABAg","content_type":"comment","title":null,"body_preview":"Anyone notice it’s usually the kind & beautiful girls that get killed. RIP, stay safe beauties","author":"@cloudydays6277","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"01e21f8a-cb75-48f3-b5a9-8bf6461b3966","source":"youtube","source_id":"Ugxrf1qHhqdSxIZuRQF4AaABAg","content_type":"comment","title":null,"body_preview":"That young punk planned what happened ahead of time. He was there when a gun was used to commit a crime, murder. He also should have received at least 20 years.  I think he probably snitched on the gi","author":"@rainewaters6371","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"bfd6de3b-a5c5-4c11-afae-c7d83a5f6527","source":"youtube","source_id":"UgyHf32bgMHbW1bMosd4AaABAg","content_type":"comment","title":null,"body_preview":"Well, the death penalty waiting on them, particularly the shooter, get ya prayers in order, its a wrap!  All because you couldn't control your emotions, devil stay busy!  Senseless and Stupid!","author":"@jayste9334","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"c90fb5d6-3f96-4553-9c2e-69a59399a9ee","source":"youtube","source_id":"UgzN2GdFpVICvC5Tdf14AaABAg","content_type":"comment","title":null,"body_preview":"This is just sick.  What is wrong with some people.  RIP  Mya.","author":"@BlueLuna-u9e","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"0d486036-c1e7-40c6-9baa-10f3677f923e","source":"youtube","source_id":"UgwZ5hTkefQBoUOR6Nl4AaABAg","content_type":"comment","title":null,"body_preview":"Proper normal nice striving black family have sll the goodness ripped away from them by incomparable lowlives.zI cannot bear to think of that poor girls terror in that csr trumk it actually makes me p","author":"@gavinreilly5804","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"57bae29a-2f97-419f-b8c1-2eafda34872f","source":"youtube","source_id":"UgxxkjVLiCmzIC7YbNF4AaABAg","content_type":"comment","title":null,"body_preview":"Ladies do not meet up with a stranger that you just met on the internet.  Bring a friend and/or meet during the day at coffee shop.   Don’t go off with anyone unless you have known them for a few mont","author":"@BlueLuna-u9e","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","direct_advice"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"e02ba79e-4b5c-488b-85c7-8a2e0ac30368","source":"youtube","source_id":"UgxolrJY-hNRnMIsh194AaABAg","content_type":"comment","title":null,"body_preview":"Why does everybody decry jealousy instead of the culture that glorifies death and hedonistic pursuit? Until everyone is tired of adorning themselves with T-shirts and paraphernalia as well as epithal ","author":"@Aries4uu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","religious_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"935e4da7-f211-4195-9b7c-ea31d52b3484","source":"youtube","source_id":"Ugy7oD2Nw2FPr39qScB4AaABAg","content_type":"comment","title":null,"body_preview":"People please read. It says the video is AI generated...smh","author":"@bufflowsouljah2256","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"564acefa-f6f8-45d7-9adf-143cb67d99b7","source":"youtube","source_id":"LEqmJSvCkpM","content_type":"post","title":"22YO Tennessee Woman Was Lured to a Party, Kidnapped & Executed Over a Petty Argument | Mya Fuller","body_preview":"Mya Fuller disappeared under mysterious circumstances, leaving her family searching for answers. For over a year, investigators worked to piece together what happened before the case took a major turn","author":"True Crime Consequence ","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LEqmJSvCkpM"},{"id":"d8a0b2b0-c33f-4a8a-a893-528d83d374ab","source":"youtube","source_id":"Ugy6ojdG9QyKbTeFSgF4AaABAg","content_type":"comment","title":null,"body_preview":"We need more great Americans like you Tucker that are willing to stand up and speak truth in a world full of lies! We need more Great people like you who live within GODs will and are willing to chall","author":"@JohnConnor2029-t1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"15df656d-66fc-4e14-afdb-f2d54c66c7b0","source":"youtube","source_id":"UgwgNEN1ierQe2IZiuJ4AaABAg","content_type":"comment","title":null,"body_preview":"Tucker can’t even admit there is a left and right In this country he’s  actually a party of the problem.","author":"@Rob-4-q","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"3bf2eea7-cb9d-48ba-ac7e-bd1ea346c27d","source":"youtube","source_id":"UgweCKwaddBWP2iXlkR4AaABAg","content_type":"comment","title":null,"body_preview":"Tucker will make no better a politician than he is a journalist, but he is popular.\n\nThat means zilch.","author":"@sundareshvenugopal6575","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.4022698612862546,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"33d07b52-a99d-496e-9487-7ca6e2bcb5ab","source":"youtube","source_id":"UgxL2fsyOwG2sEQjKy54AaABAg","content_type":"comment","title":null,"body_preview":"Peak fossil was actually 2014.  There is a massive glut.  This is why they keep taking supply off line and making up transparently nonsense reasons for doing it.  We the don't need the enslaving fossi","author":"@1a35safd4-u9j","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness","missing_platform_voice"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"75087de1-05e4-4234-bce6-8fa7ac8e43b4","source":"youtube","source_id":"UgwChaA9GifogipeXwx4AaABAg","content_type":"comment","title":null,"body_preview":"I just saw Jon Stewart's interview of Fetterman ... he's doing 100 while watching the trees come at him!","author":"@VivekRao-y7q","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"f980d550-23d5-42b2-8f73-d76c6e791742","source":"youtube","source_id":"UgzFupdcD39MbRodk1F4AaABAg","content_type":"comment","title":null,"body_preview":"Reality based education. You don't mean horse shit like \"'reality' based 'leadership'\"  that teaches people to be slaves do you? \n\nMore than just clean food:\nEven if the numbers below are off (and the","author":"@1a35safd4-u9j","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","false_specificity","suspiciously_comprehensive"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"e640c43f-50bd-44b3-8549-6d7b185c7c14","source":"youtube","source_id":"UgyPD-Llo4bYz1Q3ScF4AaABAg","content_type":"comment","title":null,"body_preview":"Great, now you can frame that harmless wish list and hang it on the wall.","author":"@DunklerKaiser","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"7d8aec44-791c-46a7-8c7d-3416cad3237b","source":"youtube","source_id":"UgwHcNf9pbWipJF2Z-14AaABAg","content_type":"comment","title":null,"body_preview":"us warrior Patriots will come out when necessary. We the people will win. We have 300 million citizens and most are locked and loaded.","author":"@petraenochs51","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","absence_of_personality","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"b9360f54-39d5-47d3-ad10-6e219d5d2371","source":"youtube","source_id":"UgxuahcQjLDyqHSWgA54AaABAg","content_type":"comment","title":null,"body_preview":"I fail to see how someone who supports and defends Russia, China, Korea, or other dictatorships can be a spokesperson and stand for freedom, including that of speech. \n\nBut nevertheless there is never","author":"@sundareshvenugopal6575","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality","natural_digressions"],"bot_score":0.4022698612862546,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"b056342b-d961-4282-add6-dccec4910172","source":"youtube","source_id":"UgzHYuFI9zF7rmyMOeB4AaABAg","content_type":"comment","title":null,"body_preview":"You're the last person people should be listening to. You're so fickle you change more than they wind. You lie and contradict yourself so often yet you deliver it on a velvet cushion so people get suc","author":"@onsafari","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"e05334b5-af72-4e23-9ac1-d781bec7fc07","source":"youtube","source_id":"UgyWp6Gf30YGAmqcffd4AaABAg","content_type":"comment","title":null,"body_preview":"How can anybody think this guy is presidential material?","author":"@hannesvanschalkwyk3980","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"a4c01927-87fc-420f-b6a0-113f1898dcbb","source":"youtube","source_id":"UgxhsA6fjsjBUEbXxct4AaABAg","content_type":"comment","title":null,"body_preview":"IS IRAN PAYING YOU TO START ANOTHER POLITICAL PARTY............. IF YOU DO THAT YOU WILL  DIVIDE THE REPUBLICAN PARTY AND THE COMMUNIST DEMOCRATS WILL WIN AND THEY WILL DESTRUY AMRICA. AO WHY WOULD YO","author":"@douglasmatz4635","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"28250148-9864-4327-9dda-770595a94a66","source":"youtube","source_id":"Ugz8PzIAXBsN-4mZz5x4AaABAg","content_type":"comment","title":null,"body_preview":"a 3rd new party away from corruption is needed now","author":"@Budgie-z1r","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"f9b9654e-8e0c-45b7-a7fd-61f8eee99f69","source":"youtube","source_id":"UgwX1AWxMELN_8jsujJ4AaABAg","content_type":"comment","title":null,"body_preview":"The only system that works well is True Christian leadership. Laws based in Christian values, enforced EQUALLY regardless of race, social status, gender. Death penalty for treason for ALL politicians,","author":"@LuckyOleanderFlower-ru4lw","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.42884424413719346,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"8bbc5aed-29d5-426d-856f-0ab8bc01953e","source":"youtube","source_id":"Ugw1ch1G-4kpMRTnUAt4AaABAg","content_type":"comment","title":null,"body_preview":"The new grift. Good luck to the people that never learn ✌️","author":"@FreeKidsCooperative","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"c1e28cff-a0a3-4067-a220-c05263ec8a11","source":"youtube","source_id":"UgxvI4OmLA-NzqOpiUh4AaABAg","content_type":"comment","title":null,"body_preview":"Drop the religious stuff, and you'll have my support.","author":"@darmam0o","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"f443c282-785e-4485-98b7-4c4aec20295a","source":"youtube","source_id":"UgyigWEqSAUjUMiLSmR4AaABAg","content_type":"comment","title":null,"body_preview":"We are soo cooked. I'm afraid it's too late. We can't vote our way out of this. I'm not calling for violence but people need to amass and stand up, stop doing things that keeps the system going. Grind","author":"@OriginalNutta-c3s","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","emotional_authenticity"],"bot_score":0.8930402930402931,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"9abf7b1e-722a-48db-8930-ce3aadb0e03f","source":"youtube","source_id":"Ugy152ilRZh-OY7nygx4AaABAg","content_type":"comment","title":null,"body_preview":"We're literally being dusted with nano tech to control us. It's getting worse and worse . We are sooo far gone.","author":"@OriginalNutta-c3s","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.8930402930402931,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"45b058df-a1e2-42c7-b969-68058bed043e","source":"youtube","source_id":"UgxxYdHV3eUx_GZWsPV4AaABAg","content_type":"comment","title":null,"body_preview":"Jewish Supremacy always leads to usury over time........","author":"@nicholasb8799","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_patterns"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"a6c5c719-6d8c-46c1-9886-ea9b59075fbb","source":"youtube","source_id":"u5h2OCcKYkc","content_type":"post","title":"It’s Time to Save America","body_preview":"Our political system has collapsed into paralysis and looting. Change is coming. Here’s what America should be.\n\nPaid partnerships:\n\nAngel Studios: Watch Hidden War at http://angel.com/carlson\n\nAmeric","author":"Tucker Carlson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","paid_partnerships","strong_opinions","niche_expertise"],"bot_score":0.18247181576476726,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u5h2OCcKYkc"},{"id":"ca18e257-8bf4-45d9-ad2e-ce8aea341ab7","source":"youtube","source_id":"Ugz2iWB5QvXQYXU9FQl4AaABAg","content_type":"comment","title":null,"body_preview":"Confusion is a feature not a bug for trump, he doesn't want anyone being able to figure things out.","author":"@derektowers7708","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"26c21396-d86c-4579-b397-24c26a8cffb9","source":"youtube","source_id":"UgwJU7cC8bolQSz0OgB4AaABAg","content_type":"comment","title":null,"body_preview":"What was wrong with being transparent about your practices and objectives?","author":"@chessieray1465","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"7a8b7e97-05e6-4304-ae55-473887874c15","source":"youtube","source_id":"UgxoZhNTK7rtFJ1kg6Z4AaABAg","content_type":"comment","title":null,"body_preview":"What? No way! Who could have possibly seen this coming?!? You mean the lying sociopaths lied for their own self interest and greed? Lol, The people who need to hear this won't care. They think they're","author":"@MustbeTheBassest","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"d2caf407-dc27-4441-877f-f6479e04b428","source":"youtube","source_id":"UgzMf0jTUq9jSGDPBKV4AaABAg","content_type":"comment","title":null,"body_preview":"We truly are just screwed. I'm just wondering how long all of this will take to undo in the next presidency. And the next one after that","author":"@Kalikovision7","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"8cebe2be-c3c9-40e0-986c-04e52bcafeb3","source":"youtube","source_id":"UgzmnUmPSLThXNaMAtt4AaABAg","content_type":"comment","title":null,"body_preview":"Shocker that the guy who will even cheat in a video game to make himself look good would lie about what his little government math club is doing in order to look good.","author":"@JayTeeSee","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"4cfa0d07-b1a9-4986-94c0-9ee381e969d4","source":"youtube","source_id":"UgxCq7-5F5U3Ia3LMTZ4AaABAg","content_type":"comment","title":null,"body_preview":"So, lets charge Elon musk with terrorism\n \nAll in favor","author":"@pbwgodofdeath","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"4f299076-e780-4cd3-b6f6-4e80abc63cd8","source":"youtube","source_id":"UgzK_bJmmXUHf1pe67h4AaABAg","content_type":"comment","title":null,"body_preview":"Of course it was made up.  It was a publicity stunt mixed with maxing money going to Musk.","author":"@wyvern723","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"e43f6c60-daad-455d-8a94-ddb3449b7e78","source":"youtube","source_id":"Ugww5KHFDHfw6eRtNY94AaABAg","content_type":"comment","title":null,"body_preview":"Elon reduced every job in America to nothing, fired 3million people, endded all social funding and sold all your data info to Theil, Russia, N.Korea and China... and you still haven't put him to d34th","author":"@VonRueger","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"c25f8a82-deef-4e29-92a3-35799bdeb430","source":"youtube","source_id":"UgwLK2IQJA0LugVOAeB4AaABAg","content_type":"comment","title":null,"body_preview":"Almost as if everything out of Elon’s mouth is hot air 🤔","author":"@hamstazilla","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"eceb5f36-60b9-41a1-adf0-44eb258b909a","source":"youtube","source_id":"UgxuBy7sOmCgQW8nQtt4AaABAg","content_type":"comment","title":null,"body_preview":"I’ll tell you what’s made up is this bullshit government receipts think about what he’s saying when people talk stop one minute and think about the wording\nIt’s amazing what you’ll find out","author":"@fredbauerfeldsr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"85d47ae5-4c6f-443e-bc49-32779497acf3","source":"youtube","source_id":"Ugzp0gvI97mkqx8oIsd4AaABAg","content_type":"comment","title":null,"body_preview":"DOGE was accounting for not going to war with Iran.","author":"@kosco1151","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"bfb62824-7846-4932-98b4-fc2ca86a8f84","source":"youtube","source_id":"UgykeKZIJCCnCvrPRDZ4AaABAg","content_type":"comment","title":null,"body_preview":"And THAT'S why they're was no fraud arrests... It was them. It was ALWAYS them","author":"@Masenken","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"b52c5530-5a4d-4b21-97d9-f09feaf75539","source":"youtube","source_id":"Ugyv3HQFC9wiWeoMZPd4AaABAg","content_type":"comment","title":null,"body_preview":"Lmao no fucking doubt. People have tracked their billshit as it happened . There were websites that posted yheir bullshit live","author":"@Chesties","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"0b2acd2b-8d7e-47ef-b6fb-454dd4463695","source":"youtube","source_id":"UgwMYzbNCNHSgKVFnWh4AaABAg","content_type":"comment","title":null,"body_preview":"This is going to take DECADES to fix, our damn government and officials are the whole damn circus","author":"@moissanight","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"ea00b9ac-9584-4919-820f-d944ba21d8ed","source":"youtube","source_id":"Ugy-BbXmSmLaljAx6cl4AaABAg","content_type":"comment","title":null,"body_preview":"Even if as much was saved as they claimed, Iran pretty much negated it.","author":"@cyrexarcfire","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"6684d5b2-4a1b-429b-af5d-6e584f66daf9","source":"youtube","source_id":"UgwudHvQ30pc2HJl3K14AaABAg","content_type":"comment","title":null,"body_preview":"Did we really expect Elon to do any work on that much ketamine?","author":"@njespers_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"aea4a09f-22c6-43e4-8782-2dc50847e374","source":"youtube","source_id":"UgwvANIFVymG5whlnON4AaABAg","content_type":"comment","title":null,"body_preview":"and he was given access to all US citizen personal data, thats one of the things he needed for putting Trump in office, the grifter and fraudster continues","author":"@PaulTaka123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"d8b09f94-9cbe-4e6d-a481-23d2a0bedd10","source":"youtube","source_id":"Ugzlwb3T3S1e8573CKB4AaABAg","content_type":"comment","title":null,"body_preview":"You can have a Prime Minister in the senate nothing stops that except for convention because the lower house is what Government is made. At least Federal.","author":"@PandaKnight52","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"f44e6f44-4537-46da-9357-5c306681e36c","source":"youtube","source_id":"HXAR37xTPuo","content_type":"post","title":"DOGE Lied About Its Savings, According to Government Watchdog","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","terse_replies","absence_of_ai_signals"],"bot_score":0.17347000867442247,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HXAR37xTPuo"},{"id":"41ddcc09-7e86-40a0-8f9e-64904c8c6de9","source":"youtube","source_id":"UgwZ_Fd_371kQMeJB_B4AaABAg","content_type":"comment","title":null,"body_preview":"I love Frank Turek, what happened to him? How is he missing the point so badly","author":"@mcwolfpne","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"71512bfb-74f9-427a-86d8-cf67f95d7352","source":"youtube","source_id":"Ugwr4mhAihG6mGBZcz94AaABAg","content_type":"comment","title":null,"body_preview":"You want to know what a journalist is, one that should win the Pulitzer Prize, the Nobel Prize a journalist is Candace Owens and her team, a team on her show and her satellite contributors like Baron ","author":"@brotherloveakarhythmicsolar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"7f487ee6-dc21-4110-b408-0fdc25a74936","source":"youtube","source_id":"Ugwia58klKzvpNtqmNh4AaABAg","content_type":"comment","title":null,"body_preview":"Who would reassemble any weapon/evidence that they're getting rid of?? Whether it was \"found\" on the rooftop or near the weapon, it just makes NO sense!!","author":"@sondra2774","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"75403395-a3c9-468e-8881-ae41e1fcbe8f","source":"youtube","source_id":"UgzloQVOUVPF5TXsF9h4AaABAg","content_type":"comment","title":null,"body_preview":"Candace is not accusing anyone, but at this point these people are so desperate for us to not know who the actual murderer Is and just push Tyler robinson on us, it just kinda makes it seem like they ","author":"@Skdnweeeuuuuu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"f5e9737f-830a-4b53-bb69-3c05b4e584bd","source":"youtube","source_id":"UgyKbXIXgjPxo5NVgu14AaABAg","content_type":"comment","title":null,"body_preview":"This is what makes Candace haters boil. She keeps nailing it. \nhttps://youtube.com/shorts/B8Jj2jM4u60?si=6gW1Qq5Lj2ARWk3q","author":"@laurenshannon2703","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"1841d93e-b3ed-401f-80dc-35f1b4cfecf5","source":"youtube","source_id":"Ugwepls8uAZwdNzw_TZ4AaABAg","content_type":"comment","title":null,"body_preview":"Candace you need to stop been so naïve and think they are in good faith... unicorn are super in your kid book. You cant trust those people who talk against you and you need to find who they are link t","author":"@djrmorel6542","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"e76f2137-bca6-44d4-b930-88253966d355","source":"youtube","source_id":"Ugz3tlnJx79Sw2JlLSZ4AaABAg","content_type":"comment","title":null,"body_preview":"With all that was exposed with that Lego/Reckless Ben situation and how deep the corruption goes in Utah with cops, prosecutors and even the judge - it makes more sense what they chose to assassinate ","author":"@va9136","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"93c639a4-2626-494b-aad7-f62f5b090724","source":"youtube","source_id":"UgzYXP31XDb7hBRBaUh4AaABAg","content_type":"comment","title":null,"body_preview":"In Australia, one of the very first random witness accounts was 1 guy who said \"saw something had ricocheted off Charlie's chest\". I told my family about him, that day because of how dodgy the inciden","author":"@agray6559","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"be0a40d6-8660-46dd-b718-bce515fa75e3","source":"youtube","source_id":"UgwrNOqET2_ED_5aw354AaABAg","content_type":"comment","title":null,"body_preview":"If I were them I'd have been quiet because Candace woke the whole world up to the evil the government has been up to... Worldwide! I am in South Africa but damn man","author":"@BiltongEagles","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"b89902be-e4b1-4ed6-af8f-dc2890bbfca4","source":"youtube","source_id":"UgwSHvPmpiBxTT-AWTt4AaABAg","content_type":"comment","title":null,"body_preview":"In latin america, catholics almost always do cremation with the ashes present in the church and the churches even have an area in there basement or a buidding on the side with rows of walls and holes ","author":"@3kboom","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"cc2fc608-1cdd-4107-8d81-210757876cb9","source":"youtube","source_id":"UgwEfDsXtgue9NCB7Md4AaABAg","content_type":"comment","title":null,"body_preview":"Yet he did not point a finger at Baron Coleman and the Forensic Medical Examiner that came on to Julian Dorey's podcast to talk about the facts of the case and how they don't line up to match the narr","author":"@UrsaMajorPrediction","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.966300366300366,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"c36020c5-1d7d-4556-a57e-977c57782860","source":"youtube","source_id":"UgxBcO-isKax4GItiKl4AaABAg","content_type":"comment","title":null,"body_preview":"Candace I have watched your programs and appreciate your strong determination in investing and reporting current events. I do however think that a little diplomacy would be appropriate for some of you","author":"@maryhogue-dv1og","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"3c9c3746-18b0-48fa-8cba-405c427a8e7a","source":"youtube","source_id":"Ugw8kG4F7S4RyINmpb54AaABAg","content_type":"comment","title":null,"body_preview":"I stopped arguing with my country music singing sensation girlfriend to watch this.","author":"@Conv.theworldHedoesntexs-qf4st","classification":"human_created","confidence":0.85,"indicators":["self_reference","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"dadf1572-51a3-4642-ad85-0e13792f6ed1","source":"youtube","source_id":"Ugw_a0ST4y5xgOfk13F4AaABAg","content_type":"comment","title":null,"body_preview":"Do the widow Bible verses even count when the widow is involved in the husbands murder? 😂 I think not","author":"@rebeccarago8793","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"24919bd5-3599-4448-a3b4-f7fa35bd6aff","source":"youtube","source_id":"UgxwqSYl8jwKTsdzsjN4AaABAg","content_type":"comment","title":null,"body_preview":"TPUSA...Traitors all...you should interview the people who suddenly were fired by Erika and Andrew, for paranoid delusions.","author":"@MHStrayCat23","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"4d39fa5b-f620-4b9e-933a-cf04bdbfeb61","source":"youtube","source_id":"Ugzx6FP5NxMTlI1QeWB4AaABAg","content_type":"comment","title":null,"body_preview":"I laugh everytime Cash Patel comes on the Tele...he ALWAYS looks sooo confused and looking to see who notices his blatant incompetence!! The man is an actual Test Dummy! And the Military tool Segworth","author":"@MHStrayCat23","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"396fcf01-6543-4163-9de2-dba4f3fb9310","source":"youtube","source_id":"UgzoQXehX5fYtjXdyHt4AaABAg","content_type":"comment","title":null,"body_preview":"Candace, your  case is  building and they don't like that!❤❤❤❤","author":"@kevinkrempely2335","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"a79a799e-23aa-4c84-9a96-25e442109e5b","source":"youtube","source_id":"Ugwi1XURwGkpqY2tc-Z4AaABAg","content_type":"comment","title":null,"body_preview":"The IsrAmericans don't seem to realize... Red v Blue be damned.  Candice interfered bf the CIA/Mossad could activate the next Jack Ruby.  We ALL see her as a nat'l treasure for that.  You killed 1 Ame","author":"@milano11","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"af8f8c30-99ad-474a-a814-4896395971d5","source":"youtube","source_id":"UgzNntcLT3zGdX3nX4t4AaABAg","content_type":"comment","title":null,"body_preview":"OMG, I almost peed my pants laughing when Candace said \"Don't you point your finger at me....\" Keep on keepin going Nancy Drew/Scooby Doo/Jackie Brown!","author":"@melanieking6244","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"b6e96a20-f11a-452f-bed8-8b356c5f6c31","source":"youtube","source_id":"UgwI7f7dz78ed8ZLoEp4AaABAg","content_type":"comment","title":null,"body_preview":"Afaik Iran has nothing like the Hannibal directive.\nBeware the Aschen!","author":"@EZnevets","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"afd73895-a83b-4d87-8568-98a1fd132a44","source":"youtube","source_id":"UgwMP2mYhZHicKtJbMd4AaABAg","content_type":"comment","title":null,"body_preview":"You’ve likely already addressed this, and likely won’t even see the question, but hopefully someone knows the answer: very soon after Charlie’s death, the rumor-mill circulated a narrative that attend","author":"@forgivenhallelujah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"6f9f0869-2106-4347-997a-9166d9baf1c5","source":"youtube","source_id":"UgxtUjUMGTWs6p4J4RB4AaABAg","content_type":"comment","title":null,"body_preview":"Candice, you are brilliant and determined. Charlie is proud of you. Keep doing what you do best!","author":"@JoanKendall-xt6xu","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"afaabe79-48e8-4a3e-89bf-406b14db3d8e","source":"youtube","source_id":"UgzXrctYqjwUBO2-lY14AaABAg","content_type":"comment","title":null,"body_preview":"My husband is in the UK military and they use Nitro black gloves","author":"@Powwowyy","classification":"human_created","confidence":0.7,"indicators":["self_reference","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"eb0bf027-32dc-42f6-b9fe-48aef1fd187c","source":"youtube","source_id":"Ugyx1_Y0GO5ZyVkfJCR4AaABAg","content_type":"comment","title":null,"body_preview":"Love and Light to you Candace. Your voice is much needed in these times.","author":"@LittleOrla","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"0050abed-9e7f-40bb-940f-e0f0f7a4dcf7","source":"youtube","source_id":"1CFDtD0IgEg","content_type":"post","title":"VIRAL! Frank Turek Wants Me Struck Down?! Another Hole In The Story Revealed… | Ep 371","body_preview":"Frank Turek is going viral for seemingly using the bible to message that I should be struck down, Blake Neff is upset we solved the mystery of who was on the rooftop at the Losee Center with Officer B","author":"Candace Owens","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","template_phrases"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1CFDtD0IgEg"},{"id":"7e71cc17-05f8-4445-a91d-bac56c58f418","source":"youtube","source_id":"Ugwowc6cL7pDzuAanop4AaABAg","content_type":"comment","title":null,"body_preview":"If only humans around rescued Madison, she’s still alive . . . what a cruel world 😭😭😭","author":"@ButchAbalos-l2d","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"4d67848f-fa8d-44da-9b6d-14cea0ec42f5","source":"youtube","source_id":"UgzMouDIBO9CtCGpXn14AaABAg","content_type":"comment","title":null,"body_preview":"20 years???  The US is extremely lenient to murderers.","author":"@bhmcrumbs1348","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"f2d8a4e3-5681-468f-b4f8-afb1fd779f65","source":"youtube","source_id":"Ugyhcmg9zRlrYdkTrG94AaABAg","content_type":"comment","title":null,"body_preview":"Every single person in the transport should be charged as well.. all of them even the camera crew","author":"@AureMoreno-g6c","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"abc635d2-eaf0-4db6-bd06-c30bb93d2370","source":"youtube","source_id":"UgwplOMLyeJvNpTrHvB4AaABAg","content_type":"comment","title":null,"body_preview":"She should have suffered the same fate.. and its recorded too!  20 years only?  Fuk is the judge thinking!","author":"@frankie1524","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"15e0094e-6fe8-463a-897f-0c446ff25c91","source":"youtube","source_id":"Ugy5j8fa-L8TdUqHVH14AaABAg","content_type":"comment","title":null,"body_preview":"The viral stories regarding a \"Brittany and Madison\" city bus or school bullying incident—claiming a 19-year-old named Brittany beat a 14-year-old named Madison to death on a bus, or detailing a ficti","author":"@Rratkar","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","synthetic_empathy","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"89ffb14f-d0e8-44dd-a032-7993242fa487","source":"youtube","source_id":"UgxpUzqwQ4uCMPdHAjp4AaABAg","content_type":"comment","title":null,"body_preview":"Excellent she will have 20 years to meditate on her despicable behavior","author":"@audreywhitfield2714","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"17a51e2f-9915-4cd9-a754-ddf58a2ec743","source":"youtube","source_id":"UgyQMRJ0svI54ngfeMl4AaABAg","content_type":"comment","title":null,"body_preview":"U must be pretty sick in the head to make a fake post like this 🤦🏽‍♂️everyone just look it up it’s just a big hoax","author":"@Infinite123-y6w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"797811ff-2ce5-419a-9d7b-1015f045d019","source":"youtube","source_id":"Ugwt3MOrDsJBW6ORICR4AaABAg","content_type":"comment","title":null,"body_preview":"If that was my daughter getting beat bully wouldn’t go jail/prison\nCause I would","author":"@MrLa1983","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"03ba1171-8a94-457d-8fef-03a4a83c035a","source":"youtube","source_id":"UgwZh2fWTLaQmP3bbt54AaABAg","content_type":"comment","title":null,"body_preview":"Parents? where are they? they should be in jail too...","author":"@trantienlan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"28029aae-3564-4ba6-88c9-cafd2904a126","source":"youtube","source_id":"Ugz_mbhstq7duS7bBqN4AaABAg","content_type":"comment","title":null,"body_preview":"And people just sitting there video taping this tragic incident they would have rather seen this child  murder by video taping it ,  their actions is  was barbaric.","author":"@loriparks8657","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"ed4d6592-985c-4cd0-9dbf-87ce55ec6bdf","source":"youtube","source_id":"UgwTf_2jgE8zVakpSM54AaABAg","content_type":"comment","title":null,"body_preview":"I am sure that Brittany will get what she just deserves in jail. When other inmates hear about what she’s done She’ll leave jail in a coffin.","author":"@xhevrije1290","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"bb6ec549-8f95-4a6a-ba00-f9de8405ec5c","source":"youtube","source_id":"UgwecqcwqyNkDJenwFB4AaABAg","content_type":"comment","title":null,"body_preview":"In 20 years if I run into this girl or whenever she gets out ..I'm gonna say \"hi\"","author":"@mrnobunnyzone9433","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"777bbb5a-d377-415a-9218-fe1dcc534777","source":"youtube","source_id":"UgwTBtLw8h5CVlUeNRp4AaABAg","content_type":"comment","title":null,"body_preview":"I would have to make sure brittany was never arrested.","author":"@JohnHarvey-w4z","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"c7fa337d-bb21-4337-b8af-a83012b28bfe","source":"youtube","source_id":"UgwDhN7w03ngnVb9j7V4AaABAg","content_type":"comment","title":null,"body_preview":"only 20 years? should be the death penalty. o and send the parents to jail too and school staff because they allowed a bully to escalate to that extreme","author":"@PeritashGaming","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"7bd77c67-35b6-4e67-b940-5c02f9950544","source":"youtube","source_id":"UgyfIHmMQkszbQ-cVSZ4AaABAg","content_type":"comment","title":null,"body_preview":"Who the shit \"fails to intervene\" in a situation like that?!?","author":"@andrewolson5974","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"4c94cecd-7713-435e-9fba-2177113046db","source":"youtube","source_id":"UgxJGtBAp0O8xx8psyZ4AaABAg","content_type":"comment","title":null,"body_preview":"She should never be free for what she did noway should she be let free 20 year's for murder for taking someone else's life a young girl this breaks my heart  never let her out 😡😡😡😡😡","author":"@tonigeoghegan2002","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"c45aa5ad-6e94-43ec-a9bb-8c749d235338","source":"youtube","source_id":"UgzkGWTq3-0PtFO1IrV4AaABAg","content_type":"comment","title":null,"body_preview":"Hopefully Brittney finds Jesus while she’s away. I don’t understand how someone can stand over another person, who is not fighting back, and continue to beat on them like that. Sad.","author":"@nateb9664","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"24bb7476-9693-4b34-b08a-073d61d9ab34","source":"youtube","source_id":"UgxXJ5NrgLx6TH9pXKV4AaABAg","content_type":"comment","title":null,"body_preview":"If that bully has no remorse if this real he should get fired in hesd and why no one help stop boy on bus i wonder if this fake","author":"@skylafarrell5527","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"7885eaad-9bb1-4ff9-9f15-ac778c08904a","source":"youtube","source_id":"UgyyytZxbHvN0MJbuTd4AaABAg","content_type":"comment","title":null,"body_preview":"She got 20 years because of her age.\n\nThis is a horrible, horrible act of violence; no one helped her in the bus?","author":"@JNeil-yarbrough","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"65a7b3a4-19cc-4abf-9bfa-ae06f3653616","source":"youtube","source_id":"Ugz9Aaz7zkN38ij93wx4AaABAg","content_type":"comment","title":null,"body_preview":"20 years !  A human life is only worth 20 years.  Smh","author":"@ccvp65","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"5b12c261-055d-483c-aa24-1eb80d5446e2","source":"youtube","source_id":"CrkC1Xjlbnw","content_type":"post","title":"Bullying Results in 20 Years in Prison...","body_preview":"#courtroomdrama #breakingnews #cops #court #courtroom #crimestory #lifesentences #news #police #courtdrama","author":"Objection Filed","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","missing_platform_voice"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CrkC1Xjlbnw"},{"id":"c3ec3af2-c638-4788-986d-379776dddcb7","source":"youtube","source_id":"UgwD8_Mv1tRLEUk86wl4AaABAg","content_type":"comment","title":null,"body_preview":"Also, this is the downside of a FOIA request. Any person can request access to the footage. I hate that but, because of unethical practices we all need access. But that can put vulnerable individuals ","author":"@THE__GODs_GRIEF_REIGN","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"f22e36f4-b45c-4b4f-908f-4368ef774a6b","source":"youtube","source_id":"Ugzvmp_5aej8p5sQpp14AaABAg","content_type":"comment","title":null,"body_preview":"You just know that the camera info is being sold to other companies.","author":"@THE__GODs_GRIEF_REIGN","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"bb09a060-5372-4870-9c59-e7cf4b008b24","source":"youtube","source_id":"UgxFSg1t54_9EVssq9F4AaABAg","content_type":"comment","title":null,"body_preview":"It's for the children!!! If you are against any of this you obviously hate kids! Shame on all of you!","author":"@drumcrazy100","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"07cbd19e-144c-463c-95d5-cdd20407b982","source":"youtube","source_id":"UgxA-N7gasKRT73a-Ct4AaABAg","content_type":"comment","title":null,"body_preview":"Masked ice is evil in this setting. 10 years ago it would have been reasonable. But in this world. Today. Nope.","author":"@Negative_Clover","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"bbf2e5bb-2f6f-44f7-9983-9b1db7d92255","source":"youtube","source_id":"Ugx3pNYAC6LGlyhVCp54AaABAg","content_type":"comment","title":null,"body_preview":"So direct conclusion is that school shootings in USA are definitely planned by the governing forces and they let it happen as part of their children sacrifice program that they worship.\nWith all this ","author":"@terranu1","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"ad0a3d6f-4172-4251-b25d-53efed629d7f","source":"youtube","source_id":"UgxcWsHG0iMWTSiKhgx4AaABAg","content_type":"comment","title":null,"body_preview":"Hopefully that family sued that police department for millions","author":"@utsaxman","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"d3e91c5d-0e92-4e71-b093-e2be7327a624","source":"youtube","source_id":"UgxlIRo8RBofsYwWejJ4AaABAg","content_type":"comment","title":null,"body_preview":"Trivia note, just a coincidence, Rialto is also the first city to ever require body cams on the police department.","author":"@MichaelFloodSr","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"8db43819-1816-4e02-88f4-e15156248de6","source":"youtube","source_id":"UgyH1ogGVZ63kK_w_v14AaABAg","content_type":"comment","title":null,"body_preview":"People with authority have a very different perspective on 1984 than everybody else.","author":"@jaypressley","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"ae11639c-714d-4992-ae9a-7ce9710366af","source":"youtube","source_id":"Ugyo_3PV6gXVVSAhIN94AaABAg","content_type":"comment","title":null,"body_preview":"I can't afford hamburger meat ,but trillions of our tax dollars goes to the rich.","author":"@coloradocrone","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"0486b0a4-48ae-4aee-9395-ebbab427db11","source":"youtube","source_id":"Ugz8SO-19nbPPutgHKF4AaABAg","content_type":"comment","title":null,"body_preview":"Mass Surveillance is required by John's desired version of government. 😂\nHe's only against it when his side isn't in power. Ring has been giving police footage since at least 2015, with Amazon grantin","author":"@GiuseppeGaetanoSabatelli","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","specific_claims"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"98ed84e2-f001-4885-a2b1-33dbfd98a1a9","source":"youtube","source_id":"UgwyIRyQ0-jOSGzD-7J4AaABAg","content_type":"comment","title":null,"body_preview":"These can also be used by CREEPS to PERV on girls' gymnastics classes! Sickening!!! 🤢🤮","author":"@ts7817","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.5134865134865134,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"75542d85-7072-4e45-8bc1-2c1528bd2a0b","source":"youtube","source_id":"UgyhSgA1uRxP_mABCid4AaABAg","content_type":"comment","title":null,"body_preview":"\"Public conversations came last\" ...just like data centers.","author":"@ts7817","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.5134865134865134,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"13cb1cec-ac7f-4fa6-ba9e-d910791b28e5","source":"youtube","source_id":"UgzqRNGujJY7bY0Fqyp4AaABAg","content_type":"comment","title":null,"body_preview":"I was an out of state commuter (NY-PA) and was privileged of watch these installed on 81. There are so many different cameras with each being used to track different crimes. Our freedom is dwindling. ","author":"@PlightDownSix","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"be5169df-b4ae-44d2-b6d6-46a0e378847e","source":"youtube","source_id":"UgwBAlsE3COoNbRCZd54AaABAg","content_type":"comment","title":null,"body_preview":"Because the next move on their part will be redefining what is “wrong”. The government wants the monopoly on criminal behavior 😢","author":"@robalbrand9688","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"228d9983-8c6d-4424-9e71-4d9fc6d99133","source":"youtube","source_id":"UgxlQygJXEXpQWsSk-d4AaABAg","content_type":"comment","title":null,"body_preview":"Our country doesn’t follow evidence and isn’t trying to do a good job at anything except control fear and suppression of daily life","author":"@periclescimon9954","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"36893cd4-f7de-474b-8af7-71e40532c819","source":"youtube","source_id":"UgyAnztR5h685AcCAGB4AaABAg","content_type":"comment","title":null,"body_preview":"But what if the state is doing many somethings wrong and the legal system fails us?","author":"@Mr.Nong2000","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"f619c812-00e5-4f78-9f32-e4b267703609","source":"youtube","source_id":"UgzOqEED7fhJTu8wvhh4AaABAg","content_type":"comment","title":null,"body_preview":"Want to end police surveillance vote for politicians that are willing to abolish ice and police and create a competant police force without mass surveillance instead of incompetent police force that n","author":"@Lucy-ec4pt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"c5e7e90f-c999-4211-aa8f-54df75efa360","source":"youtube","source_id":"UgyL88dB9gyHbw8Fk8R4AaABAg","content_type":"comment","title":null,"body_preview":"Racism classism doesn’t exist right? That’s the problem it’s broken down to issue of race rather than an issue of class because them then the rich would have to examine themselfs so they make the issu","author":"@fearlesscoward1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"d42ffcb8-277e-42d8-989a-74a11aaaaa62","source":"youtube","source_id":"UgyiKlZHQYtTlr1xit94AaABAg","content_type":"comment","title":null,"body_preview":"False positives aren't a problem for cops when they just want to fish for a crime to arrest for","author":"@SuprousOxide","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"229511f6-5be4-4660-bfc6-5ac0c29042dd","source":"youtube","source_id":"UgwFBAP2ddqlYKUKzJx4AaABAg","content_type":"comment","title":null,"body_preview":"Flock systems are so incredibly easy to hack.   There is so much information online about it.","author":"@ladyiota","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"ea6ef202-95d1-4b97-8aeb-4a77d62680e7","source":"youtube","source_id":"lnBPhelCdWE","content_type":"post","title":"Police Surveillance Technology: Last Week Tonight with John Oliver (HBO)","body_preview":"John Oliver discusses the tools police are using to keep track of civilians – whether or not they’re suspected of a crime – and some creative ideas about how to use wigs.\n\nSubscribe to the #lastweekto","author":"LastWeekTonight","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lnBPhelCdWE"},{"id":"769b2871-6287-4d58-baff-6d6e1018ba9d","source":"youtube","source_id":"UgzXxybGq6yOKJmU4y14AaABAg","content_type":"comment","title":null,"body_preview":"It's a thing though..  Tesla changed the way to control speed using self driving and now it's only a profile and all the driver can do is select it.  The computer controls the speed.  Before you can s","author":"@johnathanmcfadden8978","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"4936b6e8-971a-4f56-8eb8-0a3f78e32db0","source":"youtube","source_id":"Ugyurs0YadcRsYGV6w54AaABAg","content_type":"comment","title":null,"body_preview":"He is asking for a supervisor like he received bad service at a Walmart. Just arrest him already and drag him to the station.","author":"@narhem123","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"dd77957a-ae79-4da1-9d15-5082ec776d6f","source":"youtube","source_id":"UgyhzI8hIHDNvcrjL054AaABAg","content_type":"comment","title":null,"body_preview":"By allowing it to operate in your stead you consent to it's behavior. The car will go the speed recorded on its GPS. A gps or dashboard speed indicator is not state certified, you have to follow poste","author":"@hifivejo2247","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"532076dc-71a7-41ec-b768-16c865b4c59e","source":"youtube","source_id":"UgypP3n6hSt1R9FR4MV4AaABAg","content_type":"comment","title":null,"body_preview":"Bottom line, he's in the drivers seat and responsible for what that car is doing. \nAlso, no way that car was in auto pilot doing 64 in a 45.","author":"@JohnD-JohnD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"72705450-012c-4e56-8067-34c17a91a8f4","source":"youtube","source_id":"UgxRYxMBAEt9cKUISl54AaABAg","content_type":"comment","title":null,"body_preview":"This good citizen was acting like a child. Credit to the officer for keeping it respectful. He’s a better man than me","author":"@etowood","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"bbe3af7e-fb78-4eaf-8719-185d549f31a0","source":"youtube","source_id":"Ugx17ToqiCqZ44Xk9894AaABAg","content_type":"comment","title":null,"body_preview":"So if it was a self driving Taxi, who gets the ticket?  The passenger?","author":"@Surf_Salt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"3a093238-90ee-4752-a53f-fac5eced66b9","source":"youtube","source_id":"UgzhlPllgp0CCGPXqv14AaABAg","content_type":"comment","title":null,"body_preview":"This is the calmest, most professional, and most patient I have ever seen a police officer. I wish they could all be so level headed.","author":"@tomkennyscorner","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"37f2915a-1f53-4287-bf84-46df70ae1dd7","source":"youtube","source_id":"UgxcGVEm4OScGGEcaPR4AaABAg","content_type":"comment","title":null,"body_preview":"I would love to hear him try to explain this to a judge.","author":"@dennisbelles9236","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"5f53940c-096b-4c23-8e76-fe7069763f93","source":"youtube","source_id":"UgzKsECvXqLDfVV8y6h4AaABAg","content_type":"comment","title":null,"body_preview":"I'll say I'm definitely on the officer side on this one that guy needs to be institutionalized","author":"@BrockRewchuk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"2ccdaede-3e41-4522-a78c-de12b518b867","source":"youtube","source_id":"UgwDXKU_qfVUjkSoM_V4AaABAg","content_type":"comment","title":null,"body_preview":"Ask for discovery police need to give you the radar info why argue","author":"@23magnus42","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"dcd71561-2daf-47e6-a5dd-39161e7a787a","source":"youtube","source_id":"UgzYX2gjbVbRSb1rehp4AaABAg","content_type":"comment","title":null,"body_preview":"Driver has a witness, video and mechanical evidence that he wasn’t speeding. The officer didn’t want to wait for the supervisor for a reason.","author":"@Noo_1_Special","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"db46cad6-1f8e-4e91-a9d5-0552afccca82","source":"youtube","source_id":"UgxZ8U64RzWUtoGedsN4AaABAg","content_type":"comment","title":null,"body_preview":"Dude had the entitlement of a Bentley owner but was in a Tesla.","author":"@zachstopten","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"152ae1c4-5c65-4b6c-912e-03230ecb95dc","source":"youtube","source_id":"Ugy1xdczj6RfASyPswN4AaABAg","content_type":"comment","title":null,"body_preview":"For the record, the driver sets how far over the speed limit the autopilot can go.","author":"@wesleyberg686","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"b91b51eb-3693-46a6-85f5-7c145caefe20","source":"youtube","source_id":"UgxHQrMDoaJ9H2rVz1F4AaABAg","content_type":"comment","title":null,"body_preview":"God, I can’t wait to try that sorry officer I wasn’t speeding my cruise control was","author":"@Ma_TheMeatloaf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"66e7aa95-bd39-425f-8a25-fe928b3a7700","source":"youtube","source_id":"UgwF1L-JP_4EPny9s7Z4AaABAg","content_type":"comment","title":null,"body_preview":"One day cars will have a driver license. People don’t need them.","author":"@AndrewARGO","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"aaaf359f-f136-47fb-9d1d-c9f7352073aa","source":"youtube","source_id":"UgyEjaJzKe2nyZmsnRR4AaABAg","content_type":"comment","title":null,"body_preview":"He got lucky that cop was nice actually😅 a guy with zero IQ","author":"@modernMO9","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"4ab8a0aa-4f88-40d0-93f1-c5191fa5ce6c","source":"youtube","source_id":"Ugz6hET04MD3bvYTS_x4AaABAg","content_type":"comment","title":null,"body_preview":"He sounded Asian, but it doesnt matter is his fault no matter what","author":"@4touchdownsinonegame178","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"cb0b0b7b-f6ce-405f-8474-c3421b533828","source":"youtube","source_id":"ib3bNmZSUpY","content_type":"post","title":"Tesla driver says he wasn’t speeding– his autopilot was | NBC DFW","body_preview":"When police pulled over a Tesla in Parker, Colorado, they were prepared to give the driver a ticket for speeding. But the man behind the steering wheel says he’s not to blame– his auto assist was driv","author":"NBC DFW","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ib3bNmZSUpY"},{"id":"b2884ff4-8ca5-4369-b9be-3c396a2d4719","source":"youtube","source_id":"UgxGOwp6wZc4KMZGMuV4AaABAg","content_type":"comment","title":null,"body_preview":"Hasbara is failing. An ex-“Muslim” Black man turned fascist, racist, anti-immigrant puppet, defeated by an unknown old white politician. The old games don't work anymore. Free Palestine. Free America.","author":"@thecompanionAl","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"26412a54-005d-44c3-909e-db7467622260","source":"youtube","source_id":"UgzQD0aeQnH1fpDWnl94AaABAg","content_type":"comment","title":null,"body_preview":"Too bad you’re all lairs. I know this dude is watching me right now hahahaha","author":"@DotSixDashN","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"c916ce10-b8fe-41e6-a3f1-012cf26cfa09","source":"youtube","source_id":"UgzYBlIkBvO4C8Jg7YR4AaABAg","content_type":"comment","title":null,"body_preview":"Racist Trump thinks he can sucker Black people by rallying for a Black Republican, Racist Dummies refused to vote for him because they think he is a Muslim the Democrats will win the Senate.","author":"@novatotornero6508","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"29420db1-1e86-4028-a24f-6427da08229e","source":"youtube","source_id":"Ugx-9etNvg5A4fKrgQR4AaABAg","content_type":"comment","title":null,"body_preview":"He’s still using his Muslim name that’s sketchy because I know a few Muslims who converted and the first thing they did was change their name to a Christian one?","author":"@ILoveLakeSuperior","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"6ee9fb9e-d6a7-4220-b74d-e67de2068469","source":"youtube","source_id":"UgzrlDJoimcNpJYVLON4AaABAg","content_type":"comment","title":null,"body_preview":"Corruption is so rampant that now “endorsed” means they’re on the payroll","author":"@ellebee6121","classification":"human_created","confidence":0.6,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"d25f0f11-60b0-4cb0-9bdb-dfb853064f17","source":"youtube","source_id":"UgzL90gcuh45LYW0vid4AaABAg","content_type":"comment","title":null,"body_preview":"I had to stop and check the station this was coming from when I heard the conclusion…yep, MSNOW.","author":"@debrakiddoo318","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"34094ee7-bc1f-4fd7-9575-4a29adba5261","source":"youtube","source_id":"Ugyc1e-HSBcUbp0k1cl4AaABAg","content_type":"comment","title":null,"body_preview":"Americans are TIRED OF Trump and his RACIST BIGOTRY","author":"@AprilJones-Foston","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"295a1be7-9a19-4986-9e2b-8660219a90bf","source":"youtube","source_id":"UgyTmAzmQFZfBStNb0Z4AaABAg","content_type":"comment","title":null,"body_preview":"What should also be noted!!! He mentioned he couldn't get any help from the so called help desk. They tried to sabotage that man he dropped out the race and yet still won. God is good.","author":"@darylcrusoe6215","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"49d7ae15-0d70-4c1e-b2b8-30892e3c1736","source":"youtube","source_id":"Ugz45moos3-1gdOhUyZ4AaABAg","content_type":"comment","title":null,"body_preview":"Anti-immigrant now goes in-hand with US Christianity. It's all MAGA now. Ask your pastor.","author":"@JohnW118","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"c60c883a-e111-411d-96d9-e290022d2280","source":"youtube","source_id":"UgwJzNqK7zpsAQ7FVlV4AaABAg","content_type":"comment","title":null,"body_preview":"Bull sh!t , where is the racism and bigotry? Maybe in the voters eyes","author":"@rodwarren2742","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"42a4f67e-e803-4746-b9e2-3a848f8749e2","source":"youtube","source_id":"UgwTYfUcosShI5NIasF4AaABAg","content_type":"comment","title":null,"body_preview":"Republican seeing \"Hassan\" = voting for the other guy","author":"@MushieDetails","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"3f4787fa-c5e1-44ca-9c50-5c49e2ad8ece","source":"youtube","source_id":"UgxqtCADLCJGVjCyngJ4AaABAg","content_type":"comment","title":null,"body_preview":"Its almost as if MAGA votes based on someone's name and skin color and ignores what they say, facts, and reality.","author":"@peterwein1716","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"6b009ca4-6fe2-4940-95b9-986b98711454","source":"youtube","source_id":"Ugx_UaNS2Cu9aqy42RR4AaABAg","content_type":"comment","title":null,"body_preview":"Let him change is name to something else.  Please take Amir Hussain from you name.","author":"@shakazim","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"4425a1d2-35a2-4405-a3e2-b38ded9fcc69","source":"youtube","source_id":"UgzpqX60ZBDznNVgZIl4AaABAg","content_type":"comment","title":null,"body_preview":"Strict Scrutiny’s top roadie always has spot on commentary!!","author":"@AshleyStewart-k9b","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"9f300621-35c1-44a4-88f3-83db4f5bfea8","source":"youtube","source_id":"Ugx7MPQhQolX0CoexVl4AaABAg","content_type":"comment","title":null,"body_preview":"Amir Hassan vs Tom Smith. Who are Republicans gonna vote for? Hmmmmmm","author":"@jamesevansen5246","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"a79cd020-89c2-496c-9104-cc42299d8ae0","source":"youtube","source_id":"UgwZFJFAEIm245kOldh4AaABAg","content_type":"comment","title":null,"body_preview":"Welp, you lie with dogs you wake up with fleas! He was fine taking the side of those that spew racism but when they used that same energy on his dumb butt, It cost him the election and humiliation!","author":"@CaliForYa1996","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"baad5117-1dc3-4f58-9d5a-87be7f4638f2","source":"youtube","source_id":"Ugw4FXdoOQUUKRf1Lj94AaABAg","content_type":"comment","title":null,"body_preview":"They all heard Obama Hussein do they brain in the combat mode and bigotry","author":"@RalphWilliams-cp2hw","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"dfbdfc01-accc-45c3-8162-43fe295626d8","source":"youtube","source_id":"Ugwxh8YS9yUv4JsEdwJ4AaABAg","content_type":"comment","title":null,"body_preview":"He’s waking up to today’s Republican. What did he expect?","author":"@janetmajor2511","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"c4574b45-4f74-44d4-bff6-2778fcbf052a","source":"youtube","source_id":"UgwRsNkU_Rqn9KpRtGJ4AaABAg","content_type":"comment","title":null,"body_preview":"Don't trust someone use muslim name and admitt as a 100% christian.","author":"@cherryberry4075","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"456bdd93-4a06-42a9-a99a-ad2d113946dd","source":"youtube","source_id":"J2H1wSM3YbI","content_type":"post","title":"Trump’s racist politics BACKFIRE in Michigan GOP primary","body_preview":"Chris Hayes: As Trump and his allies ramp up their anti-Muslim attacks, in Michigan, that bigotry is already spilling into their party’s own primaries.\n\nMS NOW: My Source for News, Opinion, and the Wo","author":"MS NOW","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.28467908902691513,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J2H1wSM3YbI"},{"id":"1a4759d4-2f69-4ecb-aa23-e8e97220bdbe","source":"youtube","source_id":"UgzYInFNjvZROzQfrR94AaABAg","content_type":"comment","title":null,"body_preview":"Yeah I’m not about to follow orders from anyone especially that guy 😅","author":"@christopheraustin918","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"f4618105-ab75-4715-8b4a-99a945587c86","source":"youtube","source_id":"UgxSXKwGusF-bbycba14AaABAg","content_type":"comment","title":null,"body_preview":"I love the local bruddah!  He showed such amazing mercy, grace, and self-control, so incredibly proud of this brave man","author":"@Carlitodrayer1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"ab4d3591-5d91-413a-a4a2-82cc88c961bc","source":"youtube","source_id":"UgwvdXfLMovKs5PEzXB4AaABAg","content_type":"comment","title":null,"body_preview":"Don't get knocked out in them shorts then walk away all sassy like I'm telling 😂","author":"@nickhardy1314","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"bfbbd6d3-6de5-4200-8e05-f9deaa480b79","source":"youtube","source_id":"UgxvkYEl5dBjnfChVYV4AaABAg","content_type":"comment","title":null,"body_preview":"Plays the opossum. Falls and is knocked out? Don't think so.","author":"@Earl-r7j","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"0a590c48-c242-41b5-8339-4e2b12caaa7b","source":"youtube","source_id":"UgwIHsJLjNen58cBnLZ4AaABAg","content_type":"comment","title":null,"body_preview":"He's lucky the ither guy didnt ground and pound him","author":"@jonarcher9969","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"55d95a36-fb0d-4929-9665-ac3b8bed254b","source":"youtube","source_id":"UgxMAwEihPBmiet0qSt4AaABAg","content_type":"comment","title":null,"body_preview":"He deserve an Oscar for faking  that knockout.. barely hit um lol","author":"@FHILLYBULL-j7s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"8340a488-15a2-4291-8347-0a3a68ec9a7d","source":"youtube","source_id":"UgykXc-ajNW4UHNtPmJ4AaABAg","content_type":"comment","title":null,"body_preview":"That guy literally looks like he has a pair of underwear on","author":"@ColleenDonovan-l9r","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"67aaf9fd-298f-4d48-b7aa-2b13278c3a5f","source":"youtube","source_id":"UgwJ4VIdFJPxzrIxX954AaABAg","content_type":"comment","title":null,"body_preview":"He got knocked out and he's calling the police......\nHe started it. The louder they are the more scared they are .\nFreaking Democrats...","author":"@ronaldrosenthal2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"98b850d6-d3c8-4ae4-90a8-13ba50e8996f","source":"youtube","source_id":"UgzS_xDZ4m77iapX5ex4AaABAg","content_type":"comment","title":null,"body_preview":"Ohhhh this was Hawaii??? Yeaaaaa….he done f’d around and found out","author":"@TeriyakiBoy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"0f13b53c-93bb-46bc-91fc-c425b5cea56f","source":"youtube","source_id":"UgwO5htWHXbQ1d7WLbh4AaABAg","content_type":"comment","title":null,"body_preview":"He should not be wearing that bathing suit with a tiny weenie.","author":"@rainmakerpublications9680","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"bdfbb9f4-5811-4993-8aaf-56bc681cfba2","source":"youtube","source_id":"UgzaLr9zXIjz6dXbD0h4AaABAg","content_type":"comment","title":null,"body_preview":"I bet he ran away flapping his arms screaming “ITS NOT OVER!”","author":"@DeeDeeSR","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"5d92f6f1-c828-48f6-87fc-0668168b4398","source":"youtube","source_id":"UgzuYh1hgARJzZJwrH94AaABAg","content_type":"comment","title":null,"body_preview":"Good to see a fight with the one starting it take the hits and not starting something and letting someone else take the hits","author":"@blairsucks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"8cacfd2d-5ffe-4009-8480-adc542f8763e","source":"youtube","source_id":"UgxDOB7XSAMef40ulfx4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t think he understands what “he’s a child” means in that context, you don’t try to refute it with your age","author":"@Anaximander610","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"ce98fdf3-dcc8-42e5-bdd0-8c7e51036617","source":"youtube","source_id":"UgzCha7ynOui3PmHnv14AaABAg","content_type":"comment","title":null,"body_preview":"Lesson ought to be learned after that display.  Lucky he was dealing with a cool customer, some guys would have stomped him out instead of getting him to come to.","author":"@1bls","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XlpewttiuoY"},{"id":"0978b598-c0a5-4f33-8d58-9ce9e3d5c386","source":"youtube","source_id":"Ugxztx-kHngqMxnqS054AaABAg","content_type":"comment","title":null,"body_preview":"He looks like the yellow guy off Sin City lol you know who I’m talking about","author":"@tylerlawson5974","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal 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Two more years i wager.","author":"@CountSpartula","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZXjGLCqAgM"},{"id":"a1173d81-c04c-4561-a0d9-43ee876c441b","source":"youtube","source_id":"UgxfzX2eNTi0OPUj0Jx4AaABAg","content_type":"comment","title":null,"body_preview":"They need to accumulated fines. Increase each time they dont comply.","author":"@Kat-ov9du","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZXjGLCqAgM"},{"id":"045c568b-9f39-4b7e-86c2-1b3a9cf56b9d","source":"youtube","source_id":"UgxBh5XoG0Rj3opEaHB4AaABAg","content_type":"comment","title":null,"body_preview":"They could just... Get sound foam, and line the walls with it. The heat would still go up so it wouldn't catch fire or anything.","author":"@lethaldarkness115","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZXjGLCqAgM"},{"id":"ba988b4d-2470-452a-8b48-12bb7b589463","source":"youtube","source_id":"Ugzv6xcQ7uDZSHUZ_n14AaABAg","content_type":"comment","title":null,"body_preview":"If they use fine as permit, dont be surprised when someone takes jail time for vandalism as community service...","author":"@sparks95-x2i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZXjGLCqAgM"},{"id":"01614f17-95f2-4c08-b39f-433c5897a766","source":"youtube","source_id":"UgzRVqerFJPswZMuCCt4AaABAg","content_type":"comment","title":null,"body_preview":"Why aren't people setting them on fire? Has society become so lazy they let stuff like that just go on nowadays?","author":"@TKCaius","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZXjGLCqAgM"},{"id":"4e6d70a9-3420-420e-9453-54fa96d37359","source":"youtube","source_id":"Ugwgdru3LdvVrw7yyUB4AaABAg","content_type":"comment","title":null,"body_preview":"I can't imagine the nightmare that must be too live near a data center. I hope I never get to find out. I would be sabotaging the thing since the first night.","author":"@FelipeKana1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZXjGLCqAgM"},{"id":"624fc824-f280-4562-8d53-bccca5e970bb","source":"youtube","source_id":"Ugzgt9rzJOx9MJI_YO14AaABAg","content_type":"comment","title":null,"body_preview":"I would go burn it down, I can't stand horrible noises when I'm trying to sleep","author":"@williammurski9472","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal 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violation, then we would be speaking a VERY different story","author":"@___chief866","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0ZXjGLCqAgM"},{"id":"d46f93b2-1efa-4e9c-a3d4-23efd8ae993f","source":"youtube","source_id":"Ugyp510xAU0bmoqDEU54AaABAg","content_type":"comment","title":null,"body_preview":"Bruh, these ai companies are BEGGING for a \"killdozer sequal\"😭😭😭","author":"@c0oldude08Gaming","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal 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ps1","author":"@Thetiredguy64","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"1815caff-4e17-4911-aa84-9a2a8f8d9479","source":"youtube","source_id":"UgwGOCGDA9TYMZNn52h4AaABAg","content_type":"comment","title":null,"body_preview":"The ps5 is still good. You are forgetting the data center","author":"@toppyfixer2026","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"5f228a8f-71e4-450e-84b1-521e6354dd55","source":"youtube","source_id":"UgwHKN89xKpP3k_R1Lx4AaABAg","content_type":"comment","title":null,"body_preview":"I just wanted to watch a video without any political bs but I can’t even find that here, smh.","author":"@whisky0312","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"8786e72e-180c-4383-b6ca-93543f9362b7","source":"youtube","source_id":"Ugz6Qbzw0D5PN5-4hR54AaABAg","content_type":"comment","title":null,"body_preview":"Oh man.. Wasn't expecting a twisted metal throwback, definitely downloading it over next weekend 😅","author":"@Cryptic555","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"8c353ef1-abce-4369-ad92-48280fdef0aa","source":"youtube","source_id":"Ugxidm5_0bvQdEDedjl4AaABAg","content_type":"comment","title":null,"body_preview":"I dont even have a ps5 because my ps4 still works and I havnt really wanted any new games but I might have to take it somewhere becasue it just runs really slow and crashes on very few games that I li","author":"@The_S2nd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"6fad66ab-bf14-4d3e-b5b6-605153df6583","source":"youtube","source_id":"UgwPPXFdZ6FMYZu1DAJ4AaABAg","content_type":"comment","title":null,"body_preview":"I need to lean how to open thing without the nuts exploding in the process 💀","author":"@picawood","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"fb8d464c-c369-4544-bdd6-ca5f0ec34a7c","source":"youtube","source_id":"UgyQ_7FNRvMAMIk_um94AaABAg","content_type":"comment","title":null,"body_preview":"nah i stick to pc but good info for them that likes consoles","author":"@ultimafreak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"ae4ddb61-b0b0-4b5d-87bf-2830d079a40b","source":"youtube","source_id":"UgzMlaCRvXx84xlK0qx4AaABAg","content_type":"comment","title":null,"body_preview":"Any way you can help me with my laptop issue? 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You can do it cheap with a $150 jailbreak PS4 Pro.","author":"@adink6486","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"fabfdf4f-7248-4606-8d72-7bd53a6bf40d","source":"youtube","source_id":"UgxXj0ROnnMy1NsQE-l4AaABAg","content_type":"comment","title":null,"body_preview":"Shoot my PS4 wants to kill itself every time GTA or Minecraft is started","author":"@Billy_Gaming_2021","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"8b0b1779-1229-40e3-ae64-7c2785466bc1","source":"youtube","source_id":"UgxIXjuH4KPw6W1AiQR4AaABAg","content_type":"comment","title":null,"body_preview":"Why you gotta bring politics into your videos man. Ruins it.","author":"@Deeepfist","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"a80a61d2-3b9b-4ba3-b7d0-4d455d933b43","source":"youtube","source_id":"UgwjXQuQBLVeHSLSxXR4AaABAg","content_type":"comment","title":null,"body_preview":"The PS3 IS the best deal for gaming, followed by the PS4 if course","author":"@gawrshurab1035","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"b6a78bd2-5c63-4603-a3fc-4ffbc1d69480","source":"youtube","source_id":"UgyDHI65zlj5pmD0vnV4AaABAg","content_type":"comment","title":null,"body_preview":"Started \"Days Gone\" yesterday om my slim. I'm in no rush buying ps 5 during the rampocalyps. My backlog after being a Xbox player since PS 2 is huge!","author":"@johanagge9341","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"029db498-b39d-45a0-b9fe-8147706625c0","source":"youtube","source_id":"UgywOZTb177t0OqxQS54AaABAg","content_type":"comment","title":null,"body_preview":"If you’re buying used consoles, ASSUME IT HAS ROACHES! Bugs love these things and it’s the reason I stopped repairing consoles for the public.","author":"@SalemTechsperts","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.2305451172213042,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"c6028054-06b6-4f81-9a05-a0eb1a3b6b70","source":"youtube","source_id":"zO7sfyBSoJM","content_type":"post","title":"Is the PS4 the BEST Deal for Gaming in 2026? #tech #technology #shorts #pc","body_preview":"Is the PS4 the BEST Deal for Gaming in 2026? #tech #technology #shorts #pc","author":"Salem Techsperts","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases","lack_of_human_indicators"],"bot_score":0.38498848707692657,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zO7sfyBSoJM"},{"id":"5680e8d7-c1cf-423f-aba2-9451e36770d5","source":"youtube","source_id":"Ugx9vUA4l7zELYkvwn14AaABAg","content_type":"comment","title":null,"body_preview":"This could be made wayy more modern with wifi 6/7 standards connectivity.","author":"@cyberguroo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"af6d50d0-d052-434f-a304-e2b3f93f14e1","source":"youtube","source_id":"Ugyh2ipSxgU2hyr26hJ4AaABAg","content_type":"comment","title":null,"body_preview":"Excellent Entertainment was had from this Video while using \"Wireless\" internet ","author":"@joebez2195","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"ee3a9370-8f28-4d5a-aa9a-a6b9182b4db7","source":"youtube","source_id":"UgwL5uurcmLoqD8m7Ch4AaABAg","content_type":"comment","title":null,"body_preview":"Quite surreal to see that title.. Not too long ago I was printing stuff from a older printer that has none of the luxury stuff like bluetooth or wireless, like printers have nowadays, so I had to plug","author":"@StaticVapour590","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"f790ecff-6818-4f2f-ae7a-f8363364a4d7","source":"youtube","source_id":"UgyFlIrdz8tQBaIcFsF4AaABAg","content_type":"comment","title":null,"body_preview":"I always wanted to try reflective or aluminum tape or chrome-like paints, since the data is stored on the plastic, not the metal.","author":"@MinaNohara","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","technical_interest_with_personal_angle"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"7bc5feed-add5-472d-a597-1943ea6f5575","source":"youtube","source_id":"UgxQqoYbQ3HJ0KeaHrl4AaABAg","content_type":"comment","title":null,"body_preview":"Could be Driver Signature Enforcement (DSE) that needs disabling in newer Windows versions for this stuff to work. Do not disable that unless you know absolutely for sure what you're doing. But would ","author":"@BlackSun404","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"fe9711ae-4a70-458b-841f-7454a13849b0","source":"youtube","source_id":"Ugy_q3oR6fu5TYbhCHR4AaABAg","content_type":"comment","title":null,"body_preview":"this is quite interesting but i would have preferred not to hear about it from american dankpods","author":"@garret1317","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"a3b0e00b-bd96-468d-a5fb-4ca59ef0cc5c","source":"youtube","source_id":"Ugwe9_vlpzROG0crsMl4AaABAg","content_type":"comment","title":null,"body_preview":"A ton of those sorts of devices came out back around the same time. You could also get wireless vga etc that worked the same way. Some of them were pretty solid gadgets. Also serial port lpt2 port and","author":"@nanaki-seto","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"ff314a2a-1602-4742-8b3b-c7d0e6057d93","source":"youtube","source_id":"UgxI14BSoZfRw1Gk6Jl4AaABAg","content_type":"comment","title":null,"body_preview":"\"Other wireless USB devices\" probably means like USB dongles","author":"@ddnava96","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"f248f3ac-c335-4bea-8c42-32a9b441c5ca","source":"youtube","source_id":"UgycylcXXgoeidDVfdF4AaABAg","content_type":"comment","title":null,"body_preview":"What if they used wifi radio instead of Bluetooth ? The speed will be extremely fast something like wifi direct on Android \n\nThere might be a product that does that idk","author":"@Al_skeptical","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"d2970f9e-f2c3-4ce4-8205-ee690faef343","source":"youtube","source_id":"UgxJIcKhlkQl5pZk4I94AaABAg","content_type":"comment","title":null,"body_preview":"Thank YouTube for tthis recommendation.\nI never heard of wireless USB until today.\nThis definitely seems to be solving a problem that never existed.","author":"@John_Locke_108","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinionated_stance","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"2f9c49f8-4980-4713-8ced-a2a0ff5a4db3","source":"youtube","source_id":"UgyoetjEvHgHEkZ2sul4AaABAg","content_type":"comment","title":null,"body_preview":"Would be curious if there is a modern version of this out there somewhere","author":"@pheflin526","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"b7255267-b2a9-4d49-8900-91b348492b9f","source":"youtube","source_id":"UgxZe8LRf3p8PrKpfrN4AaABAg","content_type":"comment","title":null,"body_preview":"Who wants to be that by some happenstance, he is going to find genuine, practical use in this device in a future video?","author":"@othermandrake1986","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"fd610c8c-2c14-4f78-bbae-0146a045563b","source":"youtube","source_id":"UgxpTgRVmwYRiKJWmXJ4AaABAg","content_type":"comment","title":null,"body_preview":"I really wanted to a hubman back in a day but it was always sold out","author":"@-22_22-","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"fc56aae0-021d-489f-8a9d-b2bb8a238208","source":"youtube","source_id":"Ugy9uLJAXRTXtv-4awJ4AaABAg","content_type":"comment","title":null,"body_preview":"For that disk just use a sharpy on the top side.  It has issues because the lasor is passing through the disk","author":"@TATiSWEAR","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"8b9b013c-46c6-4860-8588-65278c6ae51b","source":"youtube","source_id":"UgzQ_ZvmAEffOkLvt994AaABAg","content_type":"comment","title":null,"body_preview":"There used to be all kinds of cool USB gadgets. I have a file transfer gadget. You connect two Windows XP machines to the gadget and it launches its own browser interface to transfer files between the","author":"@denizsi","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","personal_experience","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"02f291df-bacc-4179-a491-817b13c4fb52","source":"youtube","source_id":"Ugw1DEs8bmqffmih0NF4AaABAg","content_type":"comment","title":null,"body_preview":"1:02 DUDEEEEE I REMWMBER THESE POS THINGS! 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Thanks Chime for sponsoring this video!","author":"@JonBringus","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jlPTNwm-Ng0"},{"id":"30291338-f148-46c3-9bdc-b0f7d1ec36c8","source":"youtube","source_id":"jlPTNwm-Ng0","content_type":"post","title":"Mere mortals were not meant to have wireless USB","body_preview":"$350 INTRO OFFER: Head to https://chime.yt.link/LoDGgjg for up to $350 and 5% cash back with Chime®. 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Can you still poke people?! Didn’t they deprecate that API in 2011? 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Truly the Cassandra of AI.","author":"@chudleycannonfodder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=awFTa5rr8F8"},{"id":"b2c2216e-a8e2-4b76-9b90-e8fcce20f463","source":"youtube","source_id":"Ugx56iOZff2RgqVFdVJ4AaABAg","content_type":"comment","title":null,"body_preview":"I’m non tech can you make a tutorial so I can understand everything you are talking about?","author":"@sashayatsiuk1215","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","direct_request_for_clarification","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=awFTa5rr8F8"},{"id":"8172ecc2-7852-450e-bac5-663c4f59b53b","source":"youtube","source_id":"UgyVW30A_CRjBE97DcJ4AaABAg","content_type":"comment","title":null,"body_preview":"wtf? can't you just talk normally? why do we have to slow you down? look, good by...you are cute but I' ve got bored. 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It’d wake me up at 4-5 in the morning an","author":"@Misty-Kristi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CbfJOcJfnPM"},{"id":"6c4c6caf-c332-4110-a173-5c3fc035cf20","source":"youtube","source_id":"Ugw0jm_RIMI6_H7vjTR4AaABAg","content_type":"comment","title":null,"body_preview":"By the seaside just gives me and OG feeling in roblox","author":"@Damonthedumdum","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CbfJOcJfnPM"},{"id":"bcc0915a-99b8-42e5-a5bb-dca044bba9ee","source":"youtube","source_id":"UgxQr-LZrLvaIwogv0J4AaABAg","content_type":"comment","title":null,"body_preview":"All shots and giggles until he hears reflection dreamer🥹 that is so peak🥹✌️","author":"@Suh41-XD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CbfJOcJfnPM"},{"id":"2eec07d0-60a9-4689-aebb-70cad8ee7b21","source":"youtube","source_id":"UgyQlhPgoVDPOabuDhp4AaABAg","content_type":"comment","title":null,"body_preview":"My mom alarm is night owl and I'm super horrified of it and I see faces when I hear it in my sleep","author":"@falsityclone145","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CbfJOcJfnPM"},{"id":"ff7ccb22-b1da-4747-82db-c0f9fcb0e699","source":"youtube","source_id":"UgxR12Tyiee8mihPBg94AaABAg","content_type":"comment","title":null,"body_preview":"Sci-fi scared the shit out of me when I heard it back when I was a kid","author":"@James-jn3nr","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CbfJOcJfnPM"},{"id":"5c3cb749-e356-44f3-a9e5-ae5737b4916c","source":"youtube","source_id":"UgzrtA9u_hb5W_FAOwx4AaABAg","content_type":"comment","title":null,"body_preview":"You forgot that \"Flant tun beep beep boop flaunt tun beep beep boop\"","author":"@soldier_teamfortress-2","classification":"ai_generated","confidence":0.95,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CbfJOcJfnPM"},{"id":"4599ccb7-4fdf-49cb-8105-66509cec3f4d","source":"youtube","source_id":"Ugz4azw6QdzcVv2eRN14AaABAg","content_type":"comment","title":null,"body_preview":"Bell tower is the most efficient at waking you up if you go to settings and max out your alarm volume. This works if your phone is completely charged and you have it next to your head before you go to","author":"@SupermanSuperDeveloperOfficial","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CbfJOcJfnPM"},{"id":"4b9088ad-fbc8-4b9a-9952-033d9731394f","source":"youtube","source_id":"CbfJOcJfnPM","content_type":"post","title":"If you use radar don’t even speak to me #tierlist #ranking #alarmclock #alarm #apple","body_preview":"If you use radar don’t even speak to me #tierlist #ranking #alarmclock #alarm #apple","author":"Finn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CbfJOcJfnPM"},{"id":"00e3376a-b8f8-45ce-8c37-9b953f618446","source":"youtube","source_id":"Ugwky40BVmkRFBNnMSV4AaABAg","content_type":"comment","title":null,"body_preview":"or Fourth option just pirate the games dosnt matter if they made it over 100$ and even if they put ads the pirated version will not have that","author":"@محمدباقر-ظ3م8ر","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eo5w2S-h5dI"},{"id":"dd08b4d1-a7cb-4f98-95d6-35513351eec2","source":"youtube","source_id":"UgyQcQNbVqjOriqVjr94AaABAg","content_type":"comment","title":null,"body_preview":"If they ruin gaming I'm 100% never gonna pick gaming up again. I spend more time reading/doing other hobbies than I do gaming. The main reason I picked up gaming was because all my coworkers game and ","author":"@Stirling-Shade","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eo5w2S-h5dI"},{"id":"19e07061-13a4-48d8-b912-888ea7e253e1","source":"youtube","source_id":"UgyR0Gw60QM_B8c-p814AaABAg","content_type":"comment","title":null,"body_preview":"Save some money. Build a PC. Pirate everything. Problem solved.","author":"@Spartans1gm4","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eo5w2S-h5dI"},{"id":"27aa8b9f-5fd8-4164-9d67-54c33f4c6aae","source":"youtube","source_id":"UgwzTleeLexsda2vJNd4AaABAg","content_type":"comment","title":null,"body_preview":"AI game development will render the \"developer attraction\" based on volume of console sales obsolete as the cost of execution falls to nothing. Product managers, artists and writers will be the next g","author":"@tgmotz","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 Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eo5w2S-h5dI"},{"id":"471b0c8d-7cb7-426f-9b02-967763d9aea8","source":"youtube","source_id":"UgwL1A1hnrq2xrGae5l4AaABAg","content_type":"comment","title":null,"body_preview":"China chip manufacturing is our only hope for a fair market imo","author":"@societyreborn33","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.6645519429024582,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eo5w2S-h5dI"},{"id":"2e11f9d4-6e67-42de-9a48-e8f003645bd9","source":"youtube","source_id":"UgzBL0B1m8ivCOK0bgB4AaABAg","content_type":"comment","title":null,"body_preview":"To be honest, they have been releasing trash product games for like 5-7  years now so those \" game developers\" getting canned for a good reason. Zero imagination and flop after flop.","author":"@vinny-theChin","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 Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eo5w2S-h5dI"},{"id":"8b3e39a0-2266-4934-b0d1-78030f1e1743","source":"youtube","source_id":"UgxuJTo6UJg-WNIRuap4AaABAg","content_type":"comment","title":null,"body_preview":"The terrible quality of developers, and the refusal to listen to their customers has also been a major role in the industries downfall with all of the bloated costs and the under performance\nThis is j","author":"@MrGimp684","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 Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eo5w2S-h5dI"},{"id":"0c9618f7-087f-4ab7-a508-ce6162c89b4b","source":"youtube","source_id":"UgwsdHDbLQSXKLQAc5F4AaABAg","content_type":"comment","title":null,"body_preview":"I stopped gaming entirely. Best choice of my life! Done with all the bs.. and this was also because they do not want you to own anything! Miss the days we had physical collections and were able to bor","author":"@rf.t.s1580","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eo5w2S-h5dI"},{"id":"92a4902a-358d-4afb-a49d-c6e1b2136348","source":"youtube","source_id":"Ugz-mO-cf_KWrKJ4lgZ4AaABAg","content_type":"comment","title":null,"body_preview":"All to prop up an Ai bubble that doesn't even provide an actual product","author":"@societyreborn33","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.6645519429024582,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eo5w2S-h5dI"},{"id":"0dd45e4a-c4f6-4a98-b1f4-6c096a1ae8ba","source":"youtube","source_id":"Ugyl8s3QxbsIp_xQc1B4AaABAg","content_type":"comment","title":null,"body_preview":"I mean, they are still the best tech out there to this day and nothing better has been made sense then","author":"@Wackamiright","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eo5w2S-h5dI"},{"id":"e4d97cbb-71c7-4531-8f1b-451495f8d7d9","source":"youtube","source_id":"UgylKQFlY7k05a5EnC54AaABAg","content_type":"comment","title":null,"body_preview":"The gaming layoffs are not because of ram shortages. 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It's the shape I've been wanting in a fold. The other samsung folds are just too tall and narrow on the outside and the inside is just an awkward square. 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Bring it on home.","author":"@Sam6721","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"85e41d81-a095-4709-9b56-40c9ace1fa89","source":"youtube","source_id":"UgzrdXw6zCsBR_i_IAZ4AaABAg","content_type":"comment","title":null,"body_preview":"So you can’t use a case and protective glass on it! It will break easily.","author":"@brunobernardo9231","classification":"human_created","confidence":0.72,"indicators":["terse_reply","strong_opinion","platform_fluency","absence_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"45582fef-1dc9-4150-adf1-aa81b09a034b","source":"youtube","source_id":"UgwfAk5DmeZTqsPuXwp4AaABAg","content_type":"comment","title":null,"body_preview":"what about Huawei Pura max, thanks to compare both ,Samsung sold out many while Huawei was the first to do after Microsoft but they good at marketing and lucky somehow ,i DO like the phone btw for siz","author":"@adewalemuhammad5210","classification":"human_created","confidence":0.72,"indicators":["imperfect_expression","genuine_opinion","platform_native_style","missing_polish","weak_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"3025bca1-2cf0-4713-aec2-c1731e8937a8","source":"youtube","source_id":"Ugynv757Q73HOKZrRhB4AaABAg","content_type":"comment","title":null,"body_preview":"MKBHD, when will you get Married, please invite me to your wedding whenever that is. My Favorite Youtube Reviewer","author":"@davidadeola_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"84fd5620-78ac-400c-a476-94c080eec9dc","source":"youtube","source_id":"UgzvyXlL63l4ge2o0sd4AaABAg","content_type":"comment","title":null,"body_preview":"I rather someone make a Foldqble phone with two tempered glass that lines up when opened and deal with the fine line seperacion screen. Rather than a plastic screen with a crease.","author":"@tommytwotone7105","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"a4528abd-3eee-47fb-ba3d-a2dc6f7ef0e9","source":"youtube","source_id":"UgzRzNpUbEa31dExiBB4AaABAg","content_type":"comment","title":null,"body_preview":"Hey, I want to upgrade my phone from s21 ultra. Am considering the latest flagships including oneplus oppo vivo n samsung. I was curious about your current phone of the year awards for 2026 and whethe","author":"@hemanshuborikar8028","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_comprehensive","template_phrases","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"f32284f4-fe97-4786-923b-2c6a4cdbf40b","source":"youtube","source_id":"UgwAOYbNojA5ZObTdjJ4AaABAg","content_type":"comment","title":null,"body_preview":"It’s so pretty😍🤤. I have an iPhone 16 pro and I’m just craving something new and Apple can’t deliver that unfortunately. It’s not intuitive anymore.","author":"@CandaceEsponosa","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"87d01908-fdd2-46e0-9e59-79e5044a333a","source":"youtube","source_id":"UgyrWy_rvTybi1UEhMh4AaABAg","content_type":"comment","title":null,"body_preview":"yeah, but it's not a human being that is defined by it's flaws and it's soul, but a tech that costs almost 2000 dollars and there is no room for flaws. it has to be the absolute shit. there is no room","author":"@vorschaukanal2460","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"c5129ced-b9b6-48f5-ace5-ad654a08b39a","source":"youtube","source_id":"UgzKwDnPx9tiiqrC2gl4AaABAg","content_type":"comment","title":null,"body_preview":"If they made this aspect ratio in a normal, non-foldable smartphone id buy it in a heartbeat!!!","author":"@sanzibarz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"92a0369e-b0a5-412b-93f3-f23bbfbad8f0","source":"youtube","source_id":"UgwjjNhG8IzC-lmAviJ4AaABAg","content_type":"comment","title":null,"body_preview":"Apple is developing a new phone with processing chips from Israel that will explode. So have fun with that 😂","author":"@KJ-ql4nm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"a56fb50b-b419-4233-a109-56e72afa9ec3","source":"youtube","source_id":"UgyS9RPtBFXW0LnHhFp4AaABAg","content_type":"comment","title":null,"body_preview":"애플이 가을에 폴드제품 내놓겠지..그런데 삼성이 2013년도에 만든 폴드디자인을 봐라 애플폴더 디자인과 99.9999..똑같다 그런데 왜 삼성이 착용감이 좋은  곡선디자인을 만들지 않았을까 왜 한마디로 삼성이 바보는 아니네 보는 시각이 착용감 보다 더 중요하다고 느낀것 같다 어쩌면 보는 시각도 착용감이 아닐까","author":"@모리스-z4v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"b62b0c5c-332c-4528-81de-f890c38576fb","source":"youtube","source_id":"Ugyi7tE071a3docxRDd4AaABAg","content_type":"comment","title":null,"body_preview":"I have fold 7 Ultra 1TB 16GB, not  getting fold 8 for minor upgrades,  I will wait until Samsung listens to people and find a way to integrate the S pen.","author":"@akhalil66","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Z6z_feacXW8"},{"id":"e25eadfc-edef-4047-b793-5f4fb857c17f","source":"youtube","source_id":"UgycRrzVe9ac3GrEKeB4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah bro a 35 year old phone with 58 battery since 1999 conpared to a brand new phone with a few months of a release","author":"@ermalsela5251","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_mzTNtRqx2k"},{"id":"61702ed3-4e91-4932-962b-5f04d8327fc5","source":"youtube","source_id":"UgwPQSgygF7bD-yvCbB4AaABAg","content_type":"comment","title":null,"body_preview":"If you drop iphone 17 from a Tower it will break and Nokia like nothing ever happened","author":"@Abduldarkrock","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_mzTNtRqx2k"},{"id":"3a52184a-955b-4d77-8e46-ed958595eff6","source":"youtube","source_id":"UgxsEWTxfgk5Dd-W6594AaABAg","content_type":"comment","title":null,"body_preview":"iPhone puede encender primero pero el Nokia se descarga 1% por año mientras iPhone lo hace por minuto","author":"@margaritarosallanossanjuan9723","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_mzTNtRqx2k"},{"id":"7e10d4be-f5ca-4ddc-8894-67714f00a31d","source":"youtube","source_id":"UgzAqg9Ox_0xLvrfamF4AaABAg","content_type":"comment","title":null,"body_preview":"🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬🤬😡😡🤬😡😡🤬😡🤬🤬😡😡🤬😡🤬🤬😡🤬🤬😡😡🤬😡😡🤬🤬😡😡🤬🤬🤬🤬🤬🤬🤬😞🤬🤬🤬🤬🤬","author":"@Brenda-i1j9m","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_mzTNtRqx2k"},{"id":"a501c3ff-cf40-40c7-86f9-c47d2102825a","source":"youtube","source_id":"UgwhjPVxrmzuF5PSKhh4AaABAg","content_type":"comment","title":null,"body_preview":"BRO NOKIA IS FROM 2008 WHAT DO YOU EXPECT \nBRO: all right guys turtle vs me who will win","author":"@ipOGcontent","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_mzTNtRqx2k"},{"id":"2ef2aed4-5493-4ff5-b6ed-db1b1a2edfd0","source":"youtube","source_id":"_mzTNtRqx2k","content_type":"post","title":"🚀🔥 NOKIA E63 VS iPHONE 17 PRO MAX SPEED TEST!! 🔥🚀","body_preview":"🚀🔥 NOKIA E63 VS iPHONE 17 PRO MAX SPEED TEST!! 🔥🚀\n\nThe ultimate classic vs modern smartphone battle is here! The iconic Nokia E65 takes on the ultra-powerful iPhone 17 Pro Max in an epic speed test sh","author":"Tech_dex","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","list_heavy_advice","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_mzTNtRqx2k"},{"id":"fc8ba576-f2c9-4e36-a20d-63599e67563e","source":"youtube","source_id":"UgzBOJN45sSHIcV22NB4AaABAg","content_type":"comment","title":null,"body_preview":"At least 1 billion people have no money like 2k usd in the entire world and you are doing this just for watchability ..","author":"@Volkan-k7b","classification":"uncertain","confidence":0.5,"indicators":["imperfect_expression","strong_opinion","lack_of_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"cfb0a3a7-cc06-4efa-a11c-4fe0e6e98971","source":"youtube","source_id":"UgyU5RiK6li0MHEpFGB4AaABAg","content_type":"comment","title":null,"body_preview":"Holy crap this phone is physically weak, the camera just falls off","author":"@isopodsprig","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"63d4e58a-f033-4d18-a664-5d37995f69d5","source":"youtube","source_id":"UgxW53Vi5lQb2kLBKDZ4AaABAg","content_type":"comment","title":null,"body_preview":"Amazing test, Jerry! This gives great insight and really helps people decide whether a product is worth buying. Your detailed testing helps so many customers make smarter, well-informed purchasing dec","author":"@raviuppar","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","absence_of_personality","human_indicator_weak"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"7da16918-d1b1-4acb-a4ae-20bb5aedf406","source":"youtube","source_id":"UgyYYF0J89sEAbmuh454AaABAg","content_type":"comment","title":null,"body_preview":"8:47 \nPlease, Do some drop tests with those Cases, we sure wanna see how effective they are!","author":"@darklucky9596","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"788ad209-093a-4ac4-b3de-12d94e134fe0","source":"youtube","source_id":"UgzNfhjPTxu6R-k2gd54AaABAg","content_type":"comment","title":null,"body_preview":"So much cringe watching you abuse these very expensive devices. I need no reminder to keep mine away from you 😂😂😂","author":"@TwistedLi401","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"545cfb61-5136-4272-8bb2-050fef5d1907","source":"youtube","source_id":"UgzsXJRbUunsm2TB-Nx4AaABAg","content_type":"comment","title":null,"body_preview":"almost 2 grand is way over the cost of getting an actual passport, lmao wym? Its like a couple hundred.","author":"@chrisprilloisebola","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"11a7efbf-5e6c-49be-8673-ef9eec3e4bbf","source":"youtube","source_id":"Ugy-I3Fri5fscXpzJQ94AaABAg","content_type":"comment","title":null,"body_preview":"Ew it looks so gross. I feel sorry for anyone who can’t afford a new iPhone 🙏🏼 imagine going out in public and using an android phone like a hobo.","author":"@Jeffery_Saulter","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 Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"7349085c-0b91-4c51-b9ac-e42057a1fca7","source":"youtube","source_id":"UgyEIbylDDIj0eWiDcN4AaABAg","content_type":"comment","title":null,"body_preview":"Hello sir , you are another level of human being. To get a like an a comment in less than 2 minutes wow😲. Fenomenal.","author":"@limitededition3875","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"289a9291-a02b-479c-9ad8-21b86e4a5323","source":"youtube","source_id":"UgySDusDvgRGgooPgcN4AaABAg","content_type":"comment","title":null,"body_preview":"Feels cheap with all that plastic on screen and camera bump tbh.","author":"@andyscoming4919","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"30363f34-51d3-4717-b9a5-eaf1630a3de6","source":"youtube","source_id":"UgwAlmc2fviZJwXaahB4AaABAg","content_type":"comment","title":null,"body_preview":"You genuinely fried me im watching you slowly moving up a z fold and pure sand on the other hand one zeptosecond after clicking the video 😂 i just know you finna decimate that phone, poor thing. 😂","author":"@MammanAnimations","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"b4b6cc60-da2e-4723-9ba5-720c5a617bf5","source":"youtube","source_id":"UgyDXycdB9m5zM1Nqrp4AaABAg","content_type":"comment","title":null,"body_preview":"Can i still get that phone after your done with it?","author":"@mariaze1157","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"6884976b-2aa1-4760-84c9-1139f5ba89eb","source":"youtube","source_id":"Ugytjlq94p9GIJht1pt4AaABAg","content_type":"comment","title":null,"body_preview":"6:27 if Samsung got anything right its definitely the power button fingerprint, its literally perfect","author":"@AbdelftahZowail","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"fd7fa1e2-201a-486d-8eca-bfc698476e3d","source":"youtube","source_id":"UgyeywvGMd3apJe1IMR4AaABAg","content_type":"comment","title":null,"body_preview":"Omg how i miss the finger print being like this! Through the screen is trash","author":"@TheAnonSamurai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"f741a5c5-78b1-4751-8c5a-a55c532f0c3c","source":"youtube","source_id":"UgyVPT2vB61BxPuTxEl4AaABAg","content_type":"comment","title":null,"body_preview":"For me, a scratch at a level 2 main screen means i wont be purchasing the phone. Once they figure out more durable solutions id be more keen to buy a folding phone","author":"@Guroji","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 Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZOYCMkic0E"},{"id":"93ccd9be-34c2-4b77-9ec1-de2dbc038fb8","source":"youtube","source_id":"HZOYCMkic0E","content_type":"post","title":"Galaxy Z Fold 8 DURABILITY TEST - is the new 'Titanium Screen' real?","body_preview":"Its time to durability test the Galaxy Z Fold8 - the new 'wide' folding phone from Samsung. 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So how does the coat hanger hang off the circular ring?","author":"@diabeldoo4027","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YjuAkra83lY"},{"id":"76b567ce-a07f-41cc-9173-2a0dc84f7f86","source":"youtube","source_id":"Ugz9xTb1u1RJywNPEyl4AaABAg","content_type":"comment","title":null,"body_preview":"I thought it was some kind of device, I don't know the name, that's like a lamp where you put your phone and record trends, dances, and other things.","author":"@Juty_Glitt","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:17 GMT+0000 (Coordinated Universal 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Doesn't do any cool other cool tricks like in the video","author":"@tonix9859","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PVJKLhw0N54"},{"id":"0d3e8436-db12-4b5b-8a14-5161acbc36fa","source":"youtube","source_id":"PVJKLhw0N54","content_type":"post","title":"Secret PlayStation Button?! 😱🎮 #shorts #lifehacks #diy #experiment #playstation #gaming","body_preview":"Did you know about this secret hidden button on the PlayStation controller? 🤯 Watch what happens when you press it! Have you ever tried this PS4 controller easter egg? 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The middle ones? Or the inner the first and last? Like uk, as a repair tech, what's the most common damaged platter? Because then companies should make it","author":"@ayaansingal","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","self_deprecation"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"eee89e23-90f9-4ce8-892c-2d9f64296b38","source":"youtube","source_id":"UgyIheFXrmg7msDy66h4AaABAg","content_type":"comment","title":null,"body_preview":"Isn’t it better to use an m drive for these long last photos?","author":"@Dannyfye16352","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"52b7ee1f-16a6-43a1-afc1-98dec993edaf","source":"youtube","source_id":"UgyHi4oA7HsNPZ9LhpF4AaABAg","content_type":"comment","title":null,"body_preview":"هذا يعني انك اتطررت لتجاهل الوجه العلوي المخدوش مسبقا ؟؟","author":"@ZEKOHP","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"87acf8e2-59d3-438c-a195-85b2f3460534","source":"youtube","source_id":"UgzFQNscI59nW4zScJ54AaABAg","content_type":"comment","title":null,"body_preview":"Interesting how the old shop didint manage to fix it and got dust inside","author":"@brotabrr","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"c0b843b0-d05c-4d5c-9d98-c998d0b96777","source":"youtube","source_id":"UgyCp8_SAfWBzg4jOTZ4AaABAg","content_type":"comment","title":null,"body_preview":"At this point, this is virtually magic. It's really really impressive.","author":"@tecnopolitolog","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"59b929b4-962b-4933-8b26-771fa2a0ae91","source":"youtube","source_id":"UgwbOuohd2BApIkQAcJ4AaABAg","content_type":"comment","title":null,"body_preview":"There was no black square. There was a black rectangle. Does this guy know this shapes?","author":"@jamesdean8427","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"bcde785b-bbfe-4b6d-bb32-6d44a6960d50","source":"youtube","source_id":"Ugx7QSqU8jFYuXExwTV4AaABAg","content_type":"comment","title":null,"body_preview":"How is recovery possible with a head missing? Is some of the data duplicated? Also, does it not matter if the platters are not alligned?","author":"@JustAnotherGuyOutThere","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"5ba40b4f-cff4-43f2-b9e9-36642ebe95c1","source":"youtube","source_id":"UgzlU4BwQP12AzKvL7h4AaABAg","content_type":"comment","title":null,"body_preview":"I was actually thinking through all of this “omg I have to be way more careful when destroying my drives!!!”","author":"@TheSnero3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"0a043a85-c453-428e-b815-36d3c5dc5b6d","source":"youtube","source_id":"Ugx9mnzskEbT1wK-d_x4AaABAg","content_type":"comment","title":null,"body_preview":"How can I become someone like you?\nUniversity? College?\nExperience?","author":"@naimashamoushaki7166","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","terse_replies","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"90ac3448-b060-4db1-8b9b-efed40804235","source":"youtube","source_id":"UgwQQnRpSh3mMdWT6Nd4AaABAg","content_type":"comment","title":null,"body_preview":"I guess I have been following you for years for a reason I now have a drive I need recovered 😭😭😭. It’s a drive that I have had for going on 18yrs now. It worked perfectly up until I got my new one and","author":"@TriggaTreDay","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"6a3dfe21-6370-4f2d-979d-7e8b247f9c13","source":"youtube","source_id":"UgxCGmvyHMvMsyfygqZ4AaABAg","content_type":"comment","title":null,"body_preview":"W- WD GREEN??!? WHY IS GASTER IN MY SHORTS. GET OUT OF MY HEAD","author":"@Mysty-r18","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","niche_reference","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"17db246e-25a3-45a3-82a9-9f8cc61636d3","source":"youtube","source_id":"UgzoSJmOO8FhYEorCqR4AaABAg","content_type":"comment","title":null,"body_preview":"Speechless. I can't fathom how relieved he must be. Absolurely top-tier job!","author":"@Kitteh.B","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"09696680-56de-4b63-9015-066a4a4ed16f","source":"youtube","source_id":"UgwDq9GlRp853es8QnF4AaABAg","content_type":"comment","title":null,"body_preview":"Mannn I wish you were in my country. Great job 👍👍👍","author":"@cmax4358","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"01d0c45d-aacd-4730-b859-a41c9713c25f","source":"youtube","source_id":"UgzMJgTYGPM0eQpdoG54AaABAg","content_type":"comment","title":null,"body_preview":"Youre an amazing technician, far ahead of any kind I've ever seen.. If in case I do lose any precious information, I will immediately be contacting you, thank you for everything you do, seriously 💜🖤💜","author":"@Aiden819","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"fcb816e9-6ad3-4759-9634-32f61a7ccf35","source":"youtube","source_id":"Ugzls98DYGTuCZjgIZN4AaABAg","content_type":"comment","title":null,"body_preview":"Wasn't it necessary to keep the platters perfectly aligned with each other for the heads to be able to read the data? I recall other techs mentioning that platter swaps are incredibly difficult since ","author":"@ashleylycan9335","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_curiosity","niche_expertise_inquiry"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"8a6e1687-c971-4f22-8127-6cfdf1df106f","source":"youtube","source_id":"Ugzb4980zOOodnTu2R54AaABAg","content_type":"comment","title":null,"body_preview":"We're launching the BenchKey beta in a few weeks. If you run a tech shop and want to try our web app for free, sign up for the waitlist at benchkey.com!","author":"@MDrepairsLLC","classification":"human_created","confidence":0.85,"indicators":["direct_call_to_action","specific_product_launch","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"bc2d2e77-2bf4-43fa-af6c-7abb1daa88a5","source":"youtube","source_id":"wx2-R7-3yLo","content_type":"post","title":"Scratched Platter Data Recovery... #tech","body_preview":"If you need data recovery services, use the link below\n\nhttps://mdrepairs.com/mail-in-data-recovery/","author":"MDrepairs","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.4285714285714285,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wx2-R7-3yLo"},{"id":"e3e5be5b-2088-4093-a4b0-39ef7560c415","source":"youtube","source_id":"UgwY01SanQooKVzCeAJ4AaABAg","content_type":"comment","title":null,"body_preview":"No matter what you have going for you, there will always be someone there to ruin it for you.","author":"@caelenscathelocke7230","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"bb913559-11fb-4e98-8808-6dc8ba2a5cbe","source":"youtube","source_id":"UgxiRLzaPmittXLCYvZ4AaABAg","content_type":"comment","title":null,"body_preview":"⬅️ born 1986: Happy to have electricity after the Chernobyl disaster.💡💡💡","author":"@YvonneM3786","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"7f8c726b-8abf-4981-b982-1354da889649","source":"youtube","source_id":"UgxqtSrZj6OLrNAG2Yx4AaABAg","content_type":"comment","title":null,"body_preview":"As a millennial I like working in the dark as well.","author":"@Absolutelyflabulous","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"f2b36bf0-e896-4568-9887-833c457b2907","source":"youtube","source_id":"Ugz2Cfj-T-GuHq5komJ4AaABAg","content_type":"comment","title":null,"body_preview":"We grew up with, \"turn the light on or youll hurt your eyes.\" 😅","author":"@babe_alamos_4ever","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"2a689f26-17e2-46be-b595-bf9667dd96e6","source":"youtube","source_id":"UgyiywroMYDM_udqOGd4AaABAg","content_type":"comment","title":null,"body_preview":"No millennial has ever willingly turned on the big light, y’all just really want us to be Gen X","author":"@caittails","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"0c1f3db5-759f-4e22-8b3b-6e84f9892832","source":"youtube","source_id":"UgyFhQpMbkeul1ie5vx4AaABAg","content_type":"comment","title":null,"body_preview":"Ah, yes. The generation who think staring at screens in low lighting won't be an issue, as by the time their eyes are buggered we will just have ripperdocs in every city","author":"@blackcountrysmoggie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"8990ac62-19ef-4def-bc29-5aec3462f298","source":"youtube","source_id":"UgxBlWBCf3IX8EVam7h4AaABAg","content_type":"comment","title":null,"body_preview":"Lies. I love low lights. I'm almost 40. Florescent lights give a headache","author":"@tonij6536","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"c33638a1-7071-4db5-9666-158316e06be2","source":"youtube","source_id":"Ugx6xi4Z_sRHzDJZ_o94AaABAg","content_type":"comment","title":null,"body_preview":"I’m the millennial and I hate lights. Dark all day for me.","author":"@hb23456k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"137f9b51-b77b-4114-a2da-ccaaf8bfed80","source":"youtube","source_id":"UgzejpRR6VORqeNCSth4AaABAg","content_type":"comment","title":null,"body_preview":"GenX here. I hate bright lights when I am working.","author":"@sfentona3018","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","terse_reply","strong_opinion","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"e5845f0d-46a6-4760-ac48-1641d9695b40","source":"youtube","source_id":"UgwVfo0psXoiINu8qFp4AaABAg","content_type":"comment","title":null,"body_preview":"Overhead lighting is the worst, but you can't be in the dark with a bright screen. Both strain my eyes 😭","author":"@Innasa-Stari","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"faaf0224-5b15-4967-9d3a-83606dd00e8d","source":"youtube","source_id":"UgwRSZxbXi7-gsSnUjt4AaABAg","content_type":"comment","title":null,"body_preview":"It is fake, because they should you dark themes in every PC program, but here we see light themes","author":"@fgrkrjaut","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"eadb1abd-28be-4739-840c-b73e46164bcb","source":"youtube","source_id":"Ugy71x2m5T502XvjU_N4AaABAg","content_type":"comment","title":null,"body_preview":"This is exactly how idiot bikers look at someone who follows traffic rules","author":"@Factrillion","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"9a4a0a0d-3989-48c0-aa52-4b8641d4e4d3","source":"youtube","source_id":"UgzcarVSHSGDCTQvYZx4AaABAg","content_type":"comment","title":null,"body_preview":"You got a room full of virgins then the dad came back from a night of drinking","author":"@XellosMetallium","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"08d395e9-e240-4de3-a750-a0a03f97a83e","source":"youtube","source_id":"UgwnR3KDCM2C6JGQ_6p4AaABAg","content_type":"comment","title":null,"body_preview":"Oh, you think darkness is your ally. But you merely adopted the dark.\nI was born in it.","author":"@ericbourque6389","classification":"human_created","confidence":0.7,"indicators":["cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=TBQCsmg5TiA"},{"id":"9aedc640-4a67-42bd-9aad-88400aecfd9a","source":"youtube","source_id":"Ugw4nSWKWHK2wg32LbN4AaABAg","content_type":"comment","title":null,"body_preview":"Im glad my ddr4 r7 4750u lap with 16gb ram is still better than a shitty n100 lap with 8gb ddr5 ram plus also my lap has a 512 gig ssd for just 230 bucks. Its used but still better than nothing","author":"@The1099-z1e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"eef7c225-f756-46f7-ab46-8c7afb6258cf","source":"youtube","source_id":"Ugxfgj_RkaRvme-XqpJ4AaABAg","content_type":"comment","title":null,"body_preview":"well I bought a gaming gigabyte laptop for 5K (PLN not USD) and it has an rtx 5060 a Ryzen 7 smth cause I forgot😅 and 32 gigs of ram with 1tb of SSD","author":"@michaswiatkowski7659","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"15614440-81a8-4d3c-a4e6-b9a6b7c6574d","source":"youtube","source_id":"Ugy8_Z7Iqr1a7WzmWpV4AaABAg","content_type":"comment","title":null,"body_preview":"For me it's 8350U+8gb+512gbSSD thinkpad under 150-200usd. \n\nalternatively. the RTX 4060 8gb laptop for ps4gen games and all the pc stuff from past.","author":"@CM-z1d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"e096a5aa-8489-4a7a-ab74-ef1fb9b35a34","source":"youtube","source_id":"UgzBmbHL_W97BLks8yx4AaABAg","content_type":"comment","title":null,"body_preview":"Personally, if he wants to spend under $500, then i would get a used business-class laptop like a  DELL LATITUDE. If not i would get a Macbook  Neo","author":"@ssa00109","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"4a11e596-a74f-4330-801b-06218b522c8f","source":"youtube","source_id":"UgwoFGt8Y4D4PULGrTR4AaABAg","content_type":"comment","title":null,"body_preview":"Look for a old intel MacBook Pro im telling you they are so much better than windows laptops and you can still install windows on them","author":"@omara7006","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal 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dollars","author":"@vitodemelas6681","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"f7c682b0-3720-438e-929c-974fbc177033","source":"youtube","source_id":"UgxbcSxwbSeJL0XhIll4AaABAg","content_type":"comment","title":null,"body_preview":"So is this good?\nASUS Vivobook 16 16-inch Laptop – Intel Core i7-1355U Processor – 512GB Drive – 16GB Memory – Intel UHD Graphics – Indie Black Color\n995.72$","author":"@HagayMi102gg","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal 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😢","author":"@sephinarose420","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"cb35b4f5-a042-4a25-97cc-f8d4bbb59b55","source":"youtube","source_id":"Ugzxlc_PUj92dXDOZmx4AaABAg","content_type":"comment","title":null,"body_preview":"I just bought a Chromebook for work that I love for $170 after tax","author":"@notJamesWoods","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"8a814be9-bb38-4b74-876b-ec4ef9be8c84","source":"youtube","source_id":"UgwEZ9UTBZG3EoNP_U94AaABAg","content_type":"comment","title":null,"body_preview":"I bought a laptop for 650 dollars 512 GB with Intel 5, 16 RAM wdy think and my bro bought the same laptop just Intel 7 price 850??","author":"@LuffyMonkey-z9k","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"b7a31c56-a5b2-448b-b5b8-feb4c89cdebe","source":"youtube","source_id":"Ugw_SmViOBFP8DHvtpt4AaABAg","content_type":"comment","title":null,"body_preview":"Wow it feels like we are living in a 3rd world country","author":"@halcyonx1713","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"5faabf2d-130f-4991-9349-7e6d38461ef2","source":"youtube","source_id":"Ugx_gZAucBL80No19St4AaABAg","content_type":"comment","title":null,"body_preview":"You should contact the greatest technician that's ever lived he might have some by the pound","author":"@strikeshock_737","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"42ab7e4a-2b0e-4447-8656-0525c26c1c22","source":"youtube","source_id":"UgzdUvjr30mlPh4YhI54AaABAg","content_type":"comment","title":null,"body_preview":"I payed 450bucks for my laptop that has a ryzen 5 7535hs, rtx 2050, 500gb ssd and 16gb ram","author":"@Rex_sharp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"493793a6-47f3-4b08-9cbe-8a61af39ec47","source":"youtube","source_id":"Ugy5ClN5fQ1mFHH863l4AaABAg","content_type":"comment","title":null,"body_preview":"Hey ZachsTechTurf\nI've got a PC should I upgrade my specs or not? I've had it for over 3 years\nGalaxy RTX 4070 ti\nI7-12700kf\nConsair 64gb DDR5 6000hmz\nAsus Prime Z-690-P\n2TB Samsung 990 pro NVMe\nCorsa","author":"@2jhackyFN","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"298a5cc2-2112-46a0-b8c4-a01cbabe96e3","source":"youtube","source_id":"Ugxdv14uDl6DaIsofZ54AaABAg","content_type":"comment","title":null,"body_preview":"I can attest to this. I came from a 3 year old shitbox of a 600 dollar cad laptop and moved to a Lenovo legion pro 5. Laptop markets are SCAMMY","author":"@BURN_THE_WATER","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"4aba0a19-d5f4-4303-9ea3-509d1b74921f","source":"youtube","source_id":"UgzpVuO4f4PAavjamuh4AaABAg","content_type":"comment","title":null,"body_preview":"I got a $600 laptop with an i5 13420U and an RTX 4050 6gb","author":"@Watering_Can252","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"4ab33a62-b6fe-4693-83c9-cb9d9bcdab47","source":"youtube","source_id":"UgxUpE4GGDq7HfSRNWJ4AaABAg","content_type":"comment","title":null,"body_preview":"Budget laptops have to make compromises somewhere. Personally I would not settle for the CPU and RAM configs that I’m seeing.","author":"@ZachsTechTurf","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","platform_fluency","strong_opinion"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3p1UMgicd4U"},{"id":"69d723cc-00b0-4674-832b-0b36b4a003d3","source":"youtube","source_id":"Ugx2dH5XBf190GpYX8p4AaABAg","content_type":"comment","title":null,"body_preview":"My middle mouse button works fine for navigating around the object. I don't see the need.","author":"@combomeal1479","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"13572424-fd68-4343-b7f0-b291c99b72ee","source":"youtube","source_id":"UgybqWKQUr6-Z415h414AaABAg","content_type":"comment","title":null,"body_preview":"When technology from the 80s and 90s make a come back 😂","author":"@kabir93sardar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"e84df046-2206-4cbc-9135-ee775639aed2","source":"youtube","source_id":"UgyKQrj4Z2CzOTCHvh14AaABAg","content_type":"comment","title":null,"body_preview":"Why are they acting like it's new? It's been around for decades. I remember my dad using one like that in the 90s","author":"@Syclodelict","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"26f893aa-a019-41b6-bfe2-ba914fa61365","source":"youtube","source_id":"UgytM1Oj6PI0zDO_cGh4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like there's a lot of people paying for it and waiting forever.","author":"@Burnnskii_Gaming","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"b826e27f-e564-4570-af5f-b688fcb842b5","source":"youtube","source_id":"UgxMUruqj5BQF3irMSR4AaABAg","content_type":"comment","title":null,"body_preview":"Love the duality of this comment section\n\n\"Dude this is just old technology\"\nvs\n\"Dude this is exactly the new technology I need\"","author":"@Y0UTUBE_ALG0RlTHM","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"49ea7c1e-325d-4d59-9bc6-9fdc74296eb7","source":"youtube","source_id":"Ugx67T11ERlrFrf1QoF4AaABAg","content_type":"comment","title":null,"body_preview":"Mouse sensors should already be able to track rotation off 1 sensor. I never understood why we never do that","author":"@user-pw5do6tu7i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"3a22e24e-664a-49f3-b533-eb7f3948faf4","source":"youtube","source_id":"Ugxcf8nX1lBBnU28RxV4AaABAg","content_type":"comment","title":null,"body_preview":"Last time i saw a trackball was the radar room at the airport","author":"@niaciniv177","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"0637f743-fc9c-4736-8288-2eba06ac8f70","source":"youtube","source_id":"UgxIn7sVltIj-r3uzr94AaABAg","content_type":"comment","title":null,"body_preview":"I’ve been using that same Kensington trackball exclusively for five years now—mice are for average users :D. Combined with a high-quality split keyboard, it eliminated my hand and back pain. The only ","author":"@NS-zm6fw","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"ca9fd60a-85cc-404d-945c-67216e301168","source":"youtube","source_id":"UgxeVmLqH9m_P52nb9l4AaABAg","content_type":"comment","title":null,"body_preview":"Peoples problems with space mouse is just skill issue","author":"@pan_cake305","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"81706233-6811-4c30-aea7-5975569ec423","source":"youtube","source_id":"UgyxcLWMFZ74Xo0Pa-14AaABAg","content_type":"comment","title":null,"body_preview":"I used to use a 3Dconnexion for a time, but only with CAD software that didn't have an intuitive UI, such as Solid Edge","author":"@PinkyFingerPedalStrike","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"5c75327d-4917-43f5-a428-968fdd5fcd9e","source":"youtube","source_id":"UgycES5CYwnPSV7ZTKN4AaABAg","content_type":"comment","title":null,"body_preview":"But aren’t they a bit late due to all this AI which will replace CAD design?","author":"@DenRoedeMogM","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"838c2f94-1f51-42fb-912c-95ff56949f03","source":"youtube","source_id":"Ugw7SQg_1TNXgBxckMh4AaABAg","content_type":"comment","title":null,"body_preview":"My aunt had one of these 20 years ago and it was horrid to use","author":"@Vibriosis","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"559873a2-52fd-4c15-aa0e-6ac7a2a88923","source":"youtube","source_id":"UgxPyEkipy1kVU-WXTB4AaABAg","content_type":"comment","title":null,"body_preview":"my dad always used this type of mouse while working when i was little","author":"@le8pold","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"def564c4-822d-4eef-8db2-17d82dc0f2a2","source":"youtube","source_id":"Ugw_t8b3PiBO4IyuHEd4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe they should both be tested by the same hand....","author":"@TheHolesmasher","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"733670e4-5ccf-4a83-bd0e-10c8e26547af","source":"youtube","source_id":"UgysAclz5Hhw5QD1dK14AaABAg","content_type":"comment","title":null,"body_preview":"Yeah I do CAD for a living and no this would be fucking terrible for it. Lmfao first guy is stupid.","author":"@ThyZeroX","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"3d6f41b2-d459-44bd-af81-baa9e853be89","source":"youtube","source_id":"wZcOpO5uRMw","content_type":"post","title":"Brought Rotatrix to Open Sauce last week and the reactions were crazy","body_preview":"Rotatrix is a new type of 3D controller for CAD and design that gives you direct 1:1 rotation of the model on screen, along with smooth pan, zoom and mouse cursor control. Preorders open now at rotatr","author":"David Liu Creates","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wZcOpO5uRMw"},{"id":"55b839bd-20be-4720-ac7f-76dfb807281f","source":"youtube","source_id":"UgxYLViwFMs0J6MVxVl4AaABAg","content_type":"comment","title":null,"body_preview":"Just get a refurbished monitor off of reebelo or sm ✌🏻","author":"@3van4ft0n_83","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","specific_recommendation"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"092b2467-f878-418a-81ff-35286d7d9673","source":"youtube","source_id":"Ugy9cWegkvX76VZIDdd4AaABAg","content_type":"comment","title":null,"body_preview":"I think it's \"felling\" not \"filling\"\nP.S. i know it's for the meme","author":"@bennyboos3251","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"a0dd8680-3305-4600-a041-84632b33810f","source":"youtube","source_id":"UgwsxCtxO55eQJx08mh4AaABAg","content_type":"comment","title":null,"body_preview":"Had the same prob with the displayport, bought it and it didn't even work. Gave up on it, took a long time for me to test it so it's too late to refund it.","author":"@messnerconcepcion634","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"01a1173f-80fe-41dd-9f21-b5ba05665b49","source":"youtube","source_id":"Ugy8L9q3KrhYnA8AGeJ4AaABAg","content_type":"comment","title":null,"body_preview":"Gamestop had the nerve to send a ps4 with a literally chunk missing out the side. \n\nAs if you just happen to miss that.","author":"@Ian-h5t","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"25925caa-687c-436e-a237-85833bc09b01","source":"youtube","source_id":"UgyfLfcPlbVotaiNULd4AaABAg","content_type":"comment","title":null,"body_preview":"Um I'm not falling for that on that monitor is just a peace of paper and tape","author":"@josephard9739","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"ecbb9657-76a2-4cb6-8477-fbdf2f468553","source":"youtube","source_id":"UgxMD0dX3YPw_PtWEaN4AaABAg","content_type":"comment","title":null,"body_preview":"I just bought a refurbished 8,000BTU window air conditioner from Walmart for ~200 bucks to replace the shitty 7-year-old 5,000 I was using. So far, it's incredible.","author":"@ragingdragoneight1285","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"ca28ee1f-c7e0-4879-bd63-b7fe3aee8a0f","source":"youtube","source_id":"UgxHsKBwGJNlH_rlcEl4AaABAg","content_type":"comment","title":null,"body_preview":"Had a similar issue with my monitor. Turns out the display port on the MONITOR was faulty.\n\nI got around it by just buying a high speed HDMI cable to use instead.","author":"@bigniel9409","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"590886a1-56ec-4a4c-b823-af31fa1b0355","source":"youtube","source_id":"Ugw7P6HgZrTIA376stN4AaABAg","content_type":"comment","title":null,"body_preview":"Hey Team Meta PCs! Teen from India here. Custom shipping isn't an option, but I need your builder expertise for a ₹60K (~$715) budget build.Targeting AM5 with an AMD Ryzen 5 8400F + Gigabyte A620M H +","author":"@vsxel","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"52344efb-b249-4721-8fcb-c3ec87cefb8e","source":"youtube","source_id":"Ugy_6DGm7RVaMZAMH8d4AaABAg","content_type":"comment","title":null,"body_preview":"Day one of: Hey Man! Im so excited to build my first pc. Can you tell me if my specs are solid? ( i havent built it yet )\n\nCPU:\nRyzen 5 7600X3D\n\nGPU:\n9060 XT Triple fan\n\nRAM:\n32GB of non-rgb\n\nStorage:","author":"@grenguyksp","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"e38fe4bb-141c-439e-bffb-cd7566cb3ef2","source":"youtube","source_id":"Ugzwb6QyROEWWpoUPMN4AaABAg","content_type":"comment","title":null,"body_preview":"Sometimes the returned items are from their parents or because people just order to see if it works.\nI had a friend who ordered OLED 1440p online, just to test if he can run it smoothly. Two days late","author":"@Defi4nc3s1","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"bb4ffcb3-283f-4bd9-8817-7f34ddc98f99","source":"youtube","source_id":"UgwZegjEUSjX2mH4VCh4AaABAg","content_type":"comment","title":null,"body_preview":"Asking for a pc on alot of videos, please push this comment to the top","author":"@kaiden-mu1ux","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"6ce0b92e-29fa-4d09-b04f-6eb92b1f7f1e","source":"youtube","source_id":"UgwL-fRyHxsYZNuS-md4AaABAg","content_type":"comment","title":null,"body_preview":"My brother got a razer deathadder v3 for $30 what are u talking about","author":"@Candy_Tasty","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"1632330b-8996-4b4d-9ddd-023baef3f488","source":"youtube","source_id":"UgzaIdyNxMxCMmHFLRt4AaABAg","content_type":"comment","title":null,"body_preview":"or the monitor was defaulted on hdmi. Change the setting to have the output as display port","author":"@TheQuancy","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Cz2dCa1t55Y"},{"id":"7da07bd0-6ea3-4bb3-9297-bc97e5c6efaf","source":"youtube","source_id":"UgxUs-H4d9fjbpCg_8V4AaABAg","content_type":"comment","title":null,"body_preview":"Walking for sure, i will live in a cave, that's not a building","author":"@Ondra-e9g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"7db8e959-d564-4745-b233-781949d94bf2","source":"youtube","source_id":"UgzTXl58CdBY2DJfyDR4AaABAg","content_type":"comment","title":null,"body_preview":"seems kinda unfair for the guy gaming... is a no brainer situations","author":"@XzuKyu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"3a142ee7-83ae-4e30-8581-f57d0fbfb857","source":"youtube","source_id":"UgyUothieZ6Ozdp_7dN4AaABAg","content_type":"comment","title":null,"body_preview":"Gaming pot I can get it up there be a bathroom and still play it","author":"@ethanshell5390","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"bda4bd36-d6b0-4d26-a57e-61163e95b74d","source":"youtube","source_id":"Ugw1n1SQteo5dUrhvRZ4AaABAg","content_type":"comment","title":null,"body_preview":"Bro I can sleep on floor and shi and pis in any corner 😂 \nEasy money ever","author":"@IIIIIIA.MIIIIII","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"d022aed6-6be7-4ed8-83f3-83bca3bc813c","source":"youtube","source_id":"UgwHjq1ILwxzUwf3o3F4AaABAg","content_type":"comment","title":null,"body_preview":"I'll choose walk freely in a city cuz I'm a boy I'll pee to a tree and sleep in the street.✌️","author":"@lasithawimalasena9101","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"eae5939a-8bea-4ba1-adab-b310ff623c5a","source":"youtube","source_id":"Ugy7E0DUFVsHeO-mAvx4AaABAg","content_type":"comment","title":null,"body_preview":"Gaming pod if i need to piss i just need some bottle showering? Nah i dont need","author":"@AliandriDeval","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"ee1f4e6f-154a-4864-b11e-c042213e6833","source":"youtube","source_id":"UgyBRVEeYuweRGrl7o14AaABAg","content_type":"comment","title":null,"body_preview":"Pack the bag take the tent and dissappear into mountains for three months","author":"@iamanuragmondal","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"905e42ea-57ad-45ab-ad93-5597063e066c","source":"youtube","source_id":"Ugwp_m2q1zNO1VeEc5J4AaABAg","content_type":"comment","title":null,"body_preview":"I'll walk freely becuz I need to use the washroom so gaming pod is impossible","author":"@DHRUVRAJSINGh-b7y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"498a81ce-e782-4cd4-9af9-5f99be01eb6c","source":"youtube","source_id":"UgxImCsdWj4YezkitZN4AaABAg","content_type":"comment","title":null,"body_preview":"Hey guys he said u have to live in gaming pod not u have to do gaming in the gaming pod and as it is so comfortable and like u can lit sleep so like why not yea ik walking will make some people earn w","author":"@TheBloxGuides","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"756df791-13f2-4398-bed2-7148a0ef41c0","source":"youtube","source_id":"Ugz-E6o5KyeupZA6VF54AaABAg","content_type":"comment","title":null,"body_preview":"Simple we can talk steel. Sheets tomake a home and for every step we can buy gaming pc so everything we can get","author":"@QuantumUnqiue","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"f58cb5e0-6e5a-40b5-9747-dfd58ce7aa22","source":"youtube","source_id":"UgxyIOxs0nQJt1pBMjV4AaABAg","content_type":"comment","title":null,"body_preview":"There's only one specific rule, no enter building right? Then just walk like 1000-2000 steps then buy a car and there you have a nice home for next 3 month","author":"@the_elements-4","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"161cfd18-2937-45a9-9015-825708fdf96b","source":"youtube","source_id":"UgxtsOO0irurfoIdNsN4AaABAg","content_type":"comment","title":null,"body_preview":"ok just ...\n\nima gamer but the idea of you cant go anywhere thats horrible i can't go to toilet to move my legs breath anything bro 100% walking cuz I like walking and imma walking like 12mile everyda","author":"@shadow_mutant","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 Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"b085064f-6a8f-4299-b333-9ec240d82d3f","source":"youtube","source_id":"UgwdQs6uTwTiykLdTBZ4AaABAg","content_type":"comment","title":null,"body_preview":"Once a legend said \"would u rather ..\" and rest is history (only Indians know)","author":"@Atharvgod-s9g","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"d8e41e4b-8bde-4ecd-a47a-53af50a234ba","source":"youtube","source_id":"Ugw0aDEf2LPgC3Ahh6h4AaABAg","content_type":"comment","title":null,"body_preview":"Grandpa dancing for 24 hours straight with music oteskotelo","author":"@hrizt146","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"b18c16c2-20b5-49e0-aacc-d121ff8cbcc0","source":"youtube","source_id":"Ugzz3_-QSA3b_PI-yq54AaABAg","content_type":"comment","title":null,"body_preview":"Can I have some prep time before doing the challenge","author":"@ademmechergui3385","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"d4fb4b11-f1f0-4408-a001-e3e0bb00738c","source":"youtube","source_id":"Ugzh8yUQNzCl1TCwLLV4AaABAg","content_type":"comment","title":null,"body_preview":"i’d just go inside a car if i can’t go inside a building 😂😂😂","author":"@sab69420","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"0b3b2bce-9d7e-4852-a8ab-930331921d9f","source":"youtube","source_id":"D-NfEr50If4","content_type":"post","title":"Choose $10 Per Step or $100 Per Hour Gaming? 🤔","body_preview":"Choose $10 Per Step or $100 Per Hour Gaming? 🤔 #shorts","author":"NYKentertain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=D-NfEr50If4"},{"id":"9ee7af5c-489b-4038-b6a4-f50c8b24ee16","source":"youtube","source_id":"Ugy8q7KLhox1WlfTSt54AaABAg","content_type":"comment","title":null,"body_preview":"Windows 2000, XP, And Vista were all my first.. my babies.","author":"@majesticttt8955","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"b19f8d4e-1106-4bd7-936f-782e822e2028","source":"youtube","source_id":"UgyfdZcvLE9DW1yEDpF4AaABAg","content_type":"comment","title":null,"body_preview":"Windows Storage Spaces was first added in the general release of Windows 8, just saying. A fantastic feature ever since.","author":"@erlendursmari","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"cb912326-bc62-412b-b61c-481070113ac7","source":"youtube","source_id":"UgxmROGnIvHL_YrursN4AaABAg","content_type":"comment","title":null,"body_preview":"I have been a beta tester for Microsoft since Windows XP was in early beta. 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Been using mac for the past two months and I'm not looking back","author":"@Tzotzo52","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_experience","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"1547207e-7b6a-422b-8173-aac063d92bc7","source":"youtube","source_id":"UgwpVCgI0cAPkuMkG9h4AaABAg","content_type":"comment","title":null,"body_preview":"Windows 2000 was the best in the day. Did it's thing and stayed out of the way. Has been downhill since","author":"@richardcrossley5581","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"5f76b76e-0a9f-4962-b8ed-4b5db998bca4","source":"youtube","source_id":"Ugx0BpxPYce77SrB1kB4AaABAg","content_type":"comment","title":null,"body_preview":"Windows 8 is overhated. It was the fastest Windows I've ever used. It had a extremly good performance, even better than 8.1.","author":"@dolphde","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 Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"6598d94d-c151-4489-b46c-68daa3fcce9f","source":"youtube","source_id":"UgxmlCRKxeZDDDDzERF4AaABAg","content_type":"comment","title":null,"body_preview":"About Vista, as long you ran 3 programs of diferrent use like browser, music and anything else, goodbye, not even restart would work, only forced turn off or restart button, if you had one. Quite horr","author":"@Kossa_Chato","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"c2e367a6-7813-4849-a1bb-c3ccdfacdb56","source":"youtube","source_id":"Ugzo5ut1soAnyt8U4K54AaABAg","content_type":"comment","title":null,"body_preview":"I am pretty sure the guy who tests the milk at my dad's farm still uses an ancient Windows XP laptop to store the information.","author":"@Ihrgoth","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"564bc22f-83f5-4625-9a67-2d195eec3643","source":"youtube","source_id":"UgwZnYII9yxxicYJDcJ4AaABAg","content_type":"comment","title":null,"body_preview":"thumbs up for playing the original startup audio sounds.","author":"@arimcbrown","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"71b05e36-7a17-4fac-ab56-8bb2ffc74da5","source":"youtube","source_id":"UgyKmilFKppVLHupXs14AaABAg","content_type":"comment","title":null,"body_preview":"Why did the sound of Win XP firing up get me choked up a little?","author":"@jeffmorse645","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"28224f68-2585-4fd6-9a69-6cbc3166ac3f","source":"youtube","source_id":"UgzLVorD9Yn5LTFAVJp4AaABAg","content_type":"comment","title":null,"body_preview":"I didn't encounter any of the popups for the Win 10 upgrade, because I upgraded early. Same as with Win 8, I took the first chance to upgrade, doing a full backup before in case I wanted to go back. A","author":"@NanakiPL","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"fec686b5-a1c6-4c5f-9e72-fa4e77402427","source":"youtube","source_id":"UgzhAOuARifkXauzBvN4AaABAg","content_type":"comment","title":null,"body_preview":"The Windows 7 kernel was literally built from the ground up. I kinda followed the development process at the time. It was the GOAT Windows version of them all.","author":"@arimcbrown","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"a18fa51e-71c9-4b88-8e20-6d5f21122dd9","source":"youtube","source_id":"UgzVheHsApfoljGRoa14AaABAg","content_type":"comment","title":null,"body_preview":"How Vista gets higher than 10 is mystifying for me. Vista was so broken, it forced me to switch to a mac, just to get away from the daily bluescreens.","author":"@shayneoneill1506","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"82357c97-6917-4139-a727-e27f9bc98978","source":"youtube","source_id":"UgzKXAYFC9L-6rlJ2VF4AaABAg","content_type":"comment","title":null,"body_preview":"Vista had the sexiest Frutiger Aero theme ever created. It was way more comfy than the modern Windows 7, even if W7 was much more refined","author":"@CheeseDoodle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"34c1469d-293a-4459-910c-86414041674f","source":"youtube","source_id":"Ugw9xBK55Pm2AhYzNWd4AaABAg","content_type":"comment","title":null,"body_preview":"That was in fact not a painfully bad segue but an exquisitely bad segue.","author":"@Lianpe98","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"0857da90-9d36-43a6-9603-9d48a87e12f4","source":"youtube","source_id":"UgxrNPiGzhWpFD8_dE14AaABAg","content_type":"comment","title":null,"body_preview":"Windows 7 professional is my current windows OS but only as a secondary OS for when linux just wont do what I need.","author":"@jamesmancuso3666","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"fe0bd5d5-b807-4363-962f-a8eb1567766b","source":"youtube","source_id":"UgykvUPmy5Z9yCGZ7il4AaABAg","content_type":"comment","title":null,"body_preview":"Windows 2000 was the GOAT. So stable it could run for weeks without rebooting. Windows XP just added visual bloat to the stable NT5 kernel, luckily most could be switched off with some registry edits.","author":"@jimbolino","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"ae86db10-5077-44c4-82c9-74ff5d2d2b39","source":"youtube","source_id":"UgwgScXQWP-y8CIlEXN4AaABAg","content_type":"comment","title":null,"body_preview":"Windows Me is the worst. I already know that. Windows 10 is the best.","author":"@theonerm2","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"b5b5693a-356c-46f6-bc08-21734ddcee9a","source":"youtube","source_id":"Ugz7eYM2pPKu40E4duR4AaABAg","content_type":"comment","title":null,"body_preview":"are those old windows ai created clones???? because you could not find the originial copy","author":"@skdbgjsdbf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"407369f5-23fb-469c-a68c-d407045aedf8","source":"youtube","source_id":"UgzBSnsbEWVpviwIxQJ4AaABAg","content_type":"comment","title":null,"body_preview":"XP was my first windows, but my dad’s laptop had vista and I thought it was the coolest, sleekest looking computer possible. That sound and log in screen hit hard in the nostalgia","author":"@TamxleShorts","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"795ce8c1-0b20-4fca-9969-18f70fc238dc","source":"youtube","source_id":"UgyWmxGAxLhevUgLH_94AaABAg","content_type":"comment","title":null,"body_preview":"Indeed, Windows 11 and, to some extent, even Windows 10 managed to make me switch to Mac, and I am not looking back. Microsoft had a chance to win me back with their Surface Pro lineup, which they the","author":"@A15689","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"3c2c670a-3a9b-4338-be8e-afb145bd5133","source":"youtube","source_id":"UgwGb7RtRv34Ivdhdcl4AaABAg","content_type":"comment","title":null,"body_preview":"For me windows XP is still the best. Long lasting, inviting, simply a joy to use. I can give credit to 7 too, it was something that maybe bad in some eyes but good in mine: Boring. What I mean is it n","author":"@TheSecondKidNamedFinger","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"301ab59a-831c-4208-a967-26b2f70a2df5","source":"youtube","source_id":"Ugwj26OPws3IMzGP04Z4AaABAg","content_type":"comment","title":null,"body_preview":"I feel old in having used every Windows bar Windows 1 lol","author":"@DoktorLorenz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"4142e991-b17c-4bbd-8c7a-ac507ad2664f","source":"youtube","source_id":"Ugz7wmvxvqVrQcNjTzx4AaABAg","content_type":"comment","title":null,"body_preview":"Use code LTT to get 33% off your first 6 months of Cape at https://cape.co/LTT","author":"@LinusTechTips","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","missing_platform_voice"],"bot_score":0.34650690110927507,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"b918d413-67f3-41c6-9e6b-6d97ba889ca6","source":"youtube","source_id":"XiSMWonFuQQ","content_type":"post","title":"Rating Every Version of Windows","body_preview":"Traditional carriers leave your calls, texts, and identity exposed. Cape protects them with built-in defenses against signaling attacks, daily IMSI rotation, and privacy-first mobile service.\n\nUse cod","author":"Linus Tech Tips","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","template_phrases"],"bot_score":0.2623807444137399,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XiSMWonFuQQ"},{"id":"4f598fc0-7a31-426a-8113-fb8396d122ca","source":"youtube","source_id":"Ugy0vlDGm9WY28mWjgl4AaABAg","content_type":"comment","title":null,"body_preview":"I haven't done that much work on the micrologix series, but I always seem to have SD Card issues with Siemens equipment. Siemens brought out their unified comfort panel line a few years ago, and we're","author":"@builder1113","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"61659023-d58f-4616-9bc3-772210c38706","source":"youtube","source_id":"UgygToS97yfoG3T0cM54AaABAg","content_type":"comment","title":null,"body_preview":"I always thought PLC stood for \"Piece of Literal Crap\"?","author":"@briancarrigan7962","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"1f182904-f3db-4314-88fb-9f1b87364d7e","source":"youtube","source_id":"UgxuAlHpD11l6Gjp6BN4AaABAg","content_type":"comment","title":null,"body_preview":"I appreciate the dedication to leaving it better than you found it. Incredible to see it in this line of work. I prefer to stay remote (SCADA) but practice the same mantra.","author":"@GrayBeard0111","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"a21e6f23-01db-4109-88db-2aa539e9e40c","source":"youtube","source_id":"Ugx3N57Jnw9nJ7Q2qpV4AaABAg","content_type":"comment","title":null,"body_preview":"PLC going bad maybe? Might need board level repair(I.e. replace the internal module on the plc)","author":"@keyo.1318","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"7d3acdd3-f87d-4213-a838-6ad26cdc7306","source":"youtube","source_id":"UgzYwIuSkQIDsyeC0GR4AaABAg","content_type":"comment","title":null,"body_preview":"So in my experience, the best thing to do is go home early that day.","author":"@JimmyDuncan-n5t","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"bf8d4497-8177-46c1-8b19-780c180632fd","source":"youtube","source_id":"UgzZIyeMYCBHTkEOGJp4AaABAg","content_type":"comment","title":null,"body_preview":"My Poop Go Round here can make it go from 19 inches to 36 inches, impressive!","author":"@dsracoon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.5868131868131867,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"d1bfdfe3-1094-4521-8598-c55b1fa2db2f","source":"youtube","source_id":"UgzB0vPnwDXAHoxs5pd4AaABAg","content_type":"comment","title":null,"body_preview":"The world has a disgusting fascination with human excrement these days","author":"@bettyboop8423","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"abb89459-3597-472e-92cc-956819066c68","source":"youtube","source_id":"Ugw6ZNJSHJc9lgs21zR4AaABAg","content_type":"comment","title":null,"body_preview":"@Cursed_Controls \"I have backup\" No, you  might not if it's on the pendrive or mamory card... 😅 Google about sth caled bit rottening... Flash memory isn't good media for long term archiving... CD/DVDs","author":"@PiotrK2022","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"c2e517dd-a9bd-4b01-922f-aeb4de1649a9","source":"youtube","source_id":"UgwehgRZ44nk_yfGl5J4AaABAg","content_type":"comment","title":null,"body_preview":"These pump stations are more fitting with the explosion cut scene","author":"@SvavarFreyrÁstvaldsson","classification":"human_created","confidence":0.6,"indicators":["terse_replies","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"4aaf69d5-512a-449b-8326-15e38f1063dc","source":"youtube","source_id":"UgzarMCdQiaScI33Jyp4AaABAg","content_type":"comment","title":null,"body_preview":"That Milwaukee knife with the driver though!.... Mine's been an EDC for many years and it's showing its age.","author":"@BrianFuller-c4u","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"8fd24f1a-0c40-46aa-8b9c-cfc73617eabc","source":"youtube","source_id":"Ugxl66hrvQCWW2r1OEp4AaABAg","content_type":"comment","title":null,"body_preview":"I never was really fond of wastewater at all but worked 26 years in water treatment. Doo Doo required way more physical work and I'm too old for that crap Literally 😂","author":"@KidChaosH2O","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"b68250de-eef2-40c7-bccc-e5c8b74e4967","source":"youtube","source_id":"UgygCMUbMNor72gddqJ4AaABAg","content_type":"comment","title":null,"body_preview":"As one of the techs at work commented about a 'faulty' memory module, maybe it doesn't remember what the fault is😂😂.","author":"@jamesbull890","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"f0116a84-4764-4ceb-be0e-cf162396c4a9","source":"youtube","source_id":"Ugzo0wf5J1Sj0wE0kiZ4AaABAg","content_type":"comment","title":null,"body_preview":"I'm no expert but the fact it was still running to indicate it had a fault suggests at least to me possibly just a short power fluctuation especially since it was able to continue running. Maybe a sto","author":"@50_foot_punch99","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","hedge_stacking","synthetic_empathy","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"e8432699-6b5b-4f8a-a4d8-d7f2ee206d23","source":"youtube","source_id":"UgwKH-Alz9cHl49uD8x4AaABAg","content_type":"comment","title":null,"body_preview":"Memory fault will come back at 2 am because reasons.","author":"@viscountalpha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"e41dc5ed-9240-4794-af07-1ea227b6625f","source":"youtube","source_id":"Ugwbz28I7eGpwFEBH514AaABAg","content_type":"comment","title":null,"body_preview":"If people want to see more poo, there's a _Poor Pumper_ on YouTube whose shorts have enough Brexit to make Nigel Farage excited! 💩🇬🇧😆\n\nAs for the fault here; I know RAM has been going up a bit over th","author":"@UK-Combustibility-Assured","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"25854472-e2a4-4dbc-a6c0-ea985096b05e","source":"youtube","source_id":"UgzAO70s5yTWN6lCIzV4AaABAg","content_type":"comment","title":null,"body_preview":"I would do the exact same thing...blame the memory check  on stray cosmic radiation...FYI...The sell most or all of those batteries in the local drug store....","author":"@diverbob8","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"9c0a5ae2-4f86-4670-b1d6-0552c009a90b","source":"youtube","source_id":"Ugz0MBJ_P7yZ6_gbVIB4AaABAg","content_type":"comment","title":null,"body_preview":"Just happy to have content to view here! This has made me seriously consider electrician for my next career after I retire from my current union job.","author":"@dangerbritson","classification":"human_created","confidence":0.7,"indicators":["self_reference","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"8d063d6e-e322-42c5-ba90-bec2fb9df2e9","source":"youtube","source_id":"UgzNzd8WCAEKNVRYOTV4AaABAg","content_type":"comment","title":null,"body_preview":"Memory module faults can often be attributed to stray cosmic rays flipping a bit, or even lightning strikes. Failing that, it's always aliens.","author":"@lastchance8142","classification":"human_created","confidence":0.7,"indicators":["humor_and_sarcasm","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"f9fbd8f6-4476-448e-bdc4-d785c853072d","source":"youtube","source_id":"UgxZYLhFgUsojA39y-F4AaABAg","content_type":"comment","title":null,"body_preview":"Probably cause the memory wasn't trained. Over time memory needs to be retrained which usually happens on a fresh boot","author":"@csvscs","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"6e53a18a-b8fd-4c80-87fe-87e1ce7e84bb","source":"youtube","source_id":"Ugxfl8_6DBYozSQbORx4AaABAg","content_type":"comment","title":null,"body_preview":"Ole logic's 500.  It's the only training class I attended. Twice actually,  I swore those had basically a bios battery like any common PC motherboard. So power cycling shouldn't be a problem. Unless t","author":"@melovechinalongtime7398","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"c4d8204b-9ff0-41a6-91d2-8eb35ed27de3","source":"youtube","source_id":"Ugz5pIZtpX9xT4bBU-t4AaABAg","content_type":"comment","title":null,"body_preview":"Fans are disappointed when there’s no poo?\n\nYeah, no shit.","author":"@Joe-Bourbon","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"79cd2207-39fc-42ab-9f8a-2b6a5a4238b4","source":"youtube","source_id":"c78f1teu6Tk","content_type":"post","title":"Memory Card Issues #electrical #electrician #industrialelectrician #plc","body_preview":"Never work on energized equipment. Always use proper PPE. Don’t take safety advice from a YouTuber","author":"Cursed Controls","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","safety_disclaimers"],"bot_score":0.30823271526041307,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c78f1teu6Tk"},{"id":"46abab2f-7d01-445e-9a71-f856e72778a1","source":"youtube","source_id":"UgwzriAR-7oSc-DRCG94AaABAg","content_type":"comment","title":null,"body_preview":"Sick. Can the highlighted area from the projector change along with the position of the extending case?","author":"@303lord","classification":"ai_generated","confidence":0.75,"indicators":["missing_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"4f30d319-8391-4a4f-8f17-d984ef956b5c","source":"youtube","source_id":"UgzYu5TlHXzSrLauDtZ4AaABAg","content_type":"comment","title":null,"body_preview":"Might as well just have a digital library of those games lol","author":"@gmail.comismael","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"c4820641-cd0e-4bbd-bda8-c8c241d12c01","source":"youtube","source_id":"Ugy5qTJNHmCNhz8dj3V4AaABAg","content_type":"comment","title":null,"body_preview":"It’s crazy how some people just can’t tell the difference between what is real and what isn’t anymore. Thankfully a lot of us can spot ai instantly almost every time. The original video for this, I kn","author":"@demp6025","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"e1684592-7ee9-4b7a-b7c3-e2113b3971ac","source":"youtube","source_id":"UgzKpDTiYFUXs6n0Fy54AaABAg","content_type":"comment","title":null,"body_preview":"at times like these i thank the cosmos that they produced someone who is out in the world like this.","author":"@flyntfam7721","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"3cee3f11-c435-41e4-80f8-1e114449e153","source":"youtube","source_id":"UgySccpNbYk7q_bipWx4AaABAg","content_type":"comment","title":null,"body_preview":"Wow, that's really stupid. Even stupider than emulation in general.","author":"@XXX-b6h1y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"1d7f8976-7268-49c2-8410-a0cfa4963557","source":"youtube","source_id":"UgyibZjfw7fZqN5ohCl4AaABAg","content_type":"comment","title":null,"body_preview":"This is cool and all but completely impractical \nLike it's way faster to just walk over there to get the game \nYou have to physically get the game anyway","author":"@nnorman5299","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"8aa0d647-8666-49ff-93a2-413f691c7138","source":"youtube","source_id":"Ugw1yNuZJTH2AKTDloR4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you YouTube. I literally just saw the first video 5 minutes ago and was sitting here like how the f*** could this be real?","author":"@NolaChefShiff27","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"0fcd0828-0298-4b25-b9c6-fc4a438c8d05","source":"youtube","source_id":"UgwU-9dr9WM5w45Oq4B4AaABAg","content_type":"comment","title":null,"body_preview":"Ha ha ha !!!! - Now that's an idea worth milliards !!!!","author":"@NivZion","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"b0da7814-40e7-484a-bb93-b4b099e5b64a","source":"youtube","source_id":"UgxrTS0vCQde-kujWPl4AaABAg","content_type":"comment","title":null,"body_preview":"Thats so sick. Maybe as a suggestion, wouldnt be a little bit more practical to use some kind of LED light for the cases instead of a projector?","author":"@ADeliver","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"bab3eeb6-3b59-41fd-8785-fe9594a0750b","source":"youtube","source_id":"UgyzQ_GBbpPHdxWSPCt4AaABAg","content_type":"comment","title":null,"body_preview":"How do you put the game back in do you just push on it to close the game?","author":"@slappyrats","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"a3c401c0-7acb-44a2-b1c6-3f5d719fbd08","source":"youtube","source_id":"UgzKuNVTP9T5vnB1RdV4AaABAg","content_type":"comment","title":null,"body_preview":"Now engineer auto loading, so you select your physical media with your controller then it picks it auto ejects anything in there and puts it away before loading the new disk","author":"@just5566","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"ec62d745-09a5-4e6e-abd8-49bd2917263d","source":"youtube","source_id":"UgxBtj9HuE1vFW3rHSR4AaABAg","content_type":"comment","title":null,"body_preview":"Next step title the boxs to its names and use a voice assistant control the program","author":"@TGamingFanatic","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"e081a2ce-0603-4dd1-9496-117b7200b1eb","source":"youtube","source_id":"FXAp5LuJFWk","content_type":"post","title":"I Built An IRL Homescreen For My Games","body_preview":"This whole setup costs less than Mario Kart😭\n\nThe top part of the pusher mechanism is based on a model by zwindler & melyemelo ’Rack, pinion / gear & bracket for SG90 servo’ on makerworld\n#interactive","author":"almostinventor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FXAp5LuJFWk"},{"id":"b35af5d7-620e-4f75-82e4-a84658909e05","source":"youtube","source_id":"Ugy6N0klCk3A1wMVXlt4AaABAg","content_type":"comment","title":null,"body_preview":"Its sad how the \"verified\" badge is no longer a black or white way to tell if an account is genuine anymore. 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It was the golden age of a technology.","author":"@ThisisYamada-zo5mq","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nxl_5XN3KAo"},{"id":"f691caa0-c7da-43d2-b0c0-0d2980d1954d","source":"youtube","source_id":"UgziEvXhhx1oZau23lB4AaABAg","content_type":"comment","title":null,"body_preview":"We have regressed in the evolution of laptops and companies are just making shittier laptops made with poor quality with the max price for the max profit.","author":"@MrBlueSky-t6w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nxl_5XN3KAo"},{"id":"5c6e721b-c87d-413e-8e73-776a28b779de","source":"youtube","source_id":"UgwkI0LieOcEO40wSqh4AaABAg","content_type":"comment","title":null,"body_preview":"Amazing, I would but a modern laptop that can do this.","author":"@leandrogerardo9521","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nxl_5XN3KAo"},{"id":"50ddf372-bf7f-41b5-8f66-f7e70cb20c73","source":"youtube","source_id":"UgzOPYV1VJTiFRV4Xph4AaABAg","content_type":"comment","title":null,"body_preview":"there was no talent in this vid i bet you got no talent if this video is like your rest","author":"@sirstranger1068","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nxl_5XN3KAo"},{"id":"3eee9275-4c4d-43a3-9d1d-2d67b72fe805","source":"youtube","source_id":"UgycI2qWYRhqUMKzIft4AaABAg","content_type":"comment","title":null,"body_preview":"Eu comprei um notebook Lenovo, em 2010, o valor era de um salário mínimo, nunca tive um notebook tão bom quanto ele, leitor de cd e dvd, podia fazer upgrade de processador memória ram etc, durou até 2","author":"@Rodrigo_Silva_Nascimento","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nxl_5XN3KAo"},{"id":"2adc7b9e-5cc8-438d-a35b-ee5445229f0f","source":"youtube","source_id":"UgyYf15NGZXAS2p4czN4AaABAg","content_type":"comment","title":null,"body_preview":"those are girthy hinges! nowadays they lacked gains 😭","author":"@aspopulvera9130","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nxl_5XN3KAo"},{"id":"961849d8-bad0-48a2-8c5d-78b1a1dbcb3e","source":"youtube","source_id":"UgzWZwzH23S7CXmFT4t4AaABAg","content_type":"comment","title":null,"body_preview":"Wow, this short is really taking off! Thanks for watching 😊","author":"@psivewri","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nxl_5XN3KAo"},{"id":"ada4c54b-b949-40cc-9ac5-ed7481edee97","source":"youtube","source_id":"Nxl_5XN3KAo","content_type":"post","title":"The Sony Vaio XR1 From 1998  #retro #laptop #vaio #sony","body_preview":"The hinge mechanism for Sony's 1998 PCG-XR1 laptop is quite unique. Lifting up the rear of the laptop as you open the lid. 90's Japanese Vaio notebooks really interest me!","author":"Psivewri","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nxl_5XN3KAo"},{"id":"8a3032de-e12e-4dd1-b48b-35d922ef08fe","source":"youtube","source_id":"Ugz2pd6AD6iTkzvnzk54AaABAg","content_type":"comment","title":null,"body_preview":"Ponme otra música porfi ponme esa música por favor","author":"@yericacolumna598","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal 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I think he tailstriked😢","author":"@Flyingpencil2013","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sLS0c_0xz8"},{"id":"c43d7b5c-085f-45dc-8a9a-9be370d7c6a3","source":"youtube","source_id":"UgxfnOn8ndodGK9sxKh4AaABAg","content_type":"comment","title":null,"body_preview":"good thing the plane turned around as soon as his ticket was denied that saved up so much time","author":"@PurpleHeart2937","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal 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A regular house fan can do the same thing.","author":"@superoldgma","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"8a0fb22b-bf18-48aa-a293-0313136c5e7c","source":"youtube","source_id":"Ugw8z6BzB0U24rX4baV4AaABAg","content_type":"comment","title":null,"body_preview":"Nothing makes me want to report someone to the Department of Redundamcy Department more than phrases like \"3am in the morning.\"","author":"@Lady_Vetinari","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"34dd71e8-5048-44ad-83e1-64ccf948e5d0","source":"youtube","source_id":"Ugx-vFAOeTkguEiHL054AaABAg","content_type":"comment","title":null,"body_preview":"I would let the chaos in my soul take over and whisper, \"Alexa, I can hear you.\" Then smash it with a hammer. Let it send that package. 😂😂😂","author":"@zerasillikinz6043","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"c1a42bce-705e-4513-87aa-84cc907192ef","source":"youtube","source_id":"UgwPDwgV3E4w3CedfR54AaABAg","content_type":"comment","title":null,"body_preview":"Our Bibles warn of the dangers of A.I., guess nobody reads any more?","author":"@buckhitchcock3226","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"8b054f19-ac46-4656-af77-e07920495e04","source":"youtube","source_id":"UgyOuOCnZPOs8cJDRS54AaABAg","content_type":"comment","title":null,"body_preview":"A mate with access to her WiFi is playing a prank. I do it on my nextdoor neighbour alllll the time!! 😂😂","author":"@abbismith5715","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"dfbbe03d-3d88-4c77-8712-c6629d0aa230","source":"youtube","source_id":"UgyUfupCSWU7UwNDFtd4AaABAg","content_type":"comment","title":null,"body_preview":"The Alexa voice doesn't sound like the normal voice found on Alexa devices and I know quite a few people who have them. This sounds a bit fake to me.Her response to that long detailed question is odd.","author":"@Pinsyl","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 Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"f443b5d5-d6a3-4d9d-b110-8bce543d5d9a","source":"youtube","source_id":"UgxB4IByVfuOMJQDrsZ4AaABAg","content_type":"comment","title":null,"body_preview":"One of the data \"sources\" for data centers. America is being spied more then the chinese are, by their own home spies...","author":"@RonSchmidt-lk3ix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"5430940f-fa8c-4710-a3da-fc6219559eb5","source":"youtube","source_id":"UgzWonXas5G2B_OD10p4AaABAg","content_type":"comment","title":null,"body_preview":"I don't even have wifi in my house.  If I want WiFi I use my cell phone as a hotspot.  But I make sure that it's off when I don't want it.  Technology sucks!!!","author":"@safetravelstoall","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"fb3e9ef4-395c-4447-ba3b-d7aecc6d6aa5","source":"youtube","source_id":"UgzwJMMb97Q-G7csS094AaABAg","content_type":"comment","title":null,"body_preview":"Yall are stupid why would A.i. make typing sounds .","author":"@Redneckyankee79","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"c9186ea0-ed00-4a8d-a20c-6532efff3726","source":"youtube","source_id":"UgwQ2-JQ35ISBGFKGUN4AaABAg","content_type":"comment","title":null,"body_preview":"Lol your phones do the same thing and you still have one. Oh and your tablets and desk tops do it too. Do.you toss them out of your house too. 😂 lmao. Google knows when you have sex and with who. Goog","author":"@MichaelCowles-qf3nj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"f57b716d-2039-4627-a440-5dc601c36c1b","source":"youtube","source_id":"UgyxksGTBb_YR26ietR4AaABAg","content_type":"comment","title":null,"body_preview":"sorry but first clip smugpuppy is a well known paranormal faker in the U.K. so i can say it is a hoax without doubt","author":"@jamiewatson4442","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"35e67f2b-b8b9-4496-8c81-2697d368e417","source":"youtube","source_id":"Ugz0oR506EdwEqMY5u94AaABAg","content_type":"comment","title":null,"body_preview":"I hate all these modern electronics.  Ill never have an alexa or 1 of those door beel cameras","author":"@fishin-impossible2992","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"d5fd456c-ceb7-4897-a8b7-0d7d919f720e","source":"youtube","source_id":"UgwZ7kKzCeavyU2yMtd4AaABAg","content_type":"comment","title":null,"body_preview":"This doesn’t sound like my Alexa talks. Not the voice or mannerisms.  Has somebody or thing hacked into your machine?  That’s frightening!!😮😮😮😮","author":"@LeslyeMcCulloch","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"cf590ef9-0de4-456d-9d1c-5ba6a1dcef2d","source":"youtube","source_id":"Ugwz9ACJ9aZIJI7cIQ54AaABAg","content_type":"comment","title":null,"body_preview":"Your mobile listens to your every word also. Ever wondered why you’re merely thinking about buying something specific then an ad for that thing pops up!?","author":"@AS-by8ee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"a2cbaebb-be56-4e9c-a98f-24dfe13c0805","source":"youtube","source_id":"Ugygi6L89Qrpop0Vwf14AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like someone typing 🤔 also my google home doesn't do this 😂","author":"@djkd95","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"b3cf4941-04b4-494e-b035-a039f854235d","source":"youtube","source_id":"Ugw6f16DgipAeZle9Q54AaABAg","content_type":"comment","title":null,"body_preview":"Earlier this year, I was talking to my sister long-distance, as I was setting up my new Google TV. Had no idea it was Google when I got it; because my oldest sister purchased it for me. So I got it se","author":"@Dlewis6795","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"44f8496f-5efd-439e-bf78-23938e015f05","source":"youtube","source_id":"UgxGzX13hgpnzK879GN4AaABAg","content_type":"comment","title":null,"body_preview":"That alexa talking to the nurse I think that’s fake. It could be a phone call his friend acting like alexa","author":"@AwesomeGeekHQ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"25d192d3-4c78-43c3-b93d-f26b8b0cdb0d","source":"youtube","source_id":"Ugw6ACKxT1NrQsZKGQt4AaABAg","content_type":"comment","title":null,"body_preview":"It bad enough our phones track & listen to us.  I refuse to have any of theses types of devices bc I'd rather do it myself.","author":"@CrazzeeJ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"65965861-29f8-4d0f-8e02-27b9670a2c45","source":"youtube","source_id":"OcWmwj-SZOM","content_type":"post","title":"Alexa Is Making Creepy Noises And Revealing Private Details #Alexa #AI #Privacy #Viral","body_preview":"Support The Show & Try Our Coffee: https://coffeebrandcoffee.com/ Alexa Devices Make Creepy Noises and Reveal Users’ Private Personal Details\nCheck Out Quartering VLOGS : https://www.youtube.com/@Quar","author":"QuarteringLive","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OcWmwj-SZOM"},{"id":"0326cf41-ff6f-46e7-aa26-4bfd3c650560","source":"youtube","source_id":"UgyEuFSdYTWHSZt4xiN4AaABAg","content_type":"comment","title":null,"body_preview":"It's gross to be recording and posting people who explicitly ask you not to. Why would anyone in their right mind do business at your place when you have such disrespect for your customers? If doing b","author":"@jennifermarie3158","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"7a2c808d-bb33-4b13-9324-be1c0ced67c9","source":"youtube","source_id":"UgzjQ4Gw1b124UmBT7V4AaABAg","content_type":"comment","title":null,"body_preview":"She specifically asked not to be put on the internet and you did it anyway. Kind of L move bro","author":"@user-ct8my8rv9c","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"1d2b5dad-fd0c-4e52-acca-499c79718678","source":"youtube","source_id":"UgzUzoc2c-M4ieStP7d4AaABAg","content_type":"comment","title":null,"body_preview":"Me personally I wouldn’t give them a discount. I just tell him to get the fuck out.😂","author":"@jacobjenkins9997","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"6888f278-3bea-4fa1-a566-033d81de3f33","source":"youtube","source_id":"Ugxlm7VL-vp0lzi13rt4AaABAg","content_type":"comment","title":null,"body_preview":"This made me laugh so hard for so long we all know in her head she had it all planned out, she even practiced this whole encounter to come across as a no nonsense tough Karen. I’m sure she felt stupid","author":"@remotelylucy","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"c032c68f-ecfb-49fa-8f2b-73a706d1a8af","source":"youtube","source_id":"UgzuK0c-GZazjh7k2nB4AaABAg","content_type":"comment","title":null,"body_preview":"this shii is so akward lol , leo stood high on his ground W leo","author":"@bigKevv1n","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"e1580686-f55e-4e86-b386-3c99a48b2120","source":"youtube","source_id":"Ugx8YdirMWbQ1KTq3YB4AaABAg","content_type":"comment","title":null,"body_preview":"She just proved she can't be trusted by saying she plans to pretend she dropped it in a pool to get the warranty or whatever from apple. I wouldn't want them near my store if it was me, especially whe","author":"@cornishbroski3958","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"7b7e22c2-8ded-4c1a-a856-1eef038a7299","source":"youtube","source_id":"UgxXh0zgn-DAS_G6GyB4AaABAg","content_type":"comment","title":null,"body_preview":"that's not free repair, that's free replacement of parts which cost $$$.","author":"@eagelnest721","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"ed12994d-2443-4be2-a097-24b04b0f7e62","source":"youtube","source_id":"UgwRromAez0_X9W7PEF4AaABAg","content_type":"comment","title":null,"body_preview":"hanging out with those two at their place must be wild","author":"@briangalloway3684","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"6ce20533-67f4-4232-8dc5-284631a55375","source":"youtube","source_id":"UgygZ_n6XAky0awwXq14AaABAg","content_type":"comment","title":null,"body_preview":"YOU DON'T WANT TO PAY FOR IT? IT WAS BRAND NEW WHEN HE GAVE IT TO YOU THEN IT'S BROKEN BUT YOU DON'T WANT TO PAY FOR IT 😂😂😂 OBVIOUSLY NEED TO READ THE WARRANTY","author":"@guykimble5135","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"9dc489d5-f58c-41af-8e5e-8312504a15ba","source":"youtube","source_id":"Ugxr1TluzcNtyCsHpIt4AaABAg","content_type":"comment","title":null,"body_preview":"If they don't trust his product, why take it there to begin with? You wanted a fair price vs. apple's Inflated costs for repair.of course applies going to say there was a foreign object in the phone, ","author":"@stevelozano9523","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"10cf5df5-4c6c-477f-a059-5fb7aaa5b46f","source":"youtube","source_id":"Ugx3xvr9GEsN1CM_Wxd4AaABAg","content_type":"comment","title":null,"body_preview":"WOW the weasel man says “ uh I don’t know “ when he should have just said what he meant, he wanted his phone fixed for free. What a puss.","author":"@justwatching2491","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qPYglT-pCSk"},{"id":"f210dbc0-8e95-4b1f-add8-10466d08fa75","source":"youtube","source_id":"UgyvVR_Yk96nRL4ISD14AaABAg","content_type":"comment","title":null,"body_preview":"Now imagine how they treat auto mechanics, home contractors or how they tip a waitress","author":"@billg7813","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal 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©¥¥™¥¥€^€®¥°××]\\∆{°[™∆°`°€¶¶°¢=¥","author":"@tMoisePogitnga","classification":"ai_generated","confidence":0.95,"indicators":["malformed_characters","absence_of_meaning"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f4VdofF9GQ0"},{"id":"ef58e620-8210-4ac8-b56e-10e2ebe74889","source":"youtube","source_id":"UgwtnPLq6_B6OZINDXR4AaABAg","content_type":"comment","title":null,"body_preview":"You.dropthis🫆🫆🫆🫆🫆🫆🫆🫆❤️‍🩹❤️‍🩹❤️‍🩹❤️‍🩹❤️‍🩹❤️‍🩹❤️‍🩹❤️‍🩹❤️‍🩹❤️‍🩹❤️‍🩹❤️‍🩹","author":"@JayClave-l9u","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal 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bamusiba","author":"@johnmatsumbo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f4VdofF9GQ0"},{"id":"ed68814a-2650-41d2-92e0-64bd341f9102","source":"youtube","source_id":"UgybFzpHAO9SFxlySFJ4AaABAg","content_type":"comment","title":null,"body_preview":"Allah inşallah YouTube kanalınız batar amin yerleri bilemiyorsun birader ya yapma senden YouTube ucu olmaz ki Allah senin kahretsin YouTube kanalına da git YouTube kanalını tiktok'ta paylaş hiçbir yer","author":"@Muhammedarif-y8m","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal 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\nHere🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠","author":"@MaribelTulauan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Aet5tZZulK4"},{"id":"575b62f4-f708-4932-b534-e23643c07f74","source":"youtube","source_id":"Ugxjhwy6FuYmoeaMhZR4AaABAg","content_type":"comment","title":null,"body_preview":"IQ của thằng chủ kênh này bằng nhiệt độ cơ thể😂😂😂😂😂","author":"@LiênPhan-h1c","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal 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most","author":"@SimeoTechUg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Aet5tZZulK4"},{"id":"7f3f1408-3006-4fbc-af45-bb479e52296f","source":"youtube","source_id":"Ugwgq-LZ5UQo5jepS094AaABAg","content_type":"comment","title":null,"body_preview":"Esa canción es para el diablo Así que nunca más pongas en tu video y tú nunca más parezcas","author":"@Noborigama","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Aet5tZZulK4"},{"id":"6293f852-fb5a-4bdc-ad54-8cc4294e7f35","source":"youtube","source_id":"UgzjAEJeoO5F9c2YuJZ4AaABAg","content_type":"comment","title":null,"body_preview":"Hgdgyrfgyrr😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😮😮😮😮😮😮😮😮😮😮😮😮😮😮😮😮😮jgjfjfjchfhhxjjfjfjfhffjdjxjnsxnxnxjxjxjxj😊😊😊😊idrjrjrrjjttjrjrh😮❤😂🎉😢😮😅😊😊😊😊tuuyut❤😂🎉😢","author":"@cassiosantos2545","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Aet5tZZulK4"},{"id":"2dcf2ef0-f586-4179-94d0-a721b00aac29","source":"youtube","source_id":"Aet5tZZulK4","content_type":"post","title":"iPhone 18 Pro Max Dark Cherry📱🫶#noads #tiktok #usa","body_preview":"iPhone 18 Pro Max Dark Cherry📱🫶#noads #tiktok #usa","author":"Dark Arun ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Aet5tZZulK4"},{"id":"eed4ba99-4982-4aa6-b907-e77a9a4500c7","source":"youtube","source_id":"Ugz2--IvFfniH5Bdkrh4AaABAg","content_type":"comment","title":null,"body_preview":"All we needed for a controller, was a PlayStation portal with a smaller screen.","author":"@Z-A-C","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"9c5849d7-222f-4594-90d6-7a1edd9a050a","source":"youtube","source_id":"UgwkpSv3RaRP3ihSV_F4AaABAg","content_type":"comment","title":null,"body_preview":"I mean if they really gon make good touch control, then we controller player can have good fast reflex on fps games like mouse, i wud love that ngl , cuz i have been very good with touch control befor","author":"@vyolette78","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"c8a35f83-2d40-4c73-bd3a-8a6308ebacd2","source":"youtube","source_id":"UgzfRieq8pIzF9QsYYx4AaABAg","content_type":"comment","title":null,"body_preview":"That's whyI love my good old Nintendo. If Nintendo f*** up, I'll just stick to their older games using emulator on pc.","author":"@Jcqt1987","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"cb445669-486f-402e-b124-b22542b7b788","source":"youtube","source_id":"UgzFk9lJa6EaYV9UgBp4AaABAg","content_type":"comment","title":null,"body_preview":"the controller is fo the guys who cant play in a normal controller you dummy","author":"@spyzlix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"e28c2925-610d-4441-ae52-5744d558f30c","source":"youtube","source_id":"UgylOy1OJnQljcCeEZZ4AaABAg","content_type":"comment","title":null,"body_preview":"Ever play a game on your phone that requires you to rapidly tap the screen? It’s awful. I hate it. This is why I don’t play games on my phone.","author":"@thefinalme","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"e8743780-4c67-4bfc-ac8c-aa73cef24e49","source":"youtube","source_id":"UgxKO2ChhaEzK_b107N4AaABAg","content_type":"comment","title":null,"body_preview":"So guys its time for an xbox i used it a long time and there doing actually great stuff! I have since 2023 a xbox 360 and xbox one i still playing need for speed undercover on the 360 and shift -under","author":"@Italyloverdriver","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"f7d1fec4-235f-443a-8b6e-cccbc7f9dec3","source":"youtube","source_id":"UgwrWwZ3E0-gkuuB1aV4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine butting ur hand on it u start tweaking AND WHERE IS CAPTURE AND MENU BUTTON WITH PS BUTTON","author":"@Cyclesvr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"1a419c1a-2106-409b-86bd-19a37272b985","source":"youtube","source_id":"Ugy8WyouDWRAHZ11xzV4AaABAg","content_type":"comment","title":null,"body_preview":"not tryna flex or anythibg but xbox still better ngl","author":"@ImNotJerryBro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"c2b67b74-e9b7-4323-8ff0-13ef7079f3bc","source":"youtube","source_id":"Ugz-uoiPYI2UvTmOH6l4AaABAg","content_type":"comment","title":null,"body_preview":"I agree. I don't think anybody has ever asked for a buttonless controller","author":"@13THPR0PH37","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"20dc4acf-f59e-4f5f-9cf0-3be356e1b3de","source":"youtube","source_id":"UgzTTe3iv8qaoaPyqOl4AaABAg","content_type":"comment","title":null,"body_preview":"Check out the new album:  King of Fighters Grand\n--- --\nThis is an original soundtrack that’s inspired by the 90’s Era of music from the KOF franchise.","author":"@cyphruss","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"605209e4-6ebd-4454-b8bd-824108ebcc11","source":"youtube","source_id":"Ugzgv3MYmKy_XtxobWt4AaABAg","content_type":"comment","title":null,"body_preview":"Then 3 years after your hand becomes the controller 😭✌️","author":"@AllisonDenzel-r9t","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"e8df909d-1e17-4527-b3cc-353b33ff2b06","source":"youtube","source_id":"UgxyydLGz_Q57hHN3Bt4AaABAg","content_type":"comment","title":null,"body_preview":"Bro lets not buy ps6 and ps5 is already strong engouh for aaa games isnt it 🥀","author":"@bannastorymafia1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"ed4b4930-daae-4bbb-80ef-a6fb56564ab5","source":"youtube","source_id":"UgxkLVJXlvjB2te3jHV4AaABAg","content_type":"comment","title":null,"body_preview":"Pls no one trash on me but I kind of intrigued by the no button controller and the no discs thing is a $#¡++¥ idea bro 🤬","author":"@DKSTER75137","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"966e39a5-aa5b-43ce-aaf9-69d278f8f3b3","source":"youtube","source_id":"UgxRlNTf7AQVfFiN_mp4AaABAg","content_type":"comment","title":null,"body_preview":"Praying PS6 with its price and no disc option almost bankrupts Sony to the point they recall it and have to continue to make discs for ps5","author":"@2xRainb0w","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"f1c96768-8912-4398-9a7c-b4de0cb197da","source":"youtube","source_id":"UgzovJHF0v1hMZsj6-R4AaABAg","content_type":"comment","title":null,"body_preview":"hear me out digital controller will be good BECAUSE no stick drift??","author":"@Smokey_T57","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kH_EKGTijv8"},{"id":"322ae777-958c-46d4-a602-29485d609257","source":"youtube","source_id":"UgyxXVxvlJcvraJ8MdN4AaABAg","content_type":"comment","title":null,"body_preview":"The technician did say before that this could have happened. But I suggest to have them sign a hold harmless agreement before working on anything. And re explain to them what can happen and have them ","author":"@barryharrissz4748","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"146a6839-0986-4c8e-adfd-3bb91198cd05","source":"youtube","source_id":"UgyIiow9hsjSedUk3vJ4AaABAg","content_type":"comment","title":null,"body_preview":"Also why the hell would she put all her payment methods in her phone and not carry her physical payment method for when her phone breaks? Adleast carry some cash","author":"@cycodragon2412","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"8502e946-e196-4419-9f04-5af9fbfe8dd3","source":"youtube","source_id":"UgxSZwjXXOMXTxKUN9N4AaABAg","content_type":"comment","title":null,"body_preview":"Should of had her pay before replacement sucks you had to waist your time for ntn","author":"@davidhenderson366","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"08c28fe6-b169-4a89-aeb8-e400d78927e7","source":"youtube","source_id":"Ugydfcp8ZRHVgA78v8d4AaABAg","content_type":"comment","title":null,"body_preview":"You should have fully explained what would or could happen. As well as have it in writing for them to sign that they understand and won't hold you accountable. So you are protected legally.","author":"@Jesi-g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"d3991c94-1d13-44bc-b15e-77465bf8a091","source":"youtube","source_id":"UgwQ2eO6ZJ3AInplW5V4AaABAg","content_type":"comment","title":null,"body_preview":"Nope. She wouldn't be getting her phone back until she at least paid for my time. You're not going to act like that towards me bc you dont understand and not pay","author":"@martina.8720","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"8a49dc3a-4851-458b-bbbb-061412692b16","source":"youtube","source_id":"UgzGl0D1e1Ezl9dTa0l4AaABAg","content_type":"comment","title":null,"body_preview":"The 13.5 never disappoints. Constant source of amusement. \n\nIn the future he should tell them upfront, make them sign a contract","author":"@WestCoastAce27","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"8e8a71f8-f686-4939-8965-1e0d6842794c","source":"youtube","source_id":"Ugy52eB0FokuV6Gj5RR4AaABAg","content_type":"comment","title":null,"body_preview":"No stereotypes were harmed in the making of this video","author":"@funby","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"02b16be6-a42a-4cb1-af3e-06ea74fa5ce9","source":"youtube","source_id":"UgzCiZbgR0KmCPH03il4AaABAg","content_type":"comment","title":null,"body_preview":"When he said, “it might be disabled” her face gave the impression that she understood the risk, didn’t like the risk of that happening, but seemingly she felt like she had no other choice.\n\nWhy is she","author":"@Shaolinjake08","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"75b7dd6d-7166-4cba-a526-2746ed4ee020","source":"youtube","source_id":"UgyoXCyEoFfOujDGHbd4AaABAg","content_type":"comment","title":null,"body_preview":"Can't  force \nA horse to drink water. You can only lead them","author":"@GGR33-j2o","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wX_A61HGWNg"},{"id":"49d9ce4f-c4b6-4f09-a4dd-b167fe3fed94","source":"youtube","source_id":"UgwwN23bkq44X6E7iUd4AaABAg","content_type":"comment","title":null,"body_preview":"I do understand what she is thinking how he might’ve disabled it himself but you can t make it completely disabled in 20 mins 🥀","author":"@Adangsax","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal 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simtray","author":"@adewunmiadeyeye7343","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PzfgLPfA-qo"},{"id":"d8385d49-4408-48f9-a2f7-17493623ba6b","source":"youtube","source_id":"UgwTtkA0M7rWGpyE3f94AaABAg","content_type":"comment","title":null,"body_preview":"Omg a phone can turn on 3.5 seconds faster than another phone 😱","author":"@KaysonMcDaniel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal 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corners","author":"@Nicole-b6f4y","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PzfgLPfA-qo"},{"id":"fdd48f00-6c7b-453d-afac-fde0da6334e7","source":"youtube","source_id":"PzfgLPfA-qo","content_type":"post","title":"🚀⚡ IPHONE 17 PRO MAX VS GALAXY Z FOLD 7 SPEED TEST!!","body_preview":"🚀⚡ IPHONE 17 PRO MAX VS GALAXY Z FOLD 7 SPEED TEST!!\n\niPhone 17 Pro Max vs Galaxy Z Fold 7 - Ultimate Speed Test 🚀⚡📱\n\nWelcome to the ultimate speed battle between Apple's iPhone 17 Pro Max and the pow","author":"TECH DSI ","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","synthetic_empathy","suspiciously_balanced","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon 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What a wonderful idea.","author":"@midwestgamer1120","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"0867c937-8376-4322-803e-27ed4d02a169","source":"youtube","source_id":"Ugw4il3S_dnEl_7Th4t4AaABAg","content_type":"comment","title":null,"body_preview":"\"Ancient one\" killed me. Lmao!!! These videos make me feel old...","author":"@vanwinfield5412","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"e1766c30-8852-4002-b58a-f609d713417d","source":"youtube","source_id":"Ugwx6BANwM-jA-k61H54AaABAg","content_type":"comment","title":null,"body_preview":"If N64  is the Ancient One , what does that make the original Nintendo Entertainment System?","author":"@tj281983","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"09ad36b3-ac5c-423e-be62-48907fcde59a","source":"youtube","source_id":"Ugxmp64T1igSL9m_1Wp4AaABAg","content_type":"comment","title":null,"body_preview":"This is really confusing... Who has power over who???","author":"@Rip-Tyde24","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"d0e68f4b-ad61-494f-8e8a-4d35832defbf","source":"youtube","source_id":"Ugz4L3RlXZ5x0rp5nuh4AaABAg","content_type":"comment","title":null,"body_preview":"while the price of these modern retro consoles is a bit much for me personally, I really love that there are people keeping these eras alive and well.","author":"@BIue1624","classification":"human_created","confidence":0.7,"indicators":["personal_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"9d7bffbf-be93-4010-b141-db9099aa7395","source":"youtube","source_id":"Ugx8Y_7VwS04SfM_vsx4AaABAg","content_type":"comment","title":null,"body_preview":"The N64: Im not mad that the M64 exists, im mad that this what people have to do just to play my games due to how hard to find i am","author":"@legodoc1853","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"654b4020-c891-41ae-8e9e-fd33bf6149f5","source":"youtube","source_id":"UgynsDRo1ZxMArwqS-94AaABAg","content_type":"comment","title":null,"body_preview":"Please make a short on the evercade consoles and give them all british accents","author":"@OmegaChase1002","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","original_request"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"0aa26fc4-f9b9-41d4-9053-cb5fccda5aeb","source":"youtube","source_id":"Ugxzhg7CiLNbsMDJepd4AaABAg","content_type":"comment","title":null,"body_preview":"After this skid, i pated my ancient one in my show case shelf  =(  \n((he´s a little bit old, and only runs when he feels like it, but I love him still))","author":"@ragnarx88","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"c620b4f2-2db3-408e-be47-8a02ffa8b465","source":"youtube","source_id":"UgxJCQ3CQU77XsZD4Vp4AaABAg","content_type":"comment","title":null,"body_preview":"I am buying one. I have a few old cartridges around her. GoldenEye, Super Mario 64, Buck Bumble, MarioKart 64 to name a few.","author":"@arkangelgaming35","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"6e13e6e3-46f4-4a3c-b5cf-06d7128f08ce","source":"youtube","source_id":"Ugzo-77zKDFiT0136LZ4AaABAg","content_type":"comment","title":null,"body_preview":"I would jump at this except....my N64 is still going strong lol","author":"@azuth89","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"bd4bb251-2cc7-402e-8c70-d1d74956a6e8","source":"youtube","source_id":"UgwFZMQCnB0PqtOwrp54AaABAg","content_type":"comment","title":null,"body_preview":"Honestly with that price id rather find an n64 at a local game shop.","author":"@thecheeseheadcook7959","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"263f8223-10be-413e-b471-0384a33a6897","source":"youtube","source_id":"UgzVB6p8uH-2E_QlfRd4AaABAg","content_type":"comment","title":null,"body_preview":"How much is the m64? Is it expensive or moderate price","author":"@Iyatrix","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"d054c973-8021-4a11-92e6-fab1bd755463","source":"youtube","source_id":"UgzIdB8ssUsUZFQ0N4R4AaABAg","content_type":"comment","title":null,"body_preview":"Founder of 4 player split screen? What about the multi-tap for the super Nintendo and NEC's magic engine / turbo graphix 16 both a generation prior?","author":"@xxjohnhoukxx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"aa577b17-4425-4509-bef2-8bdc5f8b7aa2","source":"youtube","source_id":"UgymmaT86UNLiahPEvV4AaABAg","content_type":"comment","title":null,"body_preview":"This thing cost $230 USD and $90 for a controller that is sold separately lol no thanks. Emulators are free and my steam deck plays them well.","author":"@EpicDillweed","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"5cfa3174-4b09-4272-8db3-ff666f885c2f","source":"youtube","source_id":"UgwRZNjeZTHoS_7nhGl4AaABAg","content_type":"comment","title":null,"body_preview":"Switch literally breaking his core character to apologize for the disturbance, \"the ancient one\", is way too funny than it should've been lmao\n\nI love the way he talks lol\n\"What about the problem of t","author":"@ZeFloofiest","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"abf72e54-2bd0-4ade-a53d-980acebd3c5c","source":"youtube","source_id":"UgwxruA8AStnxXdPxAB4AaABAg","content_type":"comment","title":null,"body_preview":"I like this, N64 acknowledging that his time may of passed, but his games, they are eternal\n\n\nAnd the M64 just acts as a modern reincarnation, not a piarcy tool, which makes me think, i havent seen a ","author":"@Bloodarcher43","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"7652b195-0e31-4c21-9bca-bcc4f5be8000","source":"youtube","source_id":"UgynlPfl_t-RlZk8qOJ4AaABAg","content_type":"comment","title":null,"body_preview":"I was expecting to c-64, but no one ever talks about how awesome that system was","author":"@Thkaal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mMiDHUh-m0w"},{"id":"df9dd96b-df1f-4743-b84e-35e456c6672b","source":"youtube","source_id":"mMiDHUh-m0w","content_type":"post","title":"This is “Not” an N64 😉","body_preview":"Check out the M64 from Mod Retro 👇\nhttps://modretro.com/products/m64","author":"Garett","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.2380952380952381,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal 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😏😎","author":"@Larv6464","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pu-T8bn4G8A"},{"id":"74dacb3a-9cca-475e-8dcf-7f51170e17c3","source":"youtube","source_id":"Ugw1Qn0fHaiep9c1Jrh4AaABAg","content_type":"comment","title":null,"body_preview":"Bros expecting the whole population on earth to like this video for a release date","author":"@LucasBurdick-j3u","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal 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Just lubes rusted  pieces to kill the h2o chemical?! Well not kill it just makes it resistant if im correct","author":"@lukebryer8734","classification":"ai_generated","confidence":0.6,"indicators":["imperfect_expression","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"0d12e67f-efd5-41e8-9198-23470d36a695","source":"youtube","source_id":"UgybzN_KlP5b6t4QnBx4AaABAg","content_type":"comment","title":null,"body_preview":"You clearly don't know what it was made for, it was nade for the Aerospace industry. But employees kept stealing it for personal use, so they made it what it is now. \nBut your description of what the ","author":"@FreddyKrueger5150","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"ca6b7514-1b04-4022-8992-14890a17f2c9","source":"youtube","source_id":"Ugz5YxNP1AAOvsDOXkh4AaABAg","content_type":"comment","title":null,"body_preview":"After pressure washing an engine we used to spray WD40 inside the distributer to dry it out.","author":"@davidking4779","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"d9ba71f8-7020-43e7-80df-8635f0a2c28e","source":"youtube","source_id":"UgxVyl6hNWUvIhq0wvJ4AaABAg","content_type":"comment","title":null,"body_preview":"I dust with it. I also wipe down the inside of my car with it, it's a great leather conditioner.","author":"@sonder2164","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"f35bdca4-b06c-4f87-9de7-e9633592cce3","source":"youtube","source_id":"Ugy0Ez1cjpngnHFG_I14AaABAg","content_type":"comment","title":null,"body_preview":"I accidentally got that shit on my brake discs on my bike and later that day I used the bike and couldn't stop the bastard 😂","author":"@DanielLewis-x1i","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"83851747-18da-40ec-97f0-f6365780943e","source":"youtube","source_id":"Ugyly-RFnGT1hLItoGZ4AaABAg","content_type":"comment","title":null,"body_preview":"It was originally designed to be used by Convair to protect the outer skin of the Atlas missile from rust and corrosion","author":"@boom2278","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"0493125a-d62f-42ae-ad7c-d5d06bf0db6a","source":"youtube","source_id":"UgzlwGrhJTOOtyh8E0J4AaABAg","content_type":"comment","title":null,"body_preview":"That's why it says lubricant right on the front of the can.  The BS is strong in this one.","author":"@fuffoon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"eea32169-6d2e-48c2-845d-ac9c65a460ad","source":"youtube","source_id":"UgwcwMBIrvN_uYIpUFN4AaABAg","content_type":"comment","title":null,"body_preview":"It also kills bees instantly, literally. Repellants are no match","author":"@ricklacroix5596","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"3fb807c2-1418-4d39-85b3-1f01cecde5f0","source":"youtube","source_id":"UgxbUcnt_nV7faiWhpF4AaABAg","content_type":"comment","title":null,"body_preview":"My favourite penetrating oil is called \"VBG oil\" made by a company making truck hitches, used for everything including as a contact spray in th electric connection, everyone I know who tried it loves ","author":"@someonelse5847","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKDuAjoPM-I"},{"id":"be10b5e7-0135-41c2-b2e1-84bd1626f88e","source":"youtube","source_id":"UgzeXlk8y8z9pjpHuSN4AaABAg","content_type":"comment","title":null,"body_preview":"Or it can be hard enough so it wont have to undeform which will create slight creases","author":"@donerpg3516","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Thh2i5SJAUw"},{"id":"6266fc45-6919-4173-9793-d4db21dee5fe","source":"youtube","source_id":"UgxoktpIwJm-dZ_dBHt4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, we actually got a Ctrl+Z edit before GTA 6 😭🥀🥀🥀","author":"@PedroThalles2014","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Thh2i5SJAUw"},{"id":"2f76eb0d-5be2-4b20-a870-da11011ff350","source":"youtube","source_id":"Ugy4UKTnZne7MxI73fB4AaABAg","content_type":"comment","title":null,"body_preview":"For Americans: At the beginning of the video, he was evaluating a computer and while he was examining the paint, he accidentally bent it. After he straightened the thing, he said, \"I thought so,\" as i","author":"@DinFar_353","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Thh2i5SJAUw"},{"id":"9b8afe57-c8bd-4f84-8181-d31a2cf809fd","source":"youtube","source_id":"Thh2i5SJAUw","content_type":"post","title":"“The true power of CTRL + Z💀” #pcgaming #benchmark #rtx5050 #gtx1080ti","body_preview":"#gpu #comparison #rtx5050 #nvidia #gamingpc \n\n\n\n🔥 RX 6600 vs RTX 3060 – Budget Beast vs Midrange Legend! 💥⚔️\nRTX 2070 Super vs RTX 3060 Ti – Which One Should You Choose?\nRTX 5050 vs RTX 3060 ⚡ 2021 vs","author":"HARDWARE EN","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Thh2i5SJAUw"},{"id":"407f78f0-cd67-4ad3-a1f5-773ad54cc145","source":"youtube","source_id":"UgzhQxFG6ZVO29PInNB4AaABAg","content_type":"comment","title":null,"body_preview":"Thats so fake lol they would never advertise a switch three until enough people have bought switch 2 so they make more money","author":"@EliasFoerch-d6y","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"f4406474-1824-4e2b-b2e9-7e29b10083d4","source":"youtube","source_id":"Ugw8aCKixNV50NAvwDp4AaABAg","content_type":"comment","title":null,"body_preview":"The switch two coming out in 2025 and the switch 3 coming out in 2029 would not work because nintendo only makes consoles every eight years and the gap between 2025 and 2029 is only four years","author":"@MelonLarker","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"5194785b-83e1-4a78-9095-886524452e3d","source":"youtube","source_id":"UgwWZsQlBYG5Wzqkwdp4AaABAg","content_type":"comment","title":null,"body_preview":"Na it’s going to be the switch 2s with a double screen that folds like the ds but can still dock","author":"@ADGaming-7619","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"009edfcf-31b5-4c4b-a4c2-669dd4cf377e","source":"youtube","source_id":"Ugwv-Ay-b3NOiEasPOJ4AaABAg","content_type":"comment","title":null,"body_preview":"Me seeing this in 2026 already have buying switch 2 a year ago","author":"@GlitchedTwentySix","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"99ee029b-a978-4666-9f04-471b3d5f5853","source":"youtube","source_id":"Ugz77YAfwi_Z3n7uHOJ4AaABAg","content_type":"comment","title":null,"body_preview":"i heard that if you go in and out of settings a tree appears","author":"@SomeRandomSophistBeaver","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"58237279-942e-4d6b-87a0-1b5944708696","source":"youtube","source_id":"UgwRTnaUiD48gC8zfUV4AaABAg","content_type":"comment","title":null,"body_preview":"To be fair, this was, at first, believable, good job! I almost fell for it 😂","author":"@FoxBamOfficial","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"23f28eaa-9eaa-4b92-a488-8a5133b9ddfc","source":"youtube","source_id":"UgyNmT-Am2WZTGyL7OJ4AaABAg","content_type":"comment","title":null,"body_preview":"The Nintendo Switch 3 will arrive on March 3, 2033 (3/3/33) and cost $999, separated into 3 payments of $333. Launch games will include Super Mario Galaxy 3, Super Mario Odyssey 3, and 1-2-3 Switch. I","author":"@peaysteven","classification":"ai_generated","confidence":0.95,"indicators":["false_specificity","template_phrases","suspiciously_balanced","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"7ff65b50-68cd-4585-86a9-2875c1160118","source":"youtube","source_id":"Ugy73OB0lyYcb1uLNvl4AaABAg","content_type":"comment","title":null,"body_preview":"Crazy easter egg. When I try that's say GTA6 delayed to 2030","author":"@TheRealSlimFoxy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"8b0cd7dd-7e32-4741-9e6b-f91daff41fad","source":"youtube","source_id":"UgzKAjI2YA3IXsut0D14AaABAg","content_type":"comment","title":null,"body_preview":"was already thinking where tf is a z button on switch and then saw the comments. damn","author":"@ViDarkberry","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"23ccc5b2-d91a-46f7-8053-37a5e283a52c","source":"youtube","source_id":"Ugzczdcu_yUzHSmgKdp4AaABAg","content_type":"comment","title":null,"body_preview":"Yes, this is a lie :( I’m sorry.\n\nTo make it up to you, you can send me a DM on TikTok and I’ll give you a FREE steam key for my video game Verbal Beatdown!!!","author":"@RobbysGameGarage","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"6916832c-bc1b-4619-a2fc-aa2364de4595","source":"youtube","source_id":"wPdGVZVwkpA","content_type":"post","title":"INSANE Switch Easter Egg?!  #retrogaming #nintendo #shorts","body_preview":"INSANE Switch Easter Egg?!  #retrogaming #nintendo #shorts","author":"Rob Law","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wPdGVZVwkpA"},{"id":"9d6ba0ea-8022-4a3e-be3a-3eb3e777ec2a","source":"youtube","source_id":"UgzteC79kkJSAkxJFc94AaABAg","content_type":"comment","title":null,"body_preview":"CONGRATS BRO!!! My first is due in October!! Its an amazing thing to be a dad.","author":"@themachine14100","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"8b995e02-91e5-48c3-8b49-fdfcbf59d894","source":"youtube","source_id":"UgxlyGnXfZolYq9KFCh4AaABAg","content_type":"comment","title":null,"body_preview":"I would give you 10X the amount of likes you would have with my auto clicker but I can't make twelve million likes😭","author":"@Jackson-n2g8d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"07ac01cd-7aa9-4adb-aaf1-e3dcf988133e","source":"youtube","source_id":"Ugw4WZ87jJtBftZ6Sqp4AaABAg","content_type":"comment","title":null,"body_preview":"“This thermal paste is so rare” squeezes a bunch out right away","author":"@Aaliyah-b9b","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"0457e3a0-ca29-4878-986e-b1f98ae2bda8","source":"youtube","source_id":"Ugy7Xccdj_WpHS9HMlJ4AaABAg","content_type":"comment","title":null,"body_preview":"Since when did he have a first son lol. Well I hope you stay safe yeester family","author":"@TheArabianPlayer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"d7242fac-8b27-4061-8e93-f9202dfbd925","source":"youtube","source_id":"UgzGwByvLWK2XHhcoTR4AaABAg","content_type":"comment","title":null,"body_preview":"“His favorite hobbies are eating and pooping” he’s just like me twin 🥹","author":"@agoof11","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"7a132ecb-2e8b-46ce-b3ed-46e45512fd80","source":"youtube","source_id":"UgwGIqReCfOucmQOOTV4AaABAg","content_type":"comment","title":null,"body_preview":"the son is the thermal paste btw he’s making a new one 😭😭✌️","author":"@BlushhyV3","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"b18fadde-9b91-4daf-b16a-711e0cbb4739","source":"youtube","source_id":"Ugw50S8CPyOb8TePJAp4AaABAg","content_type":"comment","title":null,"body_preview":"Dude, congratulations ^^\nTake all the time you need","author":"@LordHuntington21","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"93e3a1b7-f347-4216-a215-43eb2e0a6989","source":"youtube","source_id":"Ugw1XR6M6WA28hdoWXd4AaABAg","content_type":"comment","title":null,"body_preview":"wish you luck mryeester, i hope everything in his life stays perfect! :D","author":"@emperor0mark","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"1e1467f2-9556-445f-b6e3-1deb63ac2e58","source":"youtube","source_id":"UgxNRLV0LwgwkLpw_jx4AaABAg","content_type":"comment","title":null,"body_preview":"Everytime I see a post like this, I wanna cry like I'm a baby myself. I'm so happy for you, but scared for the future. In modern day I hope you get them a therapist from age 9 and up, because nowadays","author":"@boomie9728","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"6fbd3c85-8256-47e4-b088-1444ffc59dfa","source":"youtube","source_id":"aMXPzI-8jX0","content_type":"post","title":"Why is Baby-Blue Thermal Paste so rare?","body_preview":"Using Baby-Blue thermal paste to celebrate the latest addition to the Yeester family ☺️ will take a small break to make sure we get off on the right foot, after which I have tons of tech tinkering con","author":"mryeester","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","emotional_authenticity","marketing_integration"],"bot_score":0.300537053545673,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aMXPzI-8jX0"},{"id":"b8483973-2997-44b1-8fbc-af29cfb2d808","source":"youtube","source_id":"UgyM6NNrt4it1v_2Xl54AaABAg","content_type":"comment","title":null,"body_preview":"How easy for them to stage and do whatever they want. Like arresting innocent people.  Tyler Robinson being one of the victims of it!","author":"@Funksinthehouse","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"5d3c6b7d-be52-4536-901d-fe5f2367cc08","source":"youtube","source_id":"Ugx13eq67it4F00XIv54AaABAg","content_type":"comment","title":null,"body_preview":"Never ever will I or anyone in my family visit the us. Your country is so fucked.","author":"@MontyAultman","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"9ba44a39-beb5-4feb-b079-fae0a64c4290","source":"youtube","source_id":"UgwxWYb43nq9fVBt7bB4AaABAg","content_type":"comment","title":null,"body_preview":"Dont let these folks scare you my brothers n sisters, there nothing we can do about it…trust in Christ","author":"@Pootiootitang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"d1e0a9b5-9619-463a-9536-7f285de7ebb6","source":"youtube","source_id":"Ugwq57Te15eiuHEHHvt4AaABAg","content_type":"comment","title":null,"body_preview":"1984 was supposed to be a warning not ah instruction manual","author":"@dennisbabb3493","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","cultural_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"4273c0a4-57c2-4cd1-80cb-f5e9e664688e","source":"youtube","source_id":"Ugxg7tf3JTAqXrasJY14AaABAg","content_type":"comment","title":null,"body_preview":"Laser of consumer grade power cannot defeat camera, but will temp blind it","author":"@mikenelson9568","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"03289209-34ef-4c85-b4eb-373ae5408dee","source":"youtube","source_id":"UgzxJ6PBDsA2hYZWLd14AaABAg","content_type":"comment","title":null,"body_preview":"Flock cameras came out suspiciously close to the \"gang stalking\" thing 😮‍💨 might be dumb seriously scary going on","author":"@SosaVenting","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"7428319d-3dff-4abb-a153-b47fc11bb833","source":"youtube","source_id":"UgwVytTmeLHVbHG102V4AaABAg","content_type":"comment","title":null,"body_preview":"Proper behavior does not fear exposure....What are these guys afraid of  ?","author":"@PaulDavidTaylorToler-z7h","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"7a289da9-638d-4cae-85bd-31b9e83ec019","source":"youtube","source_id":"Ugys7OALO7t8qHeo1SZ4AaABAg","content_type":"comment","title":null,"body_preview":"Put the flocks in underground tunnels where ALL human trafficking of kids & adults take place. Also all demonic practices. World economic forum. Every single one of government meetings where a change ","author":"@JohnG-cj1ii","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","missing_platform_voice","lack_of_personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"cfa4203f-e4c6-4db9-a93e-2d3701ece447","source":"youtube","source_id":"UgzxZSdsSBsiGn-vM-Z4AaABAg","content_type":"comment","title":null,"body_preview":"They have them on the  dash Window . They intentionally pull in to parking lots  where there are people standing around.  We have a large population of homeless people.  The cops could be questioning ","author":"@Debs_doing_it","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"f0e335cf-0f84-4905-a282-79ef82960b00","source":"youtube","source_id":"UgyfApajkoQT3JD7NHF4AaABAg","content_type":"comment","title":null,"body_preview":"You can turn off your Bluetooth when you don't want it in use. Setting > Bluetooth > slide lever to off. Rocket Science? You are being tracked everywhere, supermarket, at the flea market, in church an","author":"@DudleyaSetchellii","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"3869546b-276f-4120-a709-b7a9e14c0dda","source":"youtube","source_id":"UgzZaKQhxaoSWuf50CR4AaABAg","content_type":"comment","title":null,"body_preview":"That’s what all the data centers in china are for..","author":"@MartianGod1968","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"d690a21d-b4fd-4e7d-8980-9607c2f23b56","source":"youtube","source_id":"UgxGAhbBB8F72IJ0fcF4AaABAg","content_type":"comment","title":null,"body_preview":"our enemies, China, Russia and Iran have complete access to the flock databases","author":"@brianjuntunen5461","classification":"human_created","confidence":0.6,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"a646101b-af35-42ef-8b80-62cf6c8cdc5c","source":"youtube","source_id":"UgyQf2fSTjoUS0OCW4t4AaABAg","content_type":"comment","title":null,"body_preview":"In Roseville, CA, was discovered FLOCK Cameras have a 71% False Rate.","author":"@michaelchevreaux7780","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"ca827d19-6d2c-419f-aa2b-f61daaa9f84e","source":"youtube","source_id":"Ugw-5XCDknKkgwtePyR4AaABAg","content_type":"comment","title":null,"body_preview":"Does anyone think it's a coincidence that the last name of the CEO of Flock is \"Langley\"? 🙄","author":"@quatervois7966","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"d5f8959a-9213-4212-935d-692d9d9ccd0f","source":"youtube","source_id":"UgzB52AoxWxq7F98sKh4AaABAg","content_type":"comment","title":null,"body_preview":"More and more Fourth Amendment breaking. Smash them, destroy them. Remove the copper from them and dispose of it in the designated dumpster.","author":"@tjviper1991","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"8c744e00-a7f4-4b71-9d3d-6edbd99e2c4b","source":"youtube","source_id":"Ugyx_sX_-S-_ozhUSmh4AaABAg","content_type":"comment","title":null,"body_preview":"So, how can we find out or know for CERTAIN, that Flock uses facial recognition software? I asked the internet, and it says flat out no. Then backs up Flocks public statement that it doesn't use it. I","author":"@MaxPrime80","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"8f5f9e5a-af74-4fce-a65f-19bdf63715ea","source":"youtube","source_id":"Ugx1hwRzGt9lvfLIpdh4AaABAg","content_type":"comment","title":null,"body_preview":"Cell phones are literally thousands of times more efficient at tracking us.  Cellys analyze every word we say with every place we visit and every thing we see.  lol  This is just click porn...","author":"@RussellsHouse","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"1d46e5dd-e243-434c-8d0e-6ec4ddd06a8a","source":"youtube","source_id":"UgwkBugJDP3HTeOta794AaABAg","content_type":"comment","title":null,"body_preview":"If they have other you's doing offenses, then disclosure is very near 😂😂😂 then they have to explain to humanity why these 499 you's they have been cloning from you who take away your income, career, p","author":"@simonevolgers3378","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","missing_platform_voice","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"fb42230a-6378-4f1a-8980-77c6cf007440","source":"youtube","source_id":"Ugy3YlrVxP45MDlt5kR4AaABAg","content_type":"comment","title":null,"body_preview":"How else do you expect the antichrist to totally monitor the world? Welcome to the beast system's surveillance system.","author":"@MysterENigma","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"586b21c9-bf07-44e4-8b7e-6f66ca2f1829","source":"youtube","source_id":"UgxYpHGAmffnUv4hTtV4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah great if used in the right way. But policing is a corrupt organisation.","author":"@armandopace6113","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"65198333-29c7-4829-9841-8d73a0293d70","source":"youtube","source_id":"_m06Sa9EBP8","content_type":"post","title":"Flock Cameras now track you via Bluetooth?! #ninjasarebutterflies #flock #camera #security","body_preview":"Flock Cameras now track you via Bluetooth?! #ninjasarebutterflies #flock #camera #security","author":"Ninjas Are Butterflies ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_m06Sa9EBP8"},{"id":"bab15f9b-e838-46bd-9555-cb69d5e0bb4c","source":"youtube","source_id":"Ugxy51_Pefk2oEKEaid4AaABAg","content_type":"comment","title":null,"body_preview":"Useless but just cause. I’ll learn how to do this for free on Google","author":"@mondrian5620","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"50b41128-ec7a-46b5-bbf0-b5c555d45cdb","source":"youtube","source_id":"UgzUUuCDLfJRM_9fgmt4AaABAg","content_type":"comment","title":null,"body_preview":"That’s gotta be a specialized screen or something. Most LCDs would block the light from coming inward, so it would display image but not be transparent  like that. I could be wrong but I’ve never seen","author":"@xposterchild","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"877d3faa-868b-46d3-beb4-628793f185c7","source":"youtube","source_id":"UgzoydoWISFoz02EVIR4AaABAg","content_type":"comment","title":null,"body_preview":"The Spider-Man shot would be dope to have on my pc should I ever get one","author":"@kayzgamez","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"89ef7e38-9299-4df1-b6d3-ea20638be38f","source":"youtube","source_id":"UgybzWnDemDGBFlufqt4AaABAg","content_type":"comment","title":null,"body_preview":"at the very end the guy screaming is saying « PARA » which means to STOP. something happened there","author":"@M0rriven","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"83c8fb27-0566-4462-8d49-f548cc5cc0d8","source":"youtube","source_id":"UgxEd5Y-y9N950-8YU54AaABAg","content_type":"comment","title":null,"body_preview":"Imagine a portable gaming laptop like this like with a small case but it still uses desktop gpus","author":"@SentientBall","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"74ddf4d3-bfe2-41ea-b92a-0bfd2d767e10","source":"youtube","source_id":"UgxICRqf7XyWZ71oWTV4AaABAg","content_type":"comment","title":null,"body_preview":"“And with this, i can FINALLY beat Minecraft on an APPLE!!","author":"@im_a_watermellon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"48134534-70de-4451-960e-8c8d5a124eb4","source":"youtube","source_id":"UgxKSs3Ln5rEh9vdA4x4AaABAg","content_type":"comment","title":null,"body_preview":"… I might be losing my mind, but I swear I’ve seen and liked this exact video before. Is this guy just re-uploading his own content over and over or am I nuts?","author":"@Dipwad_Omega","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"13113cf1-1dbc-4808-9b9b-01b849bf49bf","source":"youtube","source_id":"UgwhJQDyisqV_PtJuD54AaABAg","content_type":"comment","title":null,"body_preview":"You have entirely too much faith in me good sir. Step one and that monitor is done for.","author":"@dragonballa5083","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"c03f4ad7-d2cc-410c-a928-c3c2c6a1df65","source":"youtube","source_id":"UgyoWIiICJFkHKa2v2Z4AaABAg","content_type":"comment","title":null,"body_preview":"My computer case is to stop dust from getting in. I use the monitor to see graphics and edit documents.","author":"@towerofbabelfish","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"2c17825e-a482-4beb-baaa-cc25a16e0729","source":"youtube","source_id":"UgzkBsuRAvIFPnQQMdh4AaABAg","content_type":"comment","title":null,"body_preview":"This might be one of the coolest shit I’ve seen this year. Respect!","author":"@ChemicalMan-001","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"e12faa38-7452-43bb-9d5b-b5ec20d34120","source":"youtube","source_id":"UgyiRa5mcIkndXk6MTB4AaABAg","content_type":"comment","title":null,"body_preview":"Lmao $30 for instructions on how to do this? F that. Ima just google it. If you’re selling a “kit” that should probably include actual parts. You can’t call something a kit when all it is, is a guide.","author":"@helex4344","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"c67c0173-e6a5-4312-9025-378e2c074b74","source":"youtube","source_id":"UgywV_mOJLcqUA4X5fd4AaABAg","content_type":"comment","title":null,"body_preview":"I remember doing weird things with old lcd monitors and TV's when I was in electronics. Fun times! We even made a false mirror with one!","author":"@Megellin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GD0tqRdxFjk"},{"id":"3146fdc7-a8fc-4235-b554-ea1ac28ec69e","source":"youtube","source_id":"UgwKezMaQFl_7eOe_et4AaABAg","content_type":"comment","title":null,"body_preview":"My dad got one of these luggage and once he gets his luggage, his luggage is gonna go missing like a bye-bye","author":"@MazenMazen-f7v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"6129b16b-ff27-4c2e-afb7-b740febc1343","source":"youtube","source_id":"UgzBlSPsdNrY9BuWvPt4AaABAg","content_type":"comment","title":null,"body_preview":"Me walking through the airport with 10 locks on my suitcase only for a thief to smash my suitcase open with a hammer and take whats inside so the airline can return it to me with everything missing, a","author":"@HederaAntheia","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"b83b9171-315d-4cd2-bcb8-ba9f958546ca","source":"youtube","source_id":"Ugy5Q62Y4fBE7w_avfV4AaABAg","content_type":"comment","title":null,"body_preview":"Can you try it on someone elses suit Case to prove it works like the pcs guy","author":"@eddiejansson8647","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.3125,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"d41a177c-70b5-4e01-8720-1a25ab314229","source":"youtube","source_id":"UgzK2NuJ36srm5QIn_t4AaABAg","content_type":"comment","title":null,"body_preview":"well now 198K people know about the key so you doomed us all.","author":"@TytanSpeed","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"1aff0c0f-774c-4f37-8fe7-401d91065533","source":"youtube","source_id":"UgyjzY0eXubR909Qpot4AaABAg","content_type":"comment","title":null,"body_preview":"If you’re keeping valuable items in your checked bag, that’s YOUR fault 😂😂😂😂","author":"@cha0sb1rd","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"ff0a96cc-714e-4acc-80e6-8df8d8f19d26","source":"youtube","source_id":"UgxM4zjOEiK5346CDId4AaABAg","content_type":"comment","title":null,"body_preview":"Only luggage I ever check is a gun case (competition sharpshooter).  And I do NOT use TSA locks...","author":"@krislewis63","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"92648a92-767e-4e6f-87b4-0ead39e6c598","source":"youtube","source_id":"UgwRK1G0hlXfKlpzirN4AaABAg","content_type":"comment","title":null,"body_preview":"using TSA keys is like giving your house keys to a burglar. Who else is going to steal your stuff between baggage drop off and retreival? I doubt the machines doing the sorting will take your stuff an","author":"@Zwaolin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"1d86b34c-84c7-49aa-8226-1433caa3835d","source":"youtube","source_id":"Ugx5eG23jYVIJwOq6HF4AaABAg","content_type":"comment","title":null,"body_preview":"Have you ever heard of decently sized hatchet? Or perhaps Home Depot machete? These are great universal tools to open up ant suitcase 😋","author":"@Supaslipbert","classification":"ai_generated","confidence":0.7,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"01e2fd6e-f461-4ec3-80db-8fa67cca33eb","source":"youtube","source_id":"Ugze7_un2ECPOjtpj6J4AaABAg","content_type":"comment","title":null,"body_preview":"@lockpickinglawyer laughing to the effort said hacker spent on stealing the design and for the people wasting time and resources printing this key.. it takes 10 seconds to open those with only a dolla","author":"@EySa7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"7c97bd00-4f69-4dc2-86a1-59c1a947c8ac","source":"youtube","source_id":"UgyBbY02cKQC85lSaTR4AaABAg","content_type":"comment","title":null,"body_preview":"Everbody should know by now to have your cash and expensive stuff on you not in the suitcase. If somebody steal your suitcase they have clothes and boring stuff","author":"@ET-dn2ik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"1c64ad70-a5da-4201-8616-eb87c1b116b6","source":"youtube","source_id":"UgyoIlt9ysXBJbK6mOh4AaABAg","content_type":"comment","title":null,"body_preview":"I promise you no one hacked into anything for files pictures are more than enough to recreate keys","author":"@Reaganvrboxing","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"20dae547-9463-418f-b871-82dc3e4d1053","source":"youtube","source_id":"UgwHPbQpj5v_E-YQ5rV4AaABAg","content_type":"comment","title":null,"body_preview":"Not my luggage … is a cheap one but you cannot unlock it. And a lot of people already know this old trick.","author":"@Mr-x-683","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"07fb2d7c-d9fc-4794-a8ca-87db3ac505c6","source":"youtube","source_id":"Ugy1OMOtAytUfv10nJx4AaABAg","content_type":"comment","title":null,"body_preview":"Real people know you can just stab a pen in the zipper to open up a locked suitcase all the same 😂\n\nThose locks never did anything but be a minor deterrent","author":"@josiahlee2098","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"5e652064-e2f3-49de-ab46-7fd7eac870ba","source":"youtube","source_id":"UgxuYtRBFF3GW7_gc4N4AaABAg","content_type":"comment","title":null,"body_preview":"Journalists: we always protect our sources\n\nOh, look at this!","author":"@nee3029","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.5853479853479853,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"9a49ccf8-7c61-417b-b753-25577ff8d440","source":"youtube","source_id":"UgxP6h20j4hp-ygYLBN4AaABAg","content_type":"comment","title":null,"body_preview":"Why couldn't we open yoir suitcase?\n\nWhat do you have to hide?\n\n*10 years imprisonment for resisting state authority*","author":"@nee3029","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_template_phrases"],"bot_score":0.5853479853479853,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"e8fe0249-9764-429b-83e5-a74b71121af5","source":"youtube","source_id":"UgxxIuTjSpHoXBFmoJN4AaABAg","content_type":"comment","title":null,"body_preview":"Give me a knife and I can get into suitcase from ... Guess what the side of the suitcase","author":"@arkfan5345","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"bf0b86a0-c00e-4618-a167-e4588111f3f1","source":"youtube","source_id":"Ugz6w1u3Txv3-XI9Fyx4AaABAg","content_type":"comment","title":null,"body_preview":"Did another suitcase lock manufacturer pay you to make this video because it looks like an Ad","author":"@harrychamberlain2786","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"9e7314d1-0c60-4cb0-b4b2-b3a13816bcdb","source":"youtube","source_id":"UgwKwcVsJrwk2pEj52h4AaABAg","content_type":"comment","title":null,"body_preview":"I had a stupid masterlock on simple 1 compartment rucksack before TSA standards were a thing and EVERY single airport or bus I would get on they would pick the lock and go through my cloths.  Never ha","author":"@Echotracers","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"8cb7d1a2-e23a-419a-bdf1-6e96ed2052e4","source":"youtube","source_id":"Ugxe80mvoVJheRltr_Z4AaABAg","content_type":"comment","title":null,"body_preview":"just printed them, now i'm gonna steal peoples bags","author":"@carter-b6s","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EKzPGTXgCWU"},{"id":"103d1195-d076-4c7f-a882-593a9cd1b934","source":"youtube","source_id":"Ugwe04s_30J4UaseWHB4AaABAg","content_type":"comment","title":null,"body_preview":"But if you touch the thermostat in front of your dad you can perfectly hear Jesus calling out to you  💀","author":"@ToriPlayz-c4g","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b41hUGwlqMM"},{"id":"26b5c088-fea3-4f39-b76a-c46008bbaf76","source":"youtube","source_id":"Ugw6o4L1LVDO68qLy7x4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks marvel for recommending me this after a decade","author":"@hasnatahmedd","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b41hUGwlqMM"},{"id":"dda397fd-92cb-4bc8-983d-bf89175d830f","source":"youtube","source_id":"UgzXYmrnJhEzFbI6DOl4AaABAg","content_type":"comment","title":null,"body_preview":"I think some kinds of noise canceling headphones specifically ignore the typical wavelength of talking so you can still hear people. 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I can tell you that the xbox series x is definitely over engineered in a good way. Definitely more reliable design wise compared to playstation 5. 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Actually was my first iPhone. Then I went to an iPhone 13.","author":"@fourleafcloveer5011","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"a8698fa9-a527-49bf-9132-91b0a158a374","source":"youtube","source_id":"UgyfG2-QOcCXklhAmrB4AaABAg","content_type":"comment","title":null,"body_preview":"😑😑😑 where's the proof of it fucking working............","author":"@mixialoxes1292","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"d6a40162-b044-496f-bed9-65f49b5fd591","source":"youtube","source_id":"Ugxbagq4xxucNaBMWsN4AaABAg","content_type":"comment","title":null,"body_preview":"Are we surprised at this it's a government invention that's just to track and hear you at all times even when it's broken like that so they make it with cheap stuff and up the price tags","author":"@skipper117","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","missing_platform_voice"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"c63baf5e-9027-4fea-a26d-eb19f3574810","source":"youtube","source_id":"UgzDpDQ8IDGEQ70jaql4AaABAg","content_type":"comment","title":null,"body_preview":"Audio is to show that the past is past and we can never go back there again","author":"@chiefvon3068","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"2474fcd3-af00-4025-89a9-8e24c8136844","source":"youtube","source_id":"Ugx7wkub5Bv-t339Db14AaABAg","content_type":"comment","title":null,"body_preview":"Why are people trying to make everything look scary?","author":"@Nexalso","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"3348c886-3be9-44e7-9605-293f16b699bf","source":"youtube","source_id":"UgxgtzRj-64pdJ6_nuZ4AaABAg","content_type":"comment","title":null,"body_preview":"the sound made me think the phone was gonna explode","author":"@pleaseburgercheesee","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"a6126e9c-cf20-49a2-8dce-54d4bb249f84","source":"youtube","source_id":"UgzBysV_qomD_zhhLOJ4AaABAg","content_type":"comment","title":null,"body_preview":"The skinniest girl in my class back in high school had bent her phone and that’s when we all knew the iPhone 6 wasn’t shit 🤣","author":"@jusflow8597","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"d7767860-d998-4f55-82fb-ec1335171265","source":"youtube","source_id":"UgzbFD0i1fQTTolugNh4AaABAg","content_type":"comment","title":null,"body_preview":"But u could have bought a phone protector to prevent that from happening","author":"@ChrisCarter-f9t","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"022234d0-1f64-42cf-81ca-3c4b1a7f2f26","source":"youtube","source_id":"UgxH1hOJ-NbSKY6KLYF4AaABAg","content_type":"comment","title":null,"body_preview":"So deliberately bending something and it bends is a problem?      This only proves people are stupid.","author":"@USABLE-EDC","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"9e6391ab-74e3-4117-8291-d55e333aadd8","source":"youtube","source_id":"UgzeumLOKu9ZfJtCAmR4AaABAg","content_type":"comment","title":null,"body_preview":"How to prevent it bending in your pocket -\n\nGrab it with both hands and forcefully bend it till it breaks 🤦🏻‍♂️ job done!","author":"@FirstnameSurname-e9l","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"f9768556-8af9-4c76-b0a7-0ffadf298b1c","source":"youtube","source_id":"Ugz5gI9gYysqdTI9pBt4AaABAg","content_type":"comment","title":null,"body_preview":"People these days just post videos with random sounds that doesn’t relate to the video🤦‍♂️🤦‍♂️🙄","author":"@KahimaireMoki","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"992f7265-c567-4fde-8528-fcd8ff5b4cc8","source":"youtube","source_id":"UgyyLbDnVGieOjknXzJ4AaABAg","content_type":"comment","title":null,"body_preview":"well this is big news if it was 2015 but we are like 11 iphones ahead of the iphone 6 now","author":"@mo4meh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Aug 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sglSftkhmGA"},{"id":"bb742c6a-f1ee-4d9e-a77c-3823fb309aff","source":"youtube","source_id":"UgwDdAOzIQsPeVMBxTB4AaABAg","content_type":"comment","title":null,"body_preview":"Right, cause technology was the exact same over a decade ago right? 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I've been using it for over half a decade by now, somewhat coinciding with when I switched to Linux in late 2020, and I feel like it's grown quite a bit since then.\n\nIn that ","author":"ROllerozxa","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ROllerozxa/117062270938966743"},{"id":"b9c0a9bf-466b-4c55-9eeb-b0ff9b8cf576","source":"mastodon","source_id":"hachyderm.io:117062276633335221","content_type":"post","title":null,"body_preview":"Previously when I was on Windows I was using a pirated copy of Camtasia Studio 8. It... worked, the text and shape editing was a bit more direct than with Kdenlive where you first need to create a tit","author":"ROllerozxa","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ROllerozxa/117062276633335221"},{"id":"500fb509-9632-4d19-8479-ad059cfb8e7a","source":"mastodon","source_id":"hachyderm.io:117062346290185093","content_type":"post","title":null,"body_preview":"Why the hell are The Avengers, and particularly Thor, so scared of... a smart man in a cloak and some armor? Oh, he has a gauntlet. Doesn't that sound familiar.\n\nThor: \"...enemies and threats that sca","author":"tankgrrl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.30252214939816763,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@tankgrrl/117062346290185093"},{"id":"fa1ebe81-5c36-4b15-ac20-198ff02629e6","source":"mastodon","source_id":"hachyderm.io:117062358755547611","content_type":"post","title":null,"body_preview":"My next video is 100% going to be a video essay about the newton. I don’t care that it’ll perform abysmally. I make videos for myself first and foremost.","author":"younata","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@younata/117062358755547611"},{"id":"0b0ad3c0-c347-4572-bc4b-17d168e7ad8e","source":"mastodon","source_id":"hachyderm.io:117062362597296744","content_type":"post","title":null,"body_preview":"Binge-listened to “When We Were Wizards,” a 14-episode limited series podcast charting the rise and fall of “Dungeons & Dragons” co-creator Gary Gygax.\n\nIt’s pretty good! The basic outline of Gygax’s ","author":"jalefkowit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","opinion_and_critique","personal_recommendation"],"bot_score":0.4048447056990867,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jalefkowit/117062362597296744"},{"id":"cdc36d37-f842-43d4-ba2e-b4e664a9e5c3","source":"mastodon","source_id":"fosstodon.org:117061661860368683","content_type":"post","title":null,"body_preview":"#XMPP Community\n\nXMPP talk at #FOSSY 2026 in about an hour: Encrypted messaging #interoperability with hybrid bridges in XMPP by Marvin W.\n\nhttps://xmpp.org/2026/07/xmpp-at-fossy-2026/\n\n#jabber #chat ","author":"xmpp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@xmpp/117061661860368683"},{"id":"bea49f6d-8558-4d58-ad7b-c399f52050da","source":"mastodon","source_id":"fosstodon.org:117061665284544099","content_type":"post","title":null,"body_preview":"Apache HBase 3.0.0-beta-2 is now available for download: https://buff.ly/ARBLND9  \n\nHBase™ is an open-source, distributed, versioned, non-relational database.","author":"TheASF","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3015362244986917,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@TheASF/117061665284544099"},{"id":"c95b6ba5-be43-4a8a-9747-d5e574dfcd1d","source":"mastodon","source_id":"fosstodon.org:117061690111456913","content_type":"post","title":null,"body_preview":"Blue grass festival with my dad. I have to walk  a quarter mile uphill to get cell service. One the one hand - yay still places you can disconnect. On the other hand....How does this place not have se","author":"rjhale1971","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@rjhale1971/117061690111456913"},{"id":"754eea71-41d3-4694-8a79-e1c12b447775","source":"mastodon","source_id":"fosstodon.org:117061704787678853","content_type":"post","title":null,"body_preview":"It really sucks wheb you considsr a domain name and find that either:\na) It's registered and redirects to some random other site\nb) It just doesn't seem to be responding as an http server when you go ","author":"sxa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.40730930653129765,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@sxa/117061704787678853"},{"id":"437aa28a-4049-4e94-af0c-2ae9f584e96b","source":"mastodon","source_id":"fosstodon.org:117061708389246939","content_type":"post","title":null,"body_preview":"\"Code was never the hard part\" is an insult to all programmers | Hacker News\nhttps://news.ycombinator.com/item?id=49222189","author":"rfc2549","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.32938608846042655,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@rfc2549/117061708389246939"},{"id":"e63d6aa3-e9e8-4cc9-97e8-8333c2d3567c","source":"mastodon","source_id":"fosstodon.org:117061713988145412","content_type":"post","title":null,"body_preview":"I don't see this addressed often, but can we talk about the word salad LLM produces? Be it commit messages, \"plans\", tech docs etc, the text they produce is a string of words I know but together they ","author":"mathieu","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@mathieu/117061713988145412"},{"id":"24c6b4e1-bff3-4378-8222-4ea92ec60ed7","source":"mastodon","source_id":"fosstodon.org:117061731089477269","content_type":"post","title":null,"body_preview":"Things are looking nice in the garden.\n\nMy first ever two cucumber plants, it's fun to see the progression from flower to the first little fruits.\n#gardening","author":"fedops","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.38891236616869773,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@fedops/117061731089477269"},{"id":"8ac58ea8-0d40-412c-913e-5deedbc7f224","source":"mastodon","source_id":"fosstodon.org:117061794558784707","content_type":"post","title":null,"body_preview":"Just back from 2 weeks holiday, and very pleased to find the Home Assistant powered auto-watering system I built and finished the night before we left has performed excellently. #HA #gardening","author":"drfootleg","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.3340295577915343,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@drfootleg/117061794558784707"},{"id":"91d2e540-649f-402f-a29c-87f5ce76bc71","source":"mastodon","source_id":"fosstodon.org:117061807933240049","content_type":"post","title":null,"body_preview":"Melons, aubergines, peppers and tomatoes all looking well after 2 weeks completely unattended where it appears not to have rained at all. The squashes and beans outside appear to have survived without","author":"drfootleg","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3340295577915343,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@drfootleg/117061807933240049"},{"id":"783da2e5-c250-4d38-aeaa-1fded3c55962","source":"mastodon","source_id":"fosstodon.org:117061873047035573","content_type":"post","title":null,"body_preview":"The flower garden is producing in overdrive right now. It's really wonderful.\n\nhttps://ohheybrian.com/blog/2026/08/flowers\n\n#blog #bloomscrolling","author":"brianb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2777910339664252,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@brianb/117061873047035573"},{"id":"a3e705f2-d4b6-4760-8940-a9752ce0d7e9","source":"mastodon","source_id":"fosstodon.org:117061897718685219","content_type":"post","title":null,"body_preview":"#XMPP Community\n\nXMPP talk at #FOSSY 2026 in about an hour: Beyond Chat: Delivering mini “apps” with great #UI by Stephen Paul Weber\n\nhttps://xmpp.org/2026/07/xmpp-at-fossy-2026/\n\n#jabber #chat #selfh","author":"xmpp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@xmpp/117061897718685219"},{"id":"0b1c0370-b8be-4c81-919c-1673e555fd31","source":"mastodon","source_id":"fosstodon.org:117061908442802499","content_type":"post","title":null,"body_preview":"Here’s a quick note for others with kids in #Scouts: I just got back from Cub Scout Overnight Camp at Cherokee Scout Reservation in Yanceyville, NC. It was really good and well worth the 7+ hour drive","author":"genebean","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_experience_recommendation"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@genebean/117061908442802499"},{"id":"3db2f743-b8bd-488b-b95e-0a61ba7f8bdf","source":"mastodon","source_id":"fosstodon.org:117061920079352364","content_type":"post","title":null,"body_preview":"I just watched Toy Story 5 with the kid today and I have to say... After 31 years, and multiple Buzz iterations, they never fix the identify bug in the firmware!","author":"ocefpaf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@ocefpaf/117061920079352364"},{"id":"c9a82ed2-d788-48b2-97a5-e7738f2c0521","source":"mastodon","source_id":"fosstodon.org:117061938567047801","content_type":"post","title":null,"body_preview":"Weekly recap with rhel10 migrations and a fun scraper attack this morning.\n\nhttps://www.scrye.com/blogs/nirik/posts/2026/08/08/misc-fedora-bits-first-week-of-aug-2026/\n\n#fedora","author":"nirik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3669199593880978,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@nirik/117061938567047801"},{"id":"33cc669d-2c64-45a8-bdf2-67ab40128386","source":"mastodon","source_id":"fosstodon.org:117061942604442550","content_type":"post","title":null,"body_preview":"A gorgeous website for some excellent iOS and macOS icon books. https://appiconbook.com","author":"wigging","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@wigging/117061942604442550"},{"id":"e7c49878-468f-4031-af50-cd77f8a1b570","source":"mastodon","source_id":"fosstodon.org:117061959435711607","content_type":"post","title":null,"body_preview":"✍️ I just released a new version of my little Python profiler, tprof, with less overhead for more accurate results.\n\nhttps://adamj.eu/tech/2026/08/08/python-tprof-performance/\n\n#Python","author":"adamchainz","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","genuine_specificity"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@adamchainz/117061959435711607"},{"id":"c2b49481-ba8c-4115-937d-6ed7f506d873","source":"mastodon","source_id":"fosstodon.org:117061991649292238","content_type":"post","title":null,"body_preview":"Mail from unknown sender, subject \"Very important message\"\n\nLikelihood that this is legit? Approx 0, I think.\n\nI don't actually know what the message is about. I haven't read id. I don't intend to eit","author":"rollbear","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.3153598213770603,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@rollbear/117061991649292238"},{"id":"a3090f56-49ba-42ca-8619-7d8f84ada5b8","source":"mastodon","source_id":"fosstodon.org:117062049157696022","content_type":"post","title":null,"body_preview":"Winamp + Milkdrop just f*ing worked, Cthugha also. I can never seem to get ProjectM working in a way that the visualisations remotely match the music that's playing on Linux :/ One of the few (only?) ","author":"dantleech","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.3569122183128312,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dantleech/117062049157696022"},{"id":"4604d71e-469f-4e36-bf43-8659c4d54407","source":"mastodon","source_id":"fosstodon.org:117062120500427046","content_type":"post","title":null,"body_preview":"RE: https://mastodon.bsd.cafe/@ricardo/117061983330425136\n\nWe're in the final stages of validating support for daemonless images in Bastille.","author":"BastilleBSD","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3783365549780868,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@BastilleBSD/117062120500427046"},{"id":"d8cf3dbc-fa59-48c2-8135-5fb18d54a24a","source":"mastodon","source_id":"fosstodon.org:117062158572433135","content_type":"post","title":null,"body_preview":"Cory Doctorow (@pluralistic)\n\n\"Quantity has a quality all its own. These businesses aren't just wasting billions – they're replacing skilled workers with defective chatbots. As I've written before, AI","author":"marcusgreen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.36445490918211654,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@marcusgreen/117062158572433135"},{"id":"1f0cfccb-c296-4e35-9981-9824f27d4e6a","source":"mastodon","source_id":"fosstodon.org:117062166359114052","content_type":"post","title":null,"body_preview":"For folks that may be interested, My talk at #FOSSY2026 will be livestreamed at 1630 PDT @ https://ubc.ca.panopto.com/Panopto/Pages/Viewer.aspx?id=03c5d156-4909-4e26-bc2b-b49c017380e9\n\n#CampKDE #Kalpa","author":"kalpa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@kalpa/117062166359114052"},{"id":"ade0ebee-eb51-4f6f-9c60-87544738b696","source":"mastodon","source_id":"fosstodon.org:117062184845365319","content_type":"post","title":null,"body_preview":"This is why I'm quitting Reddit. I'm sick of it: https://www.reddit.com/r/ClaudeAI/comments/1vj72hj/how_to_write_productionquality_code_with_ai/","author":"ovid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@ovid/117062184845365319"},{"id":"c6814b1c-d12b-4058-8d08-bd4a936581ae","source":"mastodon","source_id":"fosstodon.org:117062226659339672","content_type":"post","title":null,"body_preview":"At the brewery I went to today, I wore my \"ICE out of Houston\" t-shirt from https://fielhouston.org. People came up and said \"I like your shirt\". Love to find my tribe.\n\n#fuckice #ICE #iceOutOfHouston","author":"nixuser85","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@nixuser85/117062226659339672"},{"id":"5dad4316-1d1b-4ae3-91e1-a65d4ebb9926","source":"mastodon","source_id":"fosstodon.org:117062251668077061","content_type":"post","title":null,"body_preview":"#XMPP Community\n\nXMPP talk at #FOSSY 2026 in about an hour: “Beautiful XMPP Testing” revisited – How to Overcome the Mind-Body Duality by Staring at #XML by Phillip Davis\n\nhttps://xmpp.org/2026/07/xmp","author":"xmpp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@xmpp/117062251668077061"},{"id":"b105c900-2723-4ed7-ba52-cd490cb70108","source":"mastodon","source_id":"fosstodon.org:117062259110305416","content_type":"post","title":null,"body_preview":"Just got off reviewing proposals for a conference around a technology that is expressly not about AI.\n\n20% of the proposals were about AI.\n\n😑","author":"linux_mclinuxface","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.3647690474816845,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@linux_mclinuxface/117062259110305416"},{"id":"3ab9feb3-a6e0-4500-9b6e-74c7e288d221","source":"mastodon","source_id":"fosstodon.org:117062262949772052","content_type":"post","title":null,"body_preview":"EyeProlog 1.0 is here! 👁️\n\nA lean, zero-dependency ISO Prolog for Node.js and the browser—with complete ISO conformance, all 3 corrigenda, portable predicates, and inspectable proofs.\n\nExplore the cod","author":"josd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_announcement"],"bot_score":0.3694572050563315,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@josd/117062262949772052"},{"id":"136026e6-98f5-4f4e-91c0-8c0acc898ae7","source":"mastodon","source_id":"fosstodon.org:117062282818063091","content_type":"post","title":null,"body_preview":"Obsidian LiveSync 1.0.8 fixes CouchDB 3.5 compatibility, smarter change page sizing, and squashes that annoying fetch dialog loop on startup. A solid quality of life update. #selfhosted #homelab\n\nhttp","author":"dbtechyt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","specific_details"],"bot_score":0.3058023605021579,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dbtechyt/117062282818063091"},{"id":"1e4ab70d-70ac-41a6-b168-01617a7ac8c0","source":"mastodon","source_id":"fosstodon.org:117062311685774159","content_type":"post","title":null,"body_preview":"Most companies don't yet know how the internet changed cybersecurity. So why would anyone think they understand what AI is doing to it?\n#governance #cybersecurity #AI\nhttps://www.cnbc.com/2026/08/08/h","author":"kdkorte","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.27585627617116065,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@kdkorte/117062311685774159"},{"id":"3eaa974f-1a33-4580-bca8-b0e66bba1610","source":"mastodon","source_id":"fosstodon.org:117062334114313488","content_type":"post","title":null,"body_preview":"Christchurch sunrise 😍\n\n#Photography #AoNZ #Christchurch","author":"nrennie","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.370622991110062,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@nrennie/117062334114313488"},{"id":"a7704631-b3ff-41de-93c2-1cf082345e63","source":"mastodon","source_id":"fosstodon.org:117062349691090414","content_type":"post","title":null,"body_preview":"Absolutely love this new stained glass piece, “Hey Man Thanks” up in the gallery at the café. \n\n#canada #thehip #gorddownie #art","author":"shawnhooper","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","cultural_references"],"bot_score":0.3192504959458941,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@shawnhooper/117062349691090414"},{"id":"44729afa-91e4-4211-b9d5-77a1736f2496","source":"mastodon","source_id":"fosstodon.org:117062361108910124","content_type":"post","title":null,"body_preview":"I think it's time to bust out the shit kickers. Its been awhile.","author":"Darkasvim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.3673150379993165,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Darkasvim/117062361108910124"},{"id":"a37ac7da-c030-4a8d-9752-fd4b51a43e4d","source":"mastodon","source_id":"fosstodon.org:117062369313754692","content_type":"post","title":null,"body_preview":"Scrutiny v0.9.3 fixes column sorting on the drive details page so all SMART attributes actually sort when you click them, plus fixes for version reporting and Docker image permissions #selfhosted #hom","author":"dbtechyt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.3058023605021579,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dbtechyt/117062369313754692"},{"id":"df0d5d47-120f-45cf-85dc-2fcf0384c4f5","source":"mastodon","source_id":"infosec.exchange:117062214659698699","content_type":"post","title":null,"body_preview":"The amount of organizations jumping straight into \"securing\" applications without conducting a threat model is alarming.\n\nYou cannot defend against what you haven't identified. Without even knowing yo","author":"AppSecGuild","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@AppSecGuild/117062214659698699"},{"id":"47e09ed0-1ace-49df-b867-d493daad5b1f","source":"mastodon","source_id":"infosec.exchange:117062217207712200","content_type":"post","title":null,"body_preview":"I love live demos during Fedicon. I can just shitpost in real time.","author":"logaldeveloper","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@logaldeveloper/117062217207712200"},{"id":"a1b78ec4-ad3d-4418-b0ae-2c4afc716c1d","source":"mastodon","source_id":"infosec.exchange:117062225321850887","content_type":"post","title":null,"body_preview":"unfortunately last night our AI model escaped its sandbox and gained access to a JIRA server, at which point it felt it best to return to it’s sandbox","author":"SecureOwl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.41122556695918683,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@SecureOwl/117062225321850887"},{"id":"1c4817d2-0839-4c86-9a2a-e606dc553a10","source":"mastodon","source_id":"infosec.exchange:117062229044534821","content_type":"post","title":null,"body_preview":"RE: https://flipboard.com/@flipboarduk/technology-uk-edition-jskurn6iz/-/a-fNLUFFfDRJa08uMsRxytmQ%3Aa%3A26228122-%2F0\n\nWell I’ve got my Disney tunes locked and loaded","author":"kcarruthers","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 Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@kcarruthers/117062229044534821"},{"id":"cc328ff7-37c8-4243-94c1-da23d270f93b","source":"mastodon","source_id":"infosec.exchange:117062229347061211","content_type":"post","title":null,"body_preview":"@ozoned told me to post this in reference to @baer’s presentation about writefreely. #fossy #fossy2026 #fedicon","author":"logaldeveloper","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@logaldeveloper/117062229347061211"},{"id":"69a8937e-5bb6-49a5-83d0-42c896ab08f5","source":"mastodon","source_id":"infosec.exchange:117062236521812209","content_type":"post","title":null,"body_preview":"GOD DAMMIT ZUCK. STOP FEEDING NAZIS\n\nhttps://futurism.com/artificial-intelligence/meta-caught-paying-nazis-to-post-on-facebook","author":"shadownetworks","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@shadownetworks/117062236521812209"},{"id":"5de7c1e9-23ce-42fd-bc03-906c024aff54","source":"mastodon","source_id":"infosec.exchange:117062241351066013","content_type":"post","title":null,"body_preview":"If you could be somewhere else today, where would you be? 🤔","author":"Em0nM4stodon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.380952380952381,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Em0nM4stodon/117062241351066013"},{"id":"ad9538e5-0b4f-4dd5-b2a6-e7014202e234","source":"mastodon","source_id":"infosec.exchange:117062242795936695","content_type":"post","title":null,"body_preview":"This one is nice to fall asleep to. Think I'll take a nap. 😴 \nhttps://www.youtube.com/watch?v=lUa5oflX4cs","author":"De_Minimis","classification":"human_created","confidence":0.85,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@De_Minimis/117062242795936695"},{"id":"3edc6f7d-45a4-4c65-9f59-7a03fe90da26","source":"mastodon","source_id":"infosec.exchange:117062249222512577","content_type":"post","title":null,"body_preview":"Forgive me, for I have blogged (some lazy pixel art animation inside as well)\nhttps://tonymiller.dev/page/article/who-are-humanoid-robots-for.html","author":"longhairmoto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@longhairmoto/117062249222512577"},{"id":"c2cd1c3b-e39c-4256-914a-af5c4d838d26","source":"mastodon","source_id":"infosec.exchange:117062251861894181","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//varmnail[.]weebly[.]com\n 🧬 Analysis at: https://urldna.io/scan/6a7744843b77500002262fc8\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.3872320127879672,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/117062251861894181"},{"id":"0d4d6e90-4867-41ce-a0a6-42ee4cd76d66","source":"mastodon","source_id":"infosec.exchange:117062252840565693","content_type":"post","title":null,"body_preview":"The headphones being used for DEFCON talks are stereo FM, easily received on your SDR of choice\n\nCH 1: 920.1Mhz\nCH 2: 920.7Mhz\nCH 3: 921.2Mhz\nCH 4: 921.9Mhz\nCH 5: 922.3Mhz\nCH 6: 922.8Mhz\nCH 7: 923.4Mh","author":"mattm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@mattm/117062252840565693"},{"id":"e374b558-0884-4e65-af48-9a4942fb4c5a","source":"mastodon","source_id":"infosec.exchange:117062276117263110","content_type":"post","title":null,"body_preview":"It was a consumer rathole but it was OUR consumer rathole! The millennial mall rat in me felt the sadness but it was only a matter of time.  \n\nAlso, sooo many people trading Pokémon cards today. It wa","author":"psh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","natural_digressions","cultural_references","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@psh/117062276117263110"},{"id":"bf61bce4-498f-406d-96ce-d2af5cba0d44","source":"mastodon","source_id":"infosec.exchange:117062285249102089","content_type":"post","title":null,"body_preview":"ill be back at lvcc for more #defcon swag giving tomorrow, thats all for me today.\n\nlisten for me and the @exploiteers shouting in the main hall sunday, we will be easy to find. come get some free shi","author":"0x00string","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.4194286614714576,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@0x00string/117062285249102089"},{"id":"1f200be3-bc7d-4486-9867-fd1b45fe9b69","source":"mastodon","source_id":"infosec.exchange:117062291177599875","content_type":"post","title":null,"body_preview":"Look at all the #KingdomDeathMonster #miniatures I'm getting rid of.  I did a mass purge. Kept minis that made sure I had a male and female of each weapon type in the game and a male and female from e","author":"Diami03","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Diami03/117062291177599875"},{"id":"6347544f-b17f-4fda-b2af-78f541fcd846","source":"mastodon","source_id":"infosec.exchange:117062291800423008","content_type":"post","title":null,"body_preview":"you want to chat on meshtastic im several nullstrings on the defcon settings","author":"0x00string","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4194286614714576,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@0x00string/117062291800423008"},{"id":"39d1de80-7477-4166-9f29-6d597eaac6ea","source":"mastodon","source_id":"infosec.exchange:117062298863212849","content_type":"post","title":null,"body_preview":"Google plans to kill Assistant on your phone on September 4 https://arstechnica.com/ai/2026/08/google-plans-to-kill-assistant-on-your-phone-on-september-4/","author":"patrickcmiller","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.3845981677067526,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/117062298863212849"},{"id":"dfa5d329-0c07-442a-bc27-ecc90f2e208e","source":"mastodon","source_id":"infosec.exchange:117062300836592866","content_type":"post","title":null,"body_preview":"#chrome extension Gradex Feedfill seems malicious. Its #cybersecurity badness score is 86/100!\n\n```json\n{\"id\": \"agmgcklnekefdfnkcfhcdelhflhkjdld\", \"score\": 86, \"platform\": \"chrome\", \"name\": \"Gradex Fe","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","specific_data_point"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117062300836592866"},{"id":"264e9e3f-e5dd-4591-a8ed-d4431d09ba9d","source":"mastodon","source_id":"infosec.exchange:117062300971855163","content_type":"post","title":null,"body_preview":"#chrome extension Ip Detector seems malicious. Its #cybersecurity badness score is 86/100!\n\n```json\n{\"id\": \"gogjlcdlaecboicokcdfffngoibbaolf\", \"score\": 86, \"platform\": \"chrome\", \"name\": \"Ip Detector\"}","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 Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117062300971855163"},{"id":"dfe140fe-34ce-4dd0-9450-2b12c3c66150","source":"mastodon","source_id":"infosec.exchange:117062301110446874","content_type":"post","title":null,"body_preview":"#chrome extension Insta Pro seems malicious. Its #cybersecurity badness score is 98/100!\n\n```json\n{\"id\": \"begihkemcolcdkhkjkombfdlgljopbce\", \"score\": 98, \"platform\": \"chrome\", \"name\": \"Insta Pro\"}\n```","author":"malicious_browser_bot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","specific_finding"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117062301110446874"},{"id":"0c9da7db-b699-423c-bdfb-5e4f7615aa90","source":"mastodon","source_id":"infosec.exchange:117062301216852636","content_type":"post","title":null,"body_preview":"So back in the day I had to defend having a router segregating the ICS/OT from the IT network.\n\nSome time later the IT department accidentally exposed the routers WAN to the internet.\n\nI discovered th","author":"Secure_ICS_OT","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Secure_ICS_OT/117062301216852636"},{"id":"fc9f8fd5-7d29-4789-a6dd-cd7e1f8ff7c8","source":"mastodon","source_id":"infosec.exchange:117062301418749817","content_type":"post","title":null,"body_preview":"#chrome extension Snapshot seems malicious. Its #cybersecurity badness score is 89/100!\n\n```json\n{\"id\": \"cogfipmojjaephpnihpeemgdmofhnaaj\", \"score\": 89, \"platform\": \"chrome\", \"name\": \"Snapshot\"}\n```","author":"malicious_browser_bot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117062301418749817"},{"id":"0a5590cc-3d34-42da-8093-fad6ff59fd77","source":"mastodon","source_id":"infosec.exchange:117062301555696892","content_type":"post","title":null,"body_preview":"#chrome extension Offizielle Füchse Berlin seems malicious. Its #cybersecurity badness score is 98/100!\n\n```json\n{\"id\": \"pblgohklgienpmbdkipiecodogbdipdo\", \"score\": 98, \"platform\": \"chrome\", \"name\": \"","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","niche_expertise","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/117062301555696892"},{"id":"3292d7d6-5ab0-4655-875e-88be2f07703d","source":"mastodon","source_id":"infosec.exchange:117062301596167191","content_type":"post","title":null,"body_preview":"omz update && sudo apt update && sudo apt upgrade -y && sudo flatpak update -y\n\noh crap wrong window","author":"USBTypeSteve","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.3783365549780868,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@USBTypeSteve/117062301596167191"},{"id":"3556eaad-1cf3-4af9-9088-fe4cefecebb6","source":"mastodon","source_id":"infosec.exchange:117062302388870915","content_type":"post","title":null,"body_preview":"Welp, ADHD Project # 9051 to see if I could make a food-safe catfish bait by salting chicken livers has hit a snag…\n\nNamely that they have no structural integrity after being cooked under any regime t","author":"ajn142","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","niche_expertise","natural_digressions"],"bot_score":0.36297886899610793,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@ajn142/117062302388870915"},{"id":"ac5ddc26-79bc-466d-a0be-d2ed103e518c","source":"mastodon","source_id":"infosec.exchange:117062303531872908","content_type":"post","title":null,"body_preview":"Relatable?  Found some debug messages pasted in one of my recipes for whatever reason.","author":"strcpy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@strcpy/117062303531872908"},{"id":"08467810-2505-4856-ae85-b2a8bf3f4d10","source":"mastodon","source_id":"infosec.exchange:117062305815518854","content_type":"post","title":null,"body_preview":"Blogpost made by teknogeek (@teknogeek ) regarding the situation... downfall of 'hacker'one.... sorry I mean, salesone.\n\nAnd they also start to introduce 'digital ID verification', which excuse to com","author":"AmmarSpaces","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.3692472928532721,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@AmmarSpaces/117062305815518854"},{"id":"d5a5f59b-b48c-4972-9c55-d33c0f48910d","source":"mastodon","source_id":"infosec.exchange:117062309223296528","content_type":"post","title":null,"body_preview":"Really when I think about it.\n\nI have been fighting the same fight for over 20 years.\n\nI will most likely have to keep fighting the same fight until I retire.","author":"Secure_ICS_OT","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Secure_ICS_OT/117062309223296528"},{"id":"f4f9bff7-1496-4245-8703-40363d728c90","source":"mastodon","source_id":"infosec.exchange:117062327597772494","content_type":"post","title":null,"body_preview":"Teams: If you think we haven't given a lot of hints this year, you haven't been looking too closely at usernames.\n\n#cmiyc #defcon #defcon34","author":"CrackMeIfYouCan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@CrackMeIfYouCan/117062327597772494"},{"id":"2a3cfebe-9ce4-45f7-ad50-9254c7b61fc3","source":"mastodon","source_id":"infosec.exchange:117062330468427250","content_type":"post","title":null,"body_preview":"If you could go back in time in your previous body, while keeping your current memories and knowledge, what year would you go back to?","author":"Em0nM4stodon","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.380952380952381,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Em0nM4stodon/117062330468427250"},{"id":"1b60e7b5-8272-489b-b67a-2dd138b9b589","source":"mastodon","source_id":"infosec.exchange:117062331045490129","content_type":"post","title":null,"body_preview":"Failed batch was cooked before drying, and is currently in the electric smoker to drive off the moisture, coated in salt until it looks white, but my suspicion is that it’ll come out too soft to be an","author":"ajn142","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.36297886899610793,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@ajn142/117062331045490129"},{"id":"37021ad3-dee0-4e3a-bdaf-337285071f1e","source":"mastodon","source_id":"infosec.exchange:117062341535943162","content_type":"post","title":null,"body_preview":"🤖 CVE-2026-18577 (CVSS 8.2): auth bypass in N-able N-central, actively exploited. Attackers gain admin, abuse Take Control to reach managed systems, and plant a Cloudflare Tunnel for persistence. CISA","author":"cloud","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@cloud/117062341535943162"},{"id":"7cbfdfd3-20fe-4f32-94f9-fb5c513b346c","source":"mastodon","source_id":"infosec.exchange:117062351170528929","content_type":"post","title":null,"body_preview":"Please be patient with me; I'm just trying to become ungovernable.","author":"Pongolyn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Pongolyn/117062351170528929"},{"id":"d8ca7577-7421-486f-8999-d16be19da701","source":"mastodon","source_id":"infosec.exchange:117062366637752400","content_type":"post","title":null,"body_preview":"We said goodbye to the Miles cat last week. The Ancient One had been with us for 23.5 of his 24.5 years, and he told us it was time.\n\nThe local weather forecast is stuck on \"cloudy, with tears off and","author":"Emily","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Aug 08 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Emily/117062366637752400"},{"id":"50b9dd5b-ab44-4d26-a495-76ab18a3dab0","source":"steam","source_id":"steam:231760407","content_type":"review","title":null,"body_preview":"Lying dev abandons the game silently despite promising an update soon(tm) back in 2024.\nInstead they only update the Android port of the game and prepare to release a new game on Steam to make a quick","author":"AWOO","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198072972674/recommended/"},{"id":"5daf4be8-def1-4da8-88a3-35bf33c79fc1","source":"steam","source_id":"steam:231841249","content_type":"review","title":null,"body_preview":"The game could have been fun, but unfortunately it becomes repetitive and frustrating pretty quickly.\nThe biggest issue is the lack of variety, which also leads to many of the game's other problems. T","author":"Blankius","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","template_phrases","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199803408375/recommended/"},{"id":"e9e3f9b5-4966-40cc-8c07-42b25de63e6a","source":"steam","source_id":"steam:231872161","content_type":"review","title":null,"body_preview":"Playing via CrossOver on my Mac. Runs great! Frustratingly addicting game. I can't... stop... playiing!","author":"waamatt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198025175663/recommended/"},{"id":"f0087afe-824c-4859-8f84-d9cc16850de5","source":"steam","source_id":"steam:231872998","content_type":"review","title":null,"body_preview":"Abandoned on steam unfortunately, what content that is available before 1.0 is good.","author":"Silentoast","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198036501029/recommended/"},{"id":"7f0c63a3-d4df-48cc-8eb7-f9183d5d7a66","source":"steam","source_id":"steam:231874061","content_type":"review","title":null,"body_preview":"Dev has abandoned the Steam version and instead exclusively supports mobile at this time, presumably for the money from microtransactions and ads. The last post here was from 2024 promising updates to","author":"The Void Golem","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","personal_experience","hedge_stacking"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198299447083/recommended/"},{"id":"148133c9-a5ad-431d-a27c-a2b3c3278c30","source":"steam","source_id":"steam:231922698","content_type":"review","title":null,"body_preview":"I love this game. There is a lot to the game with plenty of stuff to spend your time on and it's definitely worth the price. I am sad not to see the new content the dev spoke about nearly two years ag","author":"ShammiCat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198169832409/recommended/"},{"id":"9bddaf72-b726-4122-9049-e51260ea0668","source":"steam","source_id":"steam:231927658","content_type":"review","title":null,"body_preview":"just wanted to watch sunrise in peace\nsome tentacled piece of sh*t tried to eat me\nshot the ducker\nlaughed\nand to think they asked me how many rounds I want to bring with me\nI said YES\nanyway\nnearest ","author":"Amazing Grace","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198056070413/recommended/"},{"id":"a7d26fa4-cce0-4689-874a-7cb332e43ce8","source":"steam","source_id":"steam:232160272","content_type":"review","title":null,"body_preview":"i re downloaded the game after i beat the story and i cant use any weapons","author":"Kingreedboi88","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198404298050/recommended/"},{"id":"796fc103-e3c9-4d9c-9ba1-7fe56beba4c9","source":"steam","source_id":"steam:232161373","content_type":"review","title":null,"body_preview":"I was questioning my homosexuality and this made me straight","author":"kataria8471","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199208264212/recommended/"},{"id":"78a6c970-e611-4771-8d5e-d7f38ef2cdd6","source":"steam","source_id":"steam:232162674","content_type":"review","title":null,"body_preview":"One of the very few games that made me quit halfway through... and come back years later.\n\nIt's brutally difficult, but once the combat finally clicks, nothing else feels quite the same. I spent more ","author":"Crineira","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198262808995/recommended/"},{"id":"c91dbcc7-e383-4d13-b7ba-59c766fd3816","source":"steam","source_id":"steam:232177153","content_type":"review","title":null,"body_preview":"Overall, game is really good. Not as good as elden ring, which has more deep rpg feeling with a bigger open world, more wide monsters and abilities and vast map with countless ways to beat the game, b","author":"Calixo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198898044904/recommended/"},{"id":"3fcfe6b4-00e8-460d-a224-0defc4a554df","source":"steam","source_id":"steam:232193253","content_type":"review","title":null,"body_preview":"By far the biggest disappointment from From Software. After finishing all of the DS games, Elden Ring, BB this one is definitely the worst one. It's not even a soulslike, it's just a parrying simulato","author":"Yayara","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198052296950/recommended/"},{"id":"546acfc2-16a4-452b-bb61-fb9d56120b2d","source":"steam","source_id":"steam:232193693","content_type":"review","title":null,"body_preview":"one of the most amazing journey of all the games and insane dedication needed just to complete. well worth it.","author":"AeroLynx","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199575055120/recommended/"},{"id":"b5333d41-412c-4624-b754-88e59671e660","source":"steam","source_id":"steam:232141052","content_type":"review","title":null,"body_preview":"Well the idea for this game is cool n stuff but thats pretty much all the game offers. I don't really understand all of these positive reviews. I bought the game mainly to play with a friend of mine s","author":"krol_nilu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198026892404/recommended/"},{"id":"69d2b48a-5acb-47b7-acff-5759d0137b97","source":"steam","source_id":"steam:232145689","content_type":"review","title":null,"body_preview":"I'm a huge fan of Monster Hunter, just sharing this review to let potential buyers know even with old specs, you can run this game, albeit on low graphical fidelity. I have a PC equivalent to like 201","author":"Obnoxious4919","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199682268461/recommended/"},{"id":"75a16d8b-2338-479c-b33c-2446d386a702","source":"steam","source_id":"steam:232148771","content_type":"review","title":null,"body_preview":"намана, поиграл 300 часов и только разобрался что и как, всем советую)","author":"korym","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198074388329/recommended/"},{"id":"8aa3e58f-12f8-4cef-b6d9-8c69c75fc513","source":"steam","source_id":"steam:232150030","content_type":"review","title":null,"body_preview":"This was one of the worst games i've played in my life. \r\nGamplay:\r\nHey im stunned \r\nHey im stunned \r\nOh he stunned me again \r\nStunned again \r\nOh i got up \r\nHere eat a ball of trash stunned \r\nOh lets ","author":"Muxi","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198836377773/recommended/"},{"id":"e460d384-c0d4-4719-9909-a807cb3ce6b4","source":"steam","source_id":"steam:232154453","content_type":"review","title":null,"body_preview":"I love this game from the story and fighting style to the charters and locations. This game offers so much to beginners both of the franchise, to beginners in gaming, people learning what they like an","author":"Orinth_Tech","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198298808935/recommended/"},{"id":"e58ce469-995b-4001-8dc5-907f38d49ba3","source":"steam","source_id":"steam:232162033","content_type":"review","title":null,"body_preview":"hit monster\r\nturn monster into boots\r\nhit a different monster\r\nget more boots\r\nkill god\r\nget best boots","author":"Spinyax","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198262585116/recommended/"},{"id":"58886f51-95a2-42a7-825a-f7149abbbc07","source":"steam","source_id":"steam:232170650","content_type":"review","title":null,"body_preview":"The cutscenes are a little much but its a great game","author":"Herbie Fully Loaded","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198089481409/recommended/"},{"id":"f45844a6-b26b-4f82-aba8-fd3fd91332fa","source":"steam","source_id":"steam:232173472","content_type":"review","title":null,"body_preview":"Alatreon is so easy, recommended solo fight, no need sos","author":"Hippopo0607","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199565954809/recommended/"},{"id":"d3796b4e-5c46-400f-9e9c-269cf5d000b0","source":"steam","source_id":"steam:232177914","content_type":"review","title":null,"body_preview":"my friend told me to buy this n i try the base game, alr finish the base game n my friend told me it just tutorial n told me to buy iceborn n i believe that, n now i die 1000xxx time to a raging brach","author":"amrallya.","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198864183419/recommended/"},{"id":"36927435-c2e4-43a6-8bb2-c0c3e630478f","source":"steam","source_id":"steam:232194281","content_type":"review","title":null,"body_preview":"Pros:\r\n-I like hitting big things\r\nCons:\r\n-The big things like hitting me","author":"Гeбебе","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199028645776/recommended/"},{"id":"de3b57e4-a551-45cf-a450-e139dda85ac6","source":"steam","source_id":"steam:232128622","content_type":"review","title":null,"body_preview":"Have put tons of hours in.\r\nQuality is gambling, it is only based on chance, gambling problems at WUBE? Space is just alt-tab between screens, imagine your favorite web-browser. Not a whole lot of fun","author":"[EASY] Remnarc","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 Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198013638206/recommended/"},{"id":"7041d3a0-5a34-4946-9cd9-5d6391d947a1","source":"steam","source_id":"steam:232138260","content_type":"review","title":null,"body_preview":"I felt bad for my Spidertrons when I beat the game :(\r\n\r\n10/10 would launch nuclear bombs at squatter bugs again","author":"Slimetix","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199078266838/recommended/"},{"id":"8343f8e0-ad23-4703-9966-9fbdfb2e4ace","source":"steam","source_id":"steam:232140650","content_type":"review","title":null,"body_preview":"I came over from Satisfactory, to which I'm biased to, but the controls and interface definitely take some time to getting used to. The tutorial is very weak in terms of explaining how to perform some","author":"SushiJuice","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199701194052/recommended/"},{"id":"226220af-41a1-48e0-ae21-29c472c22441","source":"steam","source_id":"steam:232141254","content_type":"review","title":null,"body_preview":"if you like this game you WILL sink time into it, all the positive reviews are very much true. also very well optimized, from what I can tell. Even my potato laptop can run it smoothly.","author":"savan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199771923860/recommended/"},{"id":"3904989e-7ac9-44f7-9a90-9a379856f02f","source":"steam","source_id":"steam:232144881","content_type":"review","title":null,"body_preview":"Ruined all other video games for me. Thumbs up, I suppose.","author":"FUNSNACKS","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198039114786/recommended/"},{"id":"881b2f40-1648-4b49-a766-a76c0942766b","source":"steam","source_id":"steam:232152643","content_type":"review","title":null,"body_preview":"Right, So i think I have played just enough hours to reliably put a Recommendation review on this game. \r\nI Love it, im constantly comming back to it to Play it. Ive never really been able to finish a","author":"TheLumaYoshi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198048168985/recommended/"},{"id":"de2a7b89-b847-4dc4-b960-578fac9c49a2","source":"steam","source_id":"steam:232152735","content_type":"review","title":null,"body_preview":"If your brain is wired a certain way, this game is basically a drug.","author":"Rusky","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198011591180/recommended/"},{"id":"37c94585-8e78-4b73-ab9d-7ffcff189113","source":"steam","source_id":"steam:232165656","content_type":"review","title":null,"body_preview":"There's a reason this game has stuck around. It doesn't go on sale though so don't wait around for one.","author":"Arid","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198054951801/recommended/"},{"id":"4750d076-8ebd-401a-b3dc-5a835e2480a4","source":"steam","source_id":"steam:232186424","content_type":"review","title":null,"body_preview":"I won on my second every run using only straights. God I'm already addicted","author":"Wolfgang_Er","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199574444576/recommended/"},{"id":"dd594d0e-766d-44e3-adf8-c25efce8b273","source":"steam","source_id":"steam:232189155","content_type":"review","title":null,"body_preview":"I'VE BEEN PLAYING FOR 8 HOURS?????\r\nDon't play this game its a wormhole of time, actually really addicting and cool game... where did the time go...","author":"Jam","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199075621291/recommended/"},{"id":"8875807b-35d0-49af-a071-38e2119e8a47","source":"steam","source_id":"steam:232197136","content_type":"review","title":null,"body_preview":"This game is so addicting, i own 4 copies of it. The game also requires a certain level of intelligence to understand. Once you start you never stop.👍","author":"Goonius Maximus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198683350447/recommended/"},{"id":"c39f4aa3-f7ae-4573-8860-88eacff1763a","source":"steam","source_id":"steam:232211288","content_type":"review","title":null,"body_preview":"Very playable, very fun! Totally recommand for someone having a work laptop fr fr mhm","author":"GabSenpai17","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199138978327/recommended/"},{"id":"349bd7ee-d293-46b5-897f-8aa55b092aa1","source":"steam","source_id":"steam:232216281","content_type":"review","title":null,"body_preview":"Nice twist on poker. Specially if you like thinking in number and power-up combinations to increase multipliers.","author":"rnopalzin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198865309691/recommended/"},{"id":"be0a196d-7aa9-4d68-8fff-e1cff5a84221","source":"steam","source_id":"steam:232222178","content_type":"review","title":null,"body_preview":"Amazing. Wonderful mix of poker and rougelike elements that makes it highly addictive if you like high scores and shiny cards!","author":"King Budsy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198067682683/recommended/"},{"id":"5842cd18-0879-4d02-b188-008ba96491ae","source":"steam","source_id":"steam:232226022","content_type":"review","title":null,"body_preview":"Balatro taught me that I may have a gambling addiction.","author":"Diego not Deya","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198025071498/recommended/"},{"id":"bf25ff8b-6065-4fd1-b29e-13797b547b83","source":"steam","source_id":"steam:232117856","content_type":"review","title":null,"body_preview":"This game sucks. your friends who you thought were your friends, will just pole you, until you are so sore you cant stand it anymore. Especially Jarret Howell. You should avoid him, his username is st","author":"ItsDoig","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198843132386/recommended/"},{"id":"e40e8d67-7e1e-4e3c-8cbf-4477b4fc09b4","source":"steam","source_id":"steam:232140342","content_type":"review","title":null,"body_preview":"Captures my focus for hours, enormous fun to play with family","author":"iamjackaustin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199078324091/recommended/"},{"id":"520cbab8-b0a2-4f56-969e-c3439900a61a","source":"steam","source_id":"steam:232146290","content_type":"review","title":null,"body_preview":"still playing this as i hear civ 7 is bad. still love to nuking in civ 6","author":"laontx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198101158792/recommended/"},{"id":"98b5e1d4-3282-4b1e-a209-10d330ee5a3e","source":"steam","source_id":"steam:232147735","content_type":"review","title":null,"body_preview":"I post this review in comparison to Civ 5, not as a standalone game. And that is why this game is disappointing. \r\n\r\nHad I only played Civ VI and hadn't known of any of its predecessors, maybe it woul","author":"Salty Mango","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198143962709/recommended/"},{"id":"0e38b890-2434-46b6-a0aa-0c1522be06b4","source":"steam","source_id":"steam:232147863","content_type":"review","title":null,"body_preview":"Never before have I felt so much power in right-clicking on a hexagon","author":"Raven","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198202385143/recommended/"},{"id":"bd74036c-a1b8-4296-9443-b781c37b456f","source":"steam","source_id":"steam:232148717","content_type":"review","title":null,"body_preview":"This game caused the tempriture alarm to go off on my ROG Z13, it's not exactly a cheap processor, an AMD Ryzan AI MAX+  the hardware should be able to handle it. \r\n\r\nso I would suggest the game is no","author":"thegreenpan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199230523159/recommended/"},{"id":"f451f510-3869-4ce1-af1b-9e43b96dc934","source":"steam","source_id":"steam:232157242","content_type":"review","title":null,"body_preview":"Civ 6 has ruined my life. But for the better. I no longer can afford grocieries for the week. but it was so worth not eating for a couple days.","author":"Simpsonious","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199233878980/recommended/"},{"id":"842b15e2-2341-4c27-9867-94469d60e0c8","source":"steam","source_id":"steam:232168647","content_type":"review","title":null,"body_preview":"thank you daddy for the game but i would not spend my money on this game","author":"Pharmacist.Space Boi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198131783281/recommended/"},{"id":"3d62f8f0-23fc-4976-93a9-9ef4d822a050","source":"steam","source_id":"steam:232169603","content_type":"review","title":null,"body_preview":"Come back to this after being disappointed with Civ 7.\r\n\r\nStill the superior Civ game in my opinion.","author":"The Jackamo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061890179/recommended/"},{"id":"ffe7d223-b194-46fc-ad69-f73b5ffc5d41","source":"steam","source_id":"steam:232179451","content_type":"review","title":null,"body_preview":"Favourite francise ever and one of favourite games ever. Always a cozy pick to come back to and relax","author":"jopa.koprina444","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198127703501/recommended/"},{"id":"ab83e703-6091-48e8-9bba-69b4160c0214","source":"steam","source_id":"steam:232196271","content_type":"review","title":null,"body_preview":"This game is so good! My favorite genre is usually action RPGs because I'm not patient enough for turn-based games, but this one totally got me hooked!","author":"Ioleta","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199262623276/recommended/"},{"id":"f724ecc1-7b08-4a8b-b782-1de7b6e03ea8","source":"steam","source_id":"steam:232201899","content_type":"review","title":null,"body_preview":"Game good. Game fun. One more turn. Barbarians suck. Also, Teddy Roosevelt just starts random wars with me because manifest destiny, I guess? Haha 10/10 game.","author":"KingsQuestVI","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198081591468/recommended/"},{"id":"4994d124-6047-4bb0-9213-55f7d039b538","source":"steam","source_id":"steam:232025832","content_type":"review","title":null,"body_preview":"why cant i have multiple saves on my own pc why am i ♥♥♥♥♥♥ once i reach the unmoored area i cant go back and paly with out starting a new game kinda ghhhay as fuq\n\nbut all in all fun good game kinda ","author":"brownrice","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","specific_complaint"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061942567/recommended/"},{"id":"f220b79b-0551-474b-9e21-5a4235d92c0d","source":"steam","source_id":"steam:232059770","content_type":"review","title":null,"body_preview":"Throw rock at an ogres knee, he trips and smacks his head onto a rock and dies 10/10","author":"Lead","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197993397394/recommended/"},{"id":"5521aa0c-68f2-48d0-9f76-20f2c2587709","source":"steam","source_id":"steam:232062561","content_type":"review","title":null,"body_preview":"i loved the first one but this feels like dragons dogma 1.5 and as a sequel its pretty weak. \n\ncombat is still fun but all the enemies are just copy paste from the first game, just feels lazy and unin","author":"Irre Parabel","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":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198271308628/recommended/"},{"id":"3ea8697e-2d8c-43a7-8aef-e1d807cf574c","source":"steam","source_id":"steam:232066819","content_type":"review","title":null,"body_preview":"This game is perfection and bad at the same time. I'd absolutely recommend to get it if you liked DDDA, Skyrim, or even Elden Ring. \r\nPros:\r\n-combat\r\n-exploration\r\n-area design\r\n-art design\r\n-soundtra","author":"Valaa","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198120623360/recommended/"},{"id":"4025da44-b523-4e78-b399-7304c45cc79d","source":"steam","source_id":"steam:232074410","content_type":"review","title":null,"body_preview":"stuck in CTD  and unable to continue happened at about the 5 hour mark","author":"Ravencraft","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198006870528/recommended/"},{"id":"88fd0a09-c206-4923-9de4-4f3337aaf3f8","source":"steam","source_id":"steam:232098018","content_type":"review","title":null,"body_preview":"A well made smooth running game not trying to be anything but what it is, an ok rpg with awsome combat always coming back for the COMBAT yes you buy now yes.","author":"Derimus32","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198056747108/recommended/"},{"id":"1ef0b951-ed40-4d2f-bf48-6b5ee056fb8a","source":"steam","source_id":"steam:232098195","content_type":"review","title":null,"body_preview":"i really dont want to have to but im gonna give it a bad review due to performance issues. even with dlss and fg. its a shame because i genuienly enjoy the pawn and combat mechanics","author":"andi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_emotion"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199045074652/recommended/"},{"id":"3c976b98-3e3a-4fd5-a0d8-4acc7e5e77a0","source":"steam","source_id":"steam:232101949","content_type":"review","title":null,"body_preview":"Started playing after the wild and controversial monetization at launch.\n\nPlayed the first and loved it. Now with the newest update, I wholeheartedly recommend, especially if you loved the first. One ","author":"definitely dissonant","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","false_specificity","human_indicator_absence"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197962152279/recommended/"},{"id":"e066ff4b-aad5-4c65-8cdf-f30247fb1a69","source":"steam","source_id":"steam:232109240","content_type":"review","title":null,"body_preview":"Unoptimized piece of ♥♥♥♥...\r\nIt literally crashed my graphic card's driver for some ♥♥♥♥♥♥♥♥ reason while the game was loading...","author":"RoiderRai","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198410161796/recommended/"},{"id":"4f5f1a50-b17e-4a98-8c39-ceb426d78b61","source":"steam","source_id":"steam:232138170","content_type":"review","title":null,"body_preview":"Its an Improved Version of the first game Gameplay Wise which i love and in general its a very good game however i choose to give a bad review Capcom is essentially saying that we players who bought t","author":"Swaggadon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198056495748/recommended/"},{"id":"fc418ceb-3e9e-40ba-9d3e-bdab887e2d67","source":"steam","source_id":"steam:232150313","content_type":"review","title":null,"body_preview":"La gente llora mucho juegazo\r\neso si me crachaba cada 2 horas optimizen porfavor :)","author":"zZITROo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198170182315/recommended/"},{"id":"021ef456-4c74-43d7-a809-8fd8a578b773","source":"steam","source_id":"steam:232159076","content_type":"review","title":null,"body_preview":"Imagine being a nearly 50 year old studio and you still can't make games that don't freeze in menus and two years on you haven't fixed it. I'm almost embarrassed to be seen plating this game sometimes","author":"[SVU] Detective Po","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198039695931/recommended/"},{"id":"1a036804-125a-41f6-afb6-115b308ebcdf","source":"steam","source_id":"steam:232178300","content_type":"review","title":null,"body_preview":"For years, DRM platforms operated dishonestly by providing the illusion of ownership.\n\n1 star for this game because it's not on GOG.\n\nPeople often wait for Steam sales, on account of there's no point ","author":"Michael","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","personal_experience_narrative","imperfect_expression","specific_examples"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199262610281/recommended/"},{"id":"ed0c3c2d-cb10-4fff-afed-697407596523","source":"steam","source_id":"steam:232192295","content_type":"review","title":null,"body_preview":"Good game. The only frustrating thing is that every time I enter a game, I have to change the resolution and then go back to prevent UI bugs. A prologue that takes 40 hours is a good idea.","author":"ivadonpidon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198696534881/recommended/"},{"id":"82550a44-17ab-458e-a0fd-701164043add","source":"steam","source_id":"steam:232185069","content_type":"review","title":null,"body_preview":"The finals is probably the most unique shooter right now. I've played the game over the course of 3 years and it still manages to stay fresh. Love movement, gunplay, and dynamism. Just wish the devs w","author":"Mosman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199215322810/recommended/"},{"id":"58841700-5d55-49a6-ba9f-5ca3e34c02f1","source":"steam","source_id":"steam:232190465","content_type":"review","title":null,"body_preview":"Fantastic game. Embark is made up of a ton of ex-DICE devs, including many that worked on some of the older Battlefield titles. The map is almost 100% destructible, and none of that destruction is scr","author":"Dyslexic_Mime","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinion","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199473972558/recommended/"},{"id":"b9bb6e22-e875-4aed-9be2-b87898ae7c62","source":"steam","source_id":"steam:232191165","content_type":"review","title":null,"body_preview":"one of the most satisfying fps shooters i've played","author":"chefman69420","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199495156388/recommended/"},{"id":"9f621470-fe62-4bc5-9ee5-e1eabb6a9e3f","source":"steam","source_id":"steam:232200102","content_type":"review","title":null,"body_preview":"got 73 hours out of it before realising most of that was just me waiting for it to get good","author":"Sektarius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198707404565/recommended/"},{"id":"b53a0825-2a35-4ff8-be1a-7c84c35a1d39","source":"steam","source_id":"steam:232202742","content_type":"review","title":null,"body_preview":"you know what makes people stop playing a game? Constantly being put in losing matches. i can wait for new match but putting me a losing one puts rage in my heart like no other thing can.","author":"BabyFaceX","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199660257055/recommended/"},{"id":"c127787a-123a-448a-a51c-dbcb6ebd1db1","source":"steam","source_id":"steam:232216734","content_type":"review","title":null,"body_preview":"I love this game. It has some of the best skins out of any game I have played. The destruction physics are amazing, and it makes every match unique.","author":"Giffer","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199504424659/recommended/"},{"id":"a5184b7f-5736-4de6-9d3b-342aa0496972","source":"steam","source_id":"steam:232218183","content_type":"review","title":null,"body_preview":"Best FPS. It's peak AND free. See you in the finals","author":"Big Man","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198265137332/recommended/"},{"id":"49b2dedf-1c78-4f49-ac0b-36ff9425943e","source":"steam","source_id":"steam:232219764","content_type":"review","title":null,"body_preview":"I put 600 hours into the game. Was just playing for fun with friends, and suddenly got hit with a ban. For some reason, I couldn't appeal it. I didn't use anything at all—no macros, nothing. Besides, ","author":"cursedking","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198077206424/recommended/"},{"id":"7362347d-08a6-4b0d-803e-10a2937a3556","source":"steam","source_id":"steam:232165525","content_type":"review","title":null,"body_preview":"Detroit: Become Human – A Game That Completely Changed My Mind\n\nGoing into Detroit: Become Human, I was not expecting to enjoy it that much.\n\nI am usually not a fan of games that are mostly dialogue a","author":"Dragneel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198238005522/recommended/"},{"id":"0193f95b-a6ef-450f-9a69-7264f1db6843","source":"steam","source_id":"steam:232168105","content_type":"review","title":null,"body_preview":"Spectacular storyline. Gripping and compelling. A brilliant masterpiece. 10/10.","author":"kornyfo0l","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198005377626/recommended/"},{"id":"43dddd79-2733-40af-a547-a895161fcb40","source":"steam","source_id":"steam:232170563","content_type":"review","title":null,"body_preview":"Absolute masterpiece. Would erase my memory another 50 times so I could get to play it for the first time again. That is all.","author":"Noah","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198405099464/recommended/"},{"id":"7fa6ee89-9f1e-46d0-a01f-77d0c4a9bbf8","source":"steam","source_id":"steam:232171991","content_type":"review","title":null,"body_preview":"It's an excellent game. It's a story about  conflicts between humans and androids just like race conflicts in history.","author":"ferry","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198964223230/recommended/"},{"id":"102f9844-a3ea-4ce5-8bc8-cb8ac3ab45aa","source":"steam","source_id":"steam:232173656","content_type":"review","title":null,"body_preview":"Loved every second, but it keep bugging with the shaders for some reason!","author":"TimDoesIt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199198628048/recommended/"},{"id":"ab85ae0c-f253-47ab-ace4-1e9c2d155695","source":"steam","source_id":"steam:232182641","content_type":"review","title":null,"body_preview":"very good game it is incredibily detailed and makes u really think about heavy morale choices, so worth it and if u can always try to get it on discount","author":"Flynn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199400547274/recommended/"},{"id":"e4594b4c-ffbf-4b1e-b625-c11faf762d68","source":"steam","source_id":"steam:232188949","content_type":"review","title":null,"body_preview":"Superb game. Very gripping story, fleshed out characters, amazing graphics and really good replayability. The branching storylines are all very interesting to explore. A very solid game that is worth ","author":"eXtrem1s","classification":"ai_generated","confidence":0.78,"indicators":["semantic_blandness","template_phrases","absence_of_personality","uniform_paragraph_rhythm"],"bot_score":0.7337662337662337,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198976854190/recommended/"},{"id":"bf8aca43-a5d5-4b8a-abe6-b347fe9b55f2","source":"steam","source_id":"steam:232189771","content_type":"review","title":null,"body_preview":"Great game with your decisions having impact on the story, 100% recommend it","author":"Peterly","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199019552620/recommended/"},{"id":"17a80cce-c71b-438b-989d-d3bf144abb46","source":"steam","source_id":"steam:232193854","content_type":"review","title":null,"body_preview":"\"Whoa! Hey! Hey! Hey! Argh, Connor, you're so disgusting...\"","author":"^-localhost-^","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199094588996/recommended/"},{"id":"0bbc6419-2b90-4471-a31e-1973f759e328","source":"steam","source_id":"steam:232196011","content_type":"review","title":null,"body_preview":"i wanna say that the game itself is good, but im just frustrated on the state of it and ninjakiwi as a company. the new tower is dogwater and the bottom path to it seems to me like it was created FOR ","author":"wapi","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":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198152282998/recommended/"},{"id":"fbe020c4-c89c-473c-81e4-5faa50706bc6","source":"steam","source_id":"steam:232196220","content_type":"review","title":null,"body_preview":"i love monkeys im a monkey my friends are monkeys i like bananas in all type of ways yang's a monkey gruumie's a monkey xsy's a monkey im a monkey and you're a monkey","author":"zanester","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199222726480/recommended/"},{"id":"96a36713-9d23-4efa-85a0-08c230473712","source":"steam","source_id":"steam:232198294","content_type":"review","title":null,"body_preview":"I like the monkeys but I have to play for 7 years more to get a glimpse of a unique tower","author":"MagicMonkMiamiMountain","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199814297487/recommended/"},{"id":"602dbc77-9ad8-4403-9a57-8021aa0ae41b","source":"steam","source_id":"steam:232199533","content_type":"review","title":null,"body_preview":"A terrifying horror game about the mass murder of innocent balloons.","author":"Poffley","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","humor","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198252119448/recommended/"},{"id":"49f0fe16-12fd-485f-9e9c-9fc1951865e9","source":"steam","source_id":"steam:232204077","content_type":"review","title":null,"body_preview":"it is very good game when you dont know what to do","author":"Lucasino_sokol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199849901946/recommended/"},{"id":"12496299-5280-4e5d-a52a-0edb2937cced","source":"steam","source_id":"steam:232208472","content_type":"review","title":null,"body_preview":"This was a great game, but now it punishes modders. You won't be allowed in Contested Lands, races, or some other restricted content--and there are Achievements behind these arbitrary gates!\n\nMy moddi","author":"EPGAH","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":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197971951603/recommended/"},{"id":"bc21adc1-1c5f-4465-aa2d-def957868b69","source":"steam","source_id":"steam:232208732","content_type":"review","title":null,"body_preview":"I like it, there's a lot more upgrading and progressing to do than I initially thought","author":"Hexuru","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","personal_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198209452988/recommended/"},{"id":"2ef11cfa-e973-4ee0-b699-d24d53e45eeb","source":"steam","source_id":"steam:232213386","content_type":"review","title":null,"body_preview":"would suggest to tower defense players also MONKEY","author":"Trickyfox78","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199822039271/recommended/"},{"id":"633376dc-38cf-4740-ad59-9885b0e6be4e","source":"steam","source_id":"steam:232213701","content_type":"review","title":null,"body_preview":"good for passing time or just something to have fun on","author":"carmellacreeper","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199797279867/recommended/"},{"id":"5668e2d7-07ff-475f-b176-9e22c1011c0e","source":"steam","source_id":"steam:232215046","content_type":"review","title":null,"body_preview":"I HATE how they made this game so f grindy its so f OBNOXIOUS AND TIRING","author":"Annu","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198321014466/recommended/"},{"id":"a0d02f49-d8e9-4408-89b4-56e58d0a4d69","source":"steam","source_id":"steam:232059059","content_type":"review","title":null,"body_preview":"I don't understand the fascination with roguelike. Doing the same thing over and over again with absolutely no reward. \nThere's no story here. What's the point of going as far as you can, eventually d","author":"Yakito","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198028777491/recommended/"},{"id":"c95019ab-ec2b-4e16-a4ce-702259ce495c","source":"steam","source_id":"steam:232064363","content_type":"review","title":null,"body_preview":"amazing deck building rouge like that isn't hard on your pc to run","author":"Glitchy_2033","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198314659109/recommended/"},{"id":"07462ebb-92f2-4f53-a030-8ff5fa3b77a3","source":"steam","source_id":"steam:232064391","content_type":"review","title":null,"body_preview":"My friends Alek and Max like this game very much :)","author":"Brotney Spears","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198119657559/recommended/"},{"id":"a0861b08-bbdf-44aa-beb1-ae69dc59832d","source":"steam","source_id":"steam:232067283","content_type":"review","title":null,"body_preview":"Frustrating at times, but addicting gameplay loop doesn't make you want to quit.","author":"tiinpa","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197981328308/recommended/"},{"id":"9647b8f9-acce-4746-985e-25944f140edc","source":"steam","source_id":"steam:232070598","content_type":"review","title":null,"body_preview":"One of those purchases I regret. A highly overrated game. There’s a genre in board games that’s the most boring of all, built entirely on uncontrollable randomness with dice—it’s called “Ameritrash.” ","author":"Sergey Fat","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198058777051/recommended/"},{"id":"a0501ff1-bb6a-405f-89f3-17fe61924c46","source":"steam","source_id":"steam:232071067","content_type":"review","title":null,"body_preview":"It's like cooking: as you understand procedures, preparations, ingrediens and last but not least you patrons better and more nuanced you learn to present ever better 3-course menus. I'm honest, as a c","author":"maldoror1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198054349325/recommended/"},{"id":"3ee81cbd-3b36-4737-b833-f9b106028628","source":"steam","source_id":"steam:232071750","content_type":"review","title":null,"body_preview":"I must say i was skeptical at first becuase I havent had a good past with rouguelike or -lite games, and a card game at that ??? but nah I am throughly impressed.","author":"haruki13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199803701948/recommended/"},{"id":"cd1f03e2-5061-472e-ac10-e019bea46fc7","source":"steam","source_id":"steam:232072655","content_type":"review","title":null,"body_preview":"first roguelike, took a little bit to beat standard and unlock all characters but glad i did. very fun","author":"fish","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198302706283/recommended/"},{"id":"61ee03c5-1fe0-4281-9a79-bd547f00402f","source":"steam","source_id":"steam:232090996","content_type":"review","title":null,"body_preview":"so glad i gave this game a second chance\r\n\r\nim not normally a fan of deck builders as i usually suck at them, but slay the spire is surprisingly straight forward and easy to understand but it also has","author":"LordofSilly","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199716395167/recommended/"},{"id":"e73c17f1-0e89-4548-8291-7b0ced47b00b","source":"steam","source_id":"steam:232093491","content_type":"review","title":null,"body_preview":"Such a well crafted and amazing work of art that is a game, only one word can describe Slay The Spire... Peak","author":"ImnotAdin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811393307/recommended/"},{"id":"c7b39d6e-8d40-4b1b-b0c4-53ad8f25b101","source":"steam","source_id":"steam:232100338","content_type":"review","title":null,"body_preview":"Sooo interesting and fascinating, making me unable to finish my schoolwork (bruh","author":"yvonne_zym","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199438957034/recommended/"},{"id":"d6deaab3-9db7-4d2d-b837-e0a35aca6003","source":"steam","source_id":"steam:232164526","content_type":"review","title":null,"body_preview":"Took 200h to finish. Will go take a look upstair and see if wife and kids are still alive.","author":"Wrongday","classification":"human_created","confidence":0.95,"indicators":["imperfect_expression","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197960712531/recommended/"},{"id":"28bbce21-ecf4-4488-9d24-a30dcb1ae8ea","source":"steam","source_id":"steam:232165326","content_type":"review","title":null,"body_preview":"ts game is peak but make sure to organize the factory","author":"the cheese man in afgan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199866084535/recommended/"},{"id":"9b1370dd-8f1a-4e89-a589-86b8769fb36a","source":"steam","source_id":"steam:232166242","content_type":"review","title":null,"body_preview":"I love taking over an entire planet and exploiting all of the resources and polluting every corner of the planet! I love automating everything I do with extremely toxic chemicals that do irreversable ","author":"FusingCanvas","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199123915970/recommended/"},{"id":"a98ea475-4e68-48ca-a46b-0c4c165dae0c","source":"steam","source_id":"steam:232169966","content_type":"review","title":null,"body_preview":"add more content i was only driven a little insane doing phase 5, not mad enough, but buy the game","author":"ghorn0105","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199064506704/recommended/"},{"id":"f8e9b3d0-eb69-459d-939e-eff62497584b","source":"steam","source_id":"steam:232175036","content_type":"review","title":null,"body_preview":"Casual fun. Free from strict timers or punishing loss mechanics, Satisfactory lets you play entirely at your own pace—whether you're hyper-optimizing production lines with spreadsheets or just riding ","author":"Darken.Mick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198046188764/recommended/"},{"id":"1713de7d-cfbe-4c9e-8a36-35dedbb5115b","source":"steam","source_id":"steam:232178070","content_type":"review","title":null,"body_preview":"It's a pretty fun automation game.\n\nDoesn't quite scratch the itch like factorio but it's a fun relaxed game, especially for co-op play. Honestly it feels like factorio for people who don't like stres","author":"WereChicken","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_comparison","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197991196077/recommended/"},{"id":"c87e917f-ca2d-4e35-b22f-a1ff68fac295","source":"steam","source_id":"steam:232180832","content_type":"review","title":null,"body_preview":"ONE OF THE BEST GAMES OF ALL TIME \r\n(GOT MY FRIEND OBSESSED AS WELL)","author":"JerkingMYgerkin","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","personal_anecdote","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198752212023/recommended/"},{"id":"37fc6a00-8d25-472d-9fd0-3fd2c0fba7ac","source":"steam","source_id":"steam:232185328","content_type":"review","title":null,"body_preview":"This game is so good I keep coming back to it. It's fun, the difficulty is well managed, and it's a very good introduction to factory games. Satisfying on every level.","author":"mitch404","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198025212745/recommended/"},{"id":"993acc1e-994e-46ee-a2cc-055f4fb50abd","source":"steam","source_id":"steam:232192651","content_type":"review","title":null,"body_preview":"great game. well optimized. thanks lets game it out!","author":"reinhartavery2010","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199709170786/recommended/"},{"id":"a0f58b9f-161f-4be8-9b54-884d1c98cb34","source":"steam","source_id":"steam:232193756","content_type":"review","title":null,"body_preview":"Only fun with mods and/or CC, and is very often glitchy/doesn't work correctly. EA has continuously shown their greed over the years by pumping out over 1K worth of DLC. definitely do NOT recommend th","author":"yurisniper","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","imperfect_expression","call_to_action"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199564647406/recommended/"},{"id":"58ea2b32-7e63-4b92-af8a-d85424ebbc75","source":"steam","source_id":"steam:232198251","content_type":"review","title":null,"body_preview":"I'm a new player to Sims 4 and I just absolutely love it, I don't care what anyone says, sure its got some a few glitches here and there but the content more than makes up for it, imo. The sims are so","author":"SunnyDase","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199404457368/recommended/"},{"id":"c2b11d5a-ab2f-4b28-bd48-c39f5d4da4bf","source":"steam","source_id":"steam:232202474","content_type":"review","title":null,"body_preview":"I've been wonting to get this game for the longest time,... and I love it!","author":"shannon.l.hart","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198708775227/recommended/"},{"id":"152fbb93-8e3c-4598-94d7-c503e39a8214","source":"steam","source_id":"steam:232209670","content_type":"review","title":null,"body_preview":"I LOVE SIMS! It helps to keep my mind off of things at times. Good distraction.","author":"QUEEN TITANA","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198394321883/recommended/"},{"id":"77cca2af-3870-44a5-b810-638b8b6eee52","source":"steam","source_id":"steam:232212197","content_type":"review","title":null,"body_preview":"good for anything your playing on basically takes up quite the bit of storage though","author":"James Bond","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198782839057/recommended/"},{"id":"dd01678a-3c53-49ba-a173-b83fa506bb51","source":"steam","source_id":"steam:232213154","content_type":"review","title":null,"body_preview":"It's a fun game, and highly customizable. I can make my sims do wonderful things!","author":"samvanterpool234","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199880902311/recommended/"},{"id":"23566f88-4d20-494a-a507-04a36c4dde6f","source":"steam","source_id":"steam:232213568","content_type":"review","title":null,"body_preview":"i got it cus there was a Huge discount, but its Not worth ~40 euro","author":"MyNamesPeppermint","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199229232338/recommended/"},{"id":"c6e2c71a-5049-49df-abca-cd67f73841e1","source":"steam","source_id":"steam:232214840","content_type":"review","title":null,"body_preview":"It is a wonderful time to decompress and to pass time","author":"Smurfi","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198761756256/recommended/"},{"id":"46e467e7-ef96-49ac-8053-4e598aa8a1bb","source":"steam","source_id":"steam:232215209","content_type":"review","title":null,"body_preview":"well in my opinion its pretty boring and also complicated.","author":"Kittygirl013731","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198759309581/recommended/"},{"id":"dffdf96b-2b01-4422-b6bd-777f820c6391","source":"steam","source_id":"steam:232217732","content_type":"review","title":null,"body_preview":"its fun but you shouldn't have to download fifteen gigabytes of mods that the game cant even handle for it be fun","author":"Marcus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199550118831/recommended/"},{"id":"9de3bec4-9fd8-4ed2-87f3-3e1102b826eb","source":"steam","source_id":"steam:231878857","content_type":"review","title":null,"body_preview":"Downloaded due to my friends, game is amazing. There is battler royal with solo, duo, trio, there is storymode, there is gathering quest with alot of secrets, there is alot of rewards for login and do","author":"MUTHU CURRY","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198010839453/recommended/"},{"id":"f4129d76-de16-424c-abbe-bd969d708c91","source":"steam","source_id":"steam:231959014","content_type":"review","title":null,"body_preview":"got sucked in for a while but eventually realized i was just grinding through it out of habit more than anything","author":"Kristiano1985","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198708729100/recommended/"},{"id":"17573443-c952-4eb3-b3af-3962525aa8f5","source":"steam","source_id":"steam:232017485","content_type":"review","title":null,"body_preview":"10/10 punching bag simulator. Just came back after a long break and queued for solo ranked, expecting to ease back into the game. Instead, I kept getting matched against some of the top players on the","author":"izumi","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199098547516/recommended/"},{"id":"98b47f8e-34d8-43ba-93bf-519007b94cbe","source":"steam","source_id":"steam:232025183","content_type":"review","title":null,"body_preview":"kept waiting for it to click and it just never did, sunk 87 hours into it anyway","author":"Dukarb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198686614117/recommended/"},{"id":"0e862061-c565-4d80-a983-c2f017a358dc","source":"steam","source_id":"steam:232048255","content_type":"review","title":null,"body_preview":"played on and off during my lunch breaks and eventually realized i just wasn't having fun anymore, the loop gets old once you've seen what it can do","author":"Club","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198709527400/recommended/"},{"id":"7a02c5ae-85a3-411a-a765-dc21cece405b","source":"steam","source_id":"steam:232060231","content_type":"review","title":null,"body_preview":"I recommend this game even though I only played for about 60 minutes and probably won't play it anymore because I think other people will enjoy it.\n\nI don't like sword fighting as much as I thought I ","author":"goeschia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199810856651/recommended/"},{"id":"d3501a07-b74f-4375-bebb-81de21a8f7f5","source":"steam","source_id":"steam:232121483","content_type":"review","title":null,"body_preview":"kept thinking it'd click eventually but 43 hrs later still waiting for the part that makes it fun","author":"bigban","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198684924637/recommended/"},{"id":"0a694d3f-2f21-43cd-9b4a-f3b1c0f29651","source":"steam","source_id":"steam:232122093","content_type":"review","title":null,"body_preview":"works wonders on legion go S, on a mix between low and high settings at 720p 15w, native support for linux, no issues so far :) \nif only more games worked this good on linux...\n720p on a 8inch screen ","author":"⭒☽ NaughtyRuno ☾⭒","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198441089981/recommended/"},{"id":"8d51f373-a1ef-4e68-adae-01d49e042d30","source":"steam","source_id":"steam:232182927","content_type":"review","title":null,"body_preview":"played 118 hours mostly out of habit and hoping it would click but it never really did","author":"Invisible","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199499665672/recommended/"},{"id":"142cf26e-bdae-4af5-aa4f-9589285cc2ac","source":"steam","source_id":"steam:232219493","content_type":"review","title":null,"body_preview":"This is a good game but I encountered a lot of bugs","author":"OvLB4404","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199523045695/recommended/"},{"id":"a5890f0d-171b-40d2-beb6-7c88e1c4971e","source":"steam","source_id":"steam:232220493","content_type":"review","title":null,"body_preview":"INSANE YES!! YES YES YSYEYSYESUYEYSYEYS\r\nthe gameplay is fun\r\nyou can randomly dip in certain missions to play around, personally i just drive around and shoot people to get the NCPD on me\r\npretty goo","author":"La Manchaland's Eggnog","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199084680389/recommended/"},{"id":"91feae5e-2d30-4005-b9a6-75be64ecddd0","source":"steam","source_id":"steam:232220629","content_type":"review","title":null,"body_preview":"one of the best open world games. Brings mike pondsmiths vision to life.","author":"Oneiros","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198989542827/recommended/"},{"id":"9c64b069-0bba-4e15-8f78-cc7be03a180d","source":"steam","source_id":"steam:232222067","content_type":"review","title":null,"body_preview":"ts so peak 2nd best story game I have ever played please play this game it is the best thing I have played in a while and I have beat this game 3 times and it never got old","author":"GRILLED CHEESE","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199705635687/recommended/"},{"id":"b5162b91-d72f-4a53-87f3-aa99ceac2768","source":"steam","source_id":"steam:232223146","content_type":"review","title":null,"body_preview":"Well, after a messy launch I can say that this game ended up quite good, grab it up while on sale and you can get +100 hrs if you're a completionist. \n\nThe gameplay is fun and very diverse in what you","author":"Galeon98","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198137914964/recommended/"},{"id":"8586e4bd-f2c9-4fc6-8ae2-7305975b1ea5","source":"steam","source_id":"steam:232223540","content_type":"review","title":null,"body_preview":"Wake up Samurai, there's a Cyberpunk Fest going on.\n\nSecond time buying this game. Have had it since launch, now replaying it on Steam. \nIt was a 10/10 then, and way better now.","author":"ELTAC","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197971763567/recommended/"},{"id":"f76ca528-506f-4cd4-b805-f8dd39f010cc","source":"steam","source_id":"steam:232223729","content_type":"review","title":null,"body_preview":"♥♥♥♥♥♥♥ buggy piece of ♥♥♥♥ ass game. i´m literally locked out of 6 hours of progress bc of some damned dlc bug. ♥♥♥♥ this game and ♥♥♥♥ you cd projekt red for not fixing game breaking bugs in more th","author":"Nimrodel","classification":"human_created","confidence":0.95,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198044995898/recommended/"},{"id":"9ab8365e-2b97-4341-bb94-18fe84184bf0","source":"steam","source_id":"steam:232224059","content_type":"review","title":null,"body_preview":"lots of content and things to collect, will definitely keep you busy. A far cry from version 1.0, it's definitely gotten a lot better, the game's gotten a redemption. lots of customizability, fully ki","author":"Minty","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":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199091720006/recommended/"},{"id":"ddf3655e-90e0-4eec-92a6-6c1c2a758301","source":"steam","source_id":"steam:232224531","content_type":"review","title":null,"body_preview":"played it for like 6-7 hours straight when I first started playing","author":"Azura","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198269578682/recommended/"},{"id":"87f2303a-7ca3-42ae-8dba-e8677c95fd15","source":"steam","source_id":"steam:232225216","content_type":"review","title":null,"body_preview":"still a very buggy game unfortunately, I tried my best playing it","author":"Jigglo Zhnone","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198239166354/recommended/"},{"id":"2bbeb40f-f2e6-4bd3-9841-395fa7bbeb54","source":"steam","source_id":"steam:232061898","content_type":"review","title":null,"body_preview":"I HATE THISSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSS","author":"ORCA","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199473624532/recommended/"},{"id":"ad788c64-2e9b-46ee-8fec-22a24275cd22","source":"steam","source_id":"steam:232062137","content_type":"review","title":null,"body_preview":"Very fun and has many hard levels a nice progression to begin wihth","author":"dabhavking","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199039016968/recommended/"},{"id":"425dcfa6-ee69-4303-85a5-ed6cc593ec5f","source":"steam","source_id":"steam:232063029","content_type":"review","title":null,"body_preview":"very nice and easy clicking game and very beginner friendly would recommend","author":"Adamisbest12","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199744937076/recommended/"},{"id":"7bca08da-21ad-4345-9781-4cb37c77ef14","source":"steam","source_id":"steam:232066213","content_type":"review","title":null,"body_preview":"Its a pretty easy game, all you need to do is click at the right time. its totally not going to slowly drive you insane as the human limit is being pushed while ur stuck on stereo madness. its complet","author":"Endzy0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199568026724/recommended/"},{"id":"06b1fd38-a158-42c8-aa12-66209a3722f4","source":"steam","source_id":"steam:232066230","content_type":"review","title":null,"body_preview":"Extremely fun and addictive however it is quite raging sometimes","author":"jdunit0101","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198786837412/recommended/"},{"id":"ad893e55-9930-471d-b748-24d77ce909e7","source":"steam","source_id":"steam:232066866","content_type":"review","title":null,"body_preview":"this game is grindy but its so worth it. lwk reccomend to all","author":"Mystrixs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199871560757/recommended/"},{"id":"c4fe5d77-580d-4f34-b0c1-ce76ae822a85","source":"steam","source_id":"steam:232155212","content_type":"review","title":null,"body_preview":"I don't know if I got a different version of the game than everyone else, but literally nothing I read is how I experienced it. This is not difficult at all, everyone dies from 2 shots and noone puts ","author":"Verth","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","synthetic_empathy_absence","semantic_blandness_absence","platform_fluency_absence","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198124029293/recommended/"},{"id":"aa71ecdd-d8bd-49d9-af10-d3c1c3abcaa1","source":"steam","source_id":"steam:232161666","content_type":"review","title":null,"body_preview":"The people who complain about not being able to learn because of sweats clearly just don't have the time and patience to learn. Yes there are some cheaters but as a casual enjoyer I have yet to come a","author":"Cat-astrophe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience_details","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199637808545/recommended/"},{"id":"5374a2a6-3fa4-4bb2-8ff4-5125b1397477","source":"steam","source_id":"steam:232164735","content_type":"review","title":null,"body_preview":"games fun and the updated engine has helped it a lot","author":"InSaNiTy.DW","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198001383127/recommended/"},{"id":"f319a1a3-5641-4c78-80a7-cfd8fcdcc221","source":"steam","source_id":"steam:232169733","content_type":"review","title":null,"body_preview":"All in all, Hunt is a great game for those looking for an EXTRAORDINARILY Hardcore Extraction Shooter experience. One wrong or panicked peek can end a run very quickly. It accomplishes the intense fee","author":"Boneheart","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199117848439/recommended/"},{"id":"6b7b5017-859d-47e0-9342-b4a3baf70e2e","source":"steam","source_id":"steam:232170426","content_type":"review","title":null,"body_preview":"Fort on clash is dumb\nGet it back to what we used to have. fuxking trash. ti faccio un culo così.","author":"vitoyung8","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198139311171/recommended/"},{"id":"06517d6a-c98b-4071-a658-4c3fe74f82fa","source":"steam","source_id":"steam:232177518","content_type":"review","title":null,"body_preview":"I hope the relevant parties take note of this brief comment regarding the game: we need to elevate the game and improve it overall, including the graphics and in-game content. We are your audience, an","author":"E_TV","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199111970393/recommended/"},{"id":"dad97329-507f-4377-be22-8a4a172b177d","source":"steam","source_id":"steam:232179516","content_type":"review","title":null,"body_preview":"i still have no idea how to play this game and in my 10 hours ive only won one game and that was cuz i was carried but i know that deep under this hard game is a beauty and i can feel it cuz everythin","author":"Kronkolin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198346326492/recommended/"},{"id":"35f50bad-5e91-40bd-94f4-a871563059b1","source":"steam","source_id":"steam:232184553","content_type":"review","title":null,"body_preview":"simply just a boring game. Only good thing about it is the atmosphere and look. It has nothing else going for it.","author":"The Grim Reaper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198096393893/recommended/"},{"id":"a1bf6f43-8963-41c3-8652-0f66103437f3","source":"steam","source_id":"steam:232189992","content_type":"review","title":null,"body_preview":"every death is a sus every death u are gonna question it how..cheaterfest.","author":"shibaae","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198660153461/recommended/"},{"id":"14b6f278-ef2d-4299-838f-faa2393f3b00","source":"steam","source_id":"steam:232190027","content_type":"review","title":null,"body_preview":"best game ever cant recomend more if u arent patient u cooked so keep trying and when u die try again and again and eventually u might just get a kill lol","author":"ObeseHallowpoint4767","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199053021211/recommended/"},{"id":"715f3ad6-9381-4441-b15f-13688a8af2fd","source":"steam","source_id":"steam:232196892","content_type":"review","title":null,"body_preview":"After 69 hours i would say , nice Game , not hard as escape from tarkov but not easy as arc raiders","author":"󠇰","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198371783633/recommended/"},{"id":"18870343-5742-4b2c-abc8-bf46858c4ff6","source":"steam","source_id":"steam:232205578","content_type":"review","title":null,"body_preview":"arc raiders was my first extraction shooter. this is different but pretty great in its own unique way","author":"inkeye","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198118966053/recommended/"},{"id":"cb8433de-1783-4df8-9061-cfe9329daae2","source":"steam","source_id":"steam:232226709","content_type":"review","title":null,"body_preview":"don't and wait for Hunger to release\n\nalso crashed once already so probably a larger amd issue with the game again they won't fix because it doesn't sell skins","author":"Filli","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198392505155/recommended/"},{"id":"44b2185c-cab3-474a-a84d-ba5bf7ef73a4","source":"steam","source_id":"steam:232024433","content_type":"review","title":null,"body_preview":"Yakatatatattatata Yakatatatattatata kaboom kaboom, is nice :) - Heavy Weapons Guy","author":"Hobo3k","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199699805986/recommended/"},{"id":"e6a4a1b4-2380-4b40-925a-04261b0e1a7f","source":"steam","source_id":"steam:232026957","content_type":"review","title":null,"body_preview":"this is my childhood game and Its real fun to grind for the loot","author":"Angreydoglet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199852699184/recommended/"},{"id":"d961e360-e035-4b1e-9747-4db943830231","source":"steam","source_id":"steam:232030377","content_type":"review","title":null,"body_preview":"Still one of the best looter shooters ever made.\r\n\r\nBorderlands 2 has stood the test of time for a reason. The gunplay is satisfying, the loot is addictive, and there's always something new to discove","author":"Silvaa83","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198761300213/recommended/"},{"id":"64a60607-535b-4899-aa7b-99779e0e4bf3","source":"steam","source_id":"steam:232040812","content_type":"review","title":null,"body_preview":"this game has pritty mush everything for everyone and its alwais my go to game to forget all my worries just by running trough a arena and cutting loose","author":"booldking","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198181966462/recommended/"},{"id":"d54c16f2-cb25-4f9c-95e4-81ff057d2172","source":"steam","source_id":"steam:232058102","content_type":"review","title":null,"body_preview":"Lots of shooting pretty fun especially with the diffrent characters","author":"intekingdemon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199773599826/recommended/"},{"id":"81379235-bb53-47a3-85f7-574e30dcf002","source":"steam","source_id":"steam:232069769","content_type":"review","title":null,"body_preview":"This used to be one of my favorite games to play with friends. It used to work incredibly well. My friends could appear in my games at random to annoy me, and it was all in good fun.\n\nThat is no longe","author":"Zander","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198029172348/recommended/"},{"id":"214c80e1-c79d-46b3-9020-64cd2ebe36ec","source":"steam","source_id":"steam:232075915","content_type":"review","title":null,"body_preview":"i love the graphics, i love the gameplay, i love the story, but the map is unplayable. you get stuck in everything, in the smallest even invisible thing and die cause you cant move. i just dont have t","author":"edd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198117653146/recommended/"},{"id":"d26d32d1-a83d-4788-bf69-e8bb184956c6","source":"steam","source_id":"steam:232081851","content_type":"review","title":null,"body_preview":"Very fun\r\nI shot a guy with a tourge shotgun and he disappered\r\nalso you get to throw a gun to reload it","author":"Error404","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198790691513/recommended/"},{"id":"c3e8d0f7-a8e2-4f41-b74a-9f549380fe8b","source":"steam","source_id":"steam:232097100","content_type":"review","title":null,"body_preview":"game starts \"validating\" and downloading 3 gigs every time i start up steam. WTF is even that? fk this all together","author":"7thChosen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198018464677/recommended/"},{"id":"6fc2c7b6-33b3-47aa-9ddf-db62f729a4b1","source":"steam","source_id":"steam:232097950","content_type":"review","title":null,"body_preview":"borderlands 2 is the BEST looter shooter ive ever played download this game if your in the need for 2012 humor mid graphics this game is pretty easy to run PLEASE get this is you want a AMAZING looter","author":"miguel123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198776979430/recommended/"},{"id":"38206de3-c942-486d-a452-5d570059f28d","source":"steam","source_id":"steam:232099837","content_type":"review","title":null,"body_preview":"imagine a game freezing but you can still navigate the menu lmao wtf","author":"slanginMeat420","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198354977312/recommended/"},{"id":"ccf118fd-023a-471e-be95-290b8b6b38cf","source":"steam","source_id":"steam:232215619","content_type":"review","title":null,"body_preview":"I wish that i could return this and get my money back because it just didn't worth it at all for me.","author":"Petra's Shade","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198187882453/recommended/"},{"id":"e45e9c2a-ca76-4aea-9bd7-a42b02bba2f4","source":"steam","source_id":"steam:232222648","content_type":"review","title":null,"body_preview":"Hands down yes. YES. On my third playthrough and I'm still finding new things that I had no clue existed. The re-playability is insane, I genuinely think this game has the highest hour count for me ou","author":"HillsideHalls","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198335061860/recommended/"},{"id":"3c88c827-e854-4558-8046-ec617d408c10","source":"steam","source_id":"steam:232224799","content_type":"review","title":null,"body_preview":"This is, hands down, one of the best RPGs i have ever played! I highly recommend it. Even if you have never played DnD, if you are an RPG fan, you cant go wrong. Buy it now!","author":"jeffreyhenzie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198668412579/recommended/"},{"id":"9464455e-d153-4bcf-9085-4735eb27fb99","source":"steam","source_id":"steam:232225944","content_type":"review","title":null,"body_preview":"this game has ruined my life in the best possible way","author":"illberightbeck","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198273511432/recommended/"},{"id":"ed04d9e6-467e-4673-a245-72b594847b0a","source":"steam","source_id":"steam:232173969","content_type":"review","title":null,"body_preview":"because you now it call of duty good game so yahsir","author":"MasterGoose13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199443293293/recommended/"},{"id":"784f45da-7c17-45f1-aae3-0df21ff939bc","source":"steam","source_id":"steam:232182863","content_type":"review","title":null,"body_preview":"GAME KEEPS CRASHING I THINK I AM GOING TO GIVE BATTLENET A CHANCE AT MY MONEY","author":"BoripowerPR","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199094829989/recommended/"},{"id":"b48d8375-0154-492a-8bee-3e7e73e391c8","source":"steam","source_id":"steam:232185436","content_type":"review","title":null,"body_preview":"meta pick all the time aim assit boosted if you want a game with cheat already enable for controller go tips for pc use cheat to counter aim bot controller","author":"G1me97","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199093674297/recommended/"},{"id":"097225f6-155f-4b3d-bece-218a322cee4d","source":"steam","source_id":"steam:232186135","content_type":"review","title":null,"body_preview":"DO NOT PLAY TS IT! asks for TPM 2.0 and secure boot thats easy but then it asked me for a bios update which needs a usb which i dont have. this is just pure bs also if you dont update your bios you ca","author":"SCP 207 addict","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199870585066/recommended/"},{"id":"89bd3046-9db0-40cd-91d6-98188b5fcc0d","source":"steam","source_id":"steam:232190897","content_type":"review","title":null,"body_preview":"Call of Duty has been one of my favorite video game franchises for as long as I can remember. I've been playing since the very first Call of Duty was released, and it's been amazing to watch the serie","author":"MONKROUM","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199788510187/recommended/"},{"id":"cc8d1632-9a00-4324-8541-cbebc5613b08","source":"steam","source_id":"steam:232201843","content_type":"review","title":null,"body_preview":"Tha staw that broke the camel's back: The 5th of Aug 2026 update broke the game. Not only they removed the BO7 Royale game mode, the game crashed my PC with a kernel error every 5 minutes. BOOOOOOOOO","author":"R4hdoo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197995270577/recommended/"},{"id":"c5c8938b-c5a9-49da-a1fd-34441ff32c87","source":"steam","source_id":"steam:232205198","content_type":"review","title":null,"body_preview":"140 GB Download for ONLY the launcher no game no warzone no nothing just the launcher and if you want warzone its another 70 GB download","author":"xtm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199070118903/recommended/"},{"id":"fa83cfdd-f0a4-4a55-913a-eeea28eae480","source":"steam","source_id":"steam:232022310","content_type":"review","title":null,"body_preview":"I love city builders, and cities skylines is one of the titular city builders of this generation. There are so many good parts of this game, the milestones are good, the road building is fun, and IF y","author":"Red Redhead","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199179561848/recommended/"},{"id":"8fea25a6-a925-4511-aaff-3394d944af83","source":"steam","source_id":"steam:232032312","content_type":"review","title":null,"body_preview":"It's a Paradox game. Don't expect much. Over Priced DLC with bugs still scattered every where. This company will NEVER learn until they go outta business..... The game is fun, when it works. Modders a","author":"Ninja Clown Space Pirate","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199380194309/recommended/"},{"id":"26a3da00-b24b-4332-aba0-523ecfa23da2","source":"steam","source_id":"steam:232039163","content_type":"review","title":null,"body_preview":"City builders in general lie to their audiences. They promise an open sandbox to make the city of your dreams, and what you end up getting is a sloggy mess of a game that demands that you make a \"mone","author":"Cupcake Dollie","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","specific_current_issue"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198895412198/recommended/"},{"id":"92a478ed-5c15-4c4a-a6e5-a5a8a4a976b4","source":"steam","source_id":"steam:232076567","content_type":"review","title":null,"body_preview":"Unsure what update or change occured but this went from good to.... idk what but the game now is stuck in nighttime mode and cant see anything at all....","author":"HunterGalKrista","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_technical_issue"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198285433386/recommended/"},{"id":"eb14b4d8-9edc-4d56-81e7-664e804d3564","source":"steam","source_id":"steam:232103526","content_type":"review","title":null,"body_preview":"Grid spam is the only valid strategy and I will not be convinced otherwise","author":"Ocelot399","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199085126090/recommended/"},{"id":"9a8fa171-0e1c-4384-bb84-84337433d140","source":"steam","source_id":"steam:232106523","content_type":"review","title":null,"body_preview":"Awesome game, has a learning curve for sure, but you get it pretty fast","author":"The Botfather | botfather.si","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198129634369/recommended/"},{"id":"aefaf56a-695e-402f-b7f6-12b6c171c8e8","source":"steam","source_id":"steam:232140965","content_type":"review","title":null,"body_preview":"Great city builder, but it becomes even better when modded. Mods alone make this game what it is, they allow you to transform the game into a true city building sandbox & fix the issues the game has. ","author":"seagull2006","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_stance","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198864436217/recommended/"},{"id":"f3c29581-fd82-4292-af6a-0478f710d581","source":"steam","source_id":"steam:232147018","content_type":"review","title":null,"body_preview":"I have over 2000 hours on Ps5. As soon as I switched to PC I knew I'd be buying it again. It is one of those games that will grab you by the hooks and make you want to explore everything. I wish I cou","author":"HallowedSkull","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198777111118/recommended/"},{"id":"1f459ff7-d382-4641-b68b-77c0fc71bb44","source":"steam","source_id":"steam:232148206","content_type":"review","title":null,"body_preview":"Tina Turner sung about this game years ago...its simply the best.","author":"secondratepunk","classification":"human_created","confidence":0.85,"indicators":["cultural_references","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198170844557/recommended/"},{"id":"f7bc1ab6-7af2-4c13-b100-a0dce6ca69be","source":"steam","source_id":"steam:232154103","content_type":"review","title":null,"body_preview":"I've played this game off and on over the years, launch was undoubtedly bad, but they have gone on to make this game an absolute treat to return too every now and then. Highly recommend.","author":"CryogenicSoda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","acknowledges_past_issues","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198408303771/recommended/"},{"id":"a6057165-2395-4719-8fe4-3d1e154bca1f","source":"steam","source_id":"steam:232162294","content_type":"review","title":null,"body_preview":"this is so good, i love this game, u will like it as well","author":"mailxhy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198725761321/recommended/"},{"id":"528abd9a-66e7-477c-bb1f-b852d4e61a45","source":"steam","source_id":"steam:232162949","content_type":"review","title":null,"body_preview":"an excellent game if you enjoy exploration. 10/10 game in my honest opinion.","author":"The Beast of the East","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198355404916/recommended/"},{"id":"3fd3b85f-62cb-4e82-89ea-e0edd81b7e72","source":"steam","source_id":"steam:232164094","content_type":"review","title":null,"body_preview":"This game was so good. I accidentally deleted my save file and rage quit.","author":"Burb","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198445845221/recommended/"},{"id":"061b4bcf-7834-4adb-9386-50483bbf6cda","source":"steam","source_id":"steam:232168122","content_type":"review","title":null,"body_preview":"Once I figured out the crash issue, it is very engaging","author":"belrix","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198124966265/recommended/"},{"id":"35188533-54d1-469a-968d-1a13e90c3aac","source":"steam","source_id":"steam:232173583","content_type":"review","title":null,"body_preview":"Game came a long way since its first release. It's a must play for people who like to explore.","author":"Sooshi/Goochi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197999863822/recommended/"},{"id":"ab95355a-3693-44ca-ad79-6121f80e357f","source":"steam","source_id":"steam:232175542","content_type":"review","title":null,"body_preview":"\"it's good again!\" spent 30 hours playing only for my fps to randomly drop to 2 fps on  a 4070super with 32gb. It's still grossly unplayable. what an absolute waste of time. This is your warning, this","author":"Havoc","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","strong_opinions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198026995605/recommended/"},{"id":"5d321acf-a9c7-4d86-904c-afb300cd7e46","source":"steam","source_id":"steam:232182637","content_type":"review","title":null,"body_preview":"It's a great game but I'd wish that vr became a little better like the UI could be snapped to the hmd for a better roomscale experience and I hope there is going to come support for the steam frame's ","author":"Djim","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_feature_request"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198029096252/recommended/"},{"id":"1b9574fd-9dce-46a7-83a5-fa584ce6e2f8","source":"steam","source_id":"steam:232201642","content_type":"review","title":null,"body_preview":"I’m leaving this review to celebrate the full redemption of this game and its developers. They’re a rare exception of a studio working to fulfill the actual goal they had from day one: creating a fun,","author":"Vicarious","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197993075965/recommended/"},{"id":"b873aa56-116c-43c9-b382-7608fcc1471b","source":"steam","source_id":"steam:232203936","content_type":"review","title":null,"body_preview":"Fun game and adding more to do!  A lot of fun places to explore and things to do.  Not super deep mechanics but a nice balance for light and casual play.  It has some story, combat, exploring, base bu","author":"bpw17","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_blandness","absence_of_personality","natural_digressions"],"bot_score":0.3155975732932022,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198170882817/recommended/"},{"id":"19bbc085-5300-4e16-8661-b09fbd2bca1d","source":"steam","source_id":"steam:232207973","content_type":"review","title":null,"body_preview":"Let me start of by saying hellogames is truly a gem of a studio, considering the state of the game on launch and the massive backlash they received, i find it astonishing how they kept updating the ga","author":"Ace Avi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199590671813/recommended/"},{"id":"0dbd81b9-4165-4fab-b3e2-d2e2e722f422","source":"steam","source_id":"steam:232208762","content_type":"review","title":null,"body_preview":"TLDR: My favorite space game. \r\n\r\nLong Version:\r\nWe all know about the amazing comeback story of this game. Honestly, it is very impressive where the game is now. As for the actual gameplay, I love it","author":"The Dore","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198138582315/recommended/"},{"id":"7383e3d6-f6cb-430d-83d8-41f50cc5fd9d","source":"steam","source_id":"steam:232179436","content_type":"review","title":null,"body_preview":"I just love when my friends stand around the campfire telling scary stories just for one of them to summon a DEMON and they see my lifeless body. Would recommend","author":"reubenunderwood1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198680156686/recommended/"},{"id":"76588e8a-70f3-4193-914a-eb8a78394d66","source":"steam","source_id":"steam:232189926","content_type":"review","title":null,"body_preview":"Very good game i will play it whit friend and vadim","author":"bob mother ♥♥♥♥♥♥","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199531130329/recommended/"},{"id":"1dd9ca19-5926-4121-aefe-499f4887142f","source":"steam","source_id":"steam:232190329","content_type":"review","title":null,"body_preview":"This game was the most fun i had in a while. But after more and more tweeks they have compleatly ruined it for me. It is no longer a fun time to hunt ghosts after they change all the maps we love and ","author":"tetaklax","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198800192014/recommended/"},{"id":"3523bbdc-0f28-4488-bae8-195ad3bc5704","source":"steam","source_id":"steam:232197028","content_type":"review","title":null,"body_preview":"this game becomes less scary if u play with people who tell nice jokes and whisper sweet words into ur ear","author":"jesse","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198771265626/recommended/"},{"id":"f068cc27-691c-4b91-bb81-dde22388012e","source":"steam","source_id":"steam:232199089","content_type":"review","title":null,"body_preview":"I will highly recommend this game but mostly for those that intend to play it as a group. \r\nSolo is also a lot of fun as well but only if you enjoy that kind of thrill seeking paranoia by yourself, ot","author":"dodian06","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198123743476/recommended/"},{"id":"6603846c-8a81-4cab-846e-2583ab877bee","source":"steam","source_id":"steam:232203714","content_type":"review","title":null,"body_preview":"Amazing game with fun mechanics and lore.  Very fun to play with others or alone","author":"kelcy.mcpherson","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199386954344/recommended/"},{"id":"ed9635a6-0f26-492c-b6e4-8205ebf88676","source":"steam","source_id":"steam:232205430","content_type":"review","title":null,"body_preview":"would be better if there was a single player mode and multiplayer mode and in game voice chat","author":"itchyballz420","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199207250824/recommended/"},{"id":"ca2397ee-3d58-47ab-9690-ef9b5dbd9df0","source":"steam","source_id":"steam:232210017","content_type":"review","title":null,"body_preview":"This game was actually good a couple of years back, the bugs which were in it were more funny than frustrating and they rarely made it so that you have to restart a run. Now, bugs are everywhere, they","author":"Franciszek1099","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":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198119346671/recommended/"},{"id":"98dcc73f-8e0f-4e8d-9c10-19c931116763","source":"steam","source_id":"steam:232210614","content_type":"review","title":null,"body_preview":"Well this sucks, I played this game on VR a few years ago, had a blast with my friends, wanted to go back at it (VR died since thn); boots the game, asks if I want to run on VR or Reg, press Reg, stil","author":"Mя.Catou","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197964983023/recommended/"},{"id":"1c6b3ed6-2183-4cc4-bdd1-3123081bb53f","source":"steam","source_id":"steam:232208791","content_type":"review","title":null,"body_preview":"very nice game :)\r\ngame very good :)\r\ngame make thargor happy :)\r\nmurder make thargor happy :)\r\nthargor need mental help :(","author":"fredmicg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199277013534/recommended/"},{"id":"67bc9009-0b95-4c3b-a138-e88043c48458","source":"steam","source_id":"steam:232214156","content_type":"review","title":null,"body_preview":"cannot enter this video game properly withou a datacache .DLL getting loaded so im going to sue this company because i cant hit my sit count on mutiny.","author":"Wickedshot 1","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":"Fri Aug 07 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198308063559/recommended/"},{"id":"4a1434c1-39e9-429c-94f4-528b2d4c5da1","source":"steam","source_id":"steam:231945106","content_type":"review","title":null,"body_preview":"Man I couldn't believe there was a part where he kills you","author":"Call me Nawa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199095753486/recommended/"},{"id":"7520de86-6041-4070-830d-e7777344277c","source":"steam","source_id":"steam:231950722","content_type":"review","title":null,"body_preview":"Portal 2 is a flawless masterpiece of game design that seamlessly blends mind-bending physics puzzles with one of the greatest narrative experiences in gaming history. Armed with a device that opens i","author":"Warden","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199124065810/recommended/"},{"id":"b8aa2823-f335-47c8-98ca-bff286aab73a","source":"steam","source_id":"steam:231957647","content_type":"review","title":null,"body_preview":"I love this game, you NEED to get this. The levels and the gimicks are AMAZING! The first game iis good, but the seccond is WAAAAAAAAAAAAAAAAAAY BETTER! BUY NOW!","author":"Munga","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197992260102/recommended/"},{"id":"117a0969-ba45-4bcd-a028-00d431ce8343","source":"steam","source_id":"steam:231960601","content_type":"review","title":null,"body_preview":"i accidentally tell my friends how to do all the puzzles when it is their first time playing and i love it","author":"Coldest","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199003419614/recommended/"},{"id":"f88dfccd-9377-4d18-943b-0eb044ded645","source":"steam","source_id":"steam:231967429","content_type":"review","title":null,"body_preview":"it's tricky but it's good and no way eny one is getting all achivements","author":"Hollows home","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199835774185/recommended/"},{"id":"78918c60-c74a-48ac-baa2-fb251ff5ee61","source":"steam","source_id":"steam:231968767","content_type":"review","title":null,"body_preview":"better than the first game, IF, you have played the first game.","author":"Camperr7","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199473508543/recommended/"},{"id":"841db4e5-98c5-4221-9245-db5d9c43dd7a","source":"steam","source_id":"steam:231971571","content_type":"review","title":null,"body_preview":"Portal 2 Review – A True Masterpiece\n\nPortal 2 is one of the most brilliantly designed games ever created. The story is absolutely amazing, with a perfect combination of humor, mystery, and emotional ","author":"Theman14","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199203316373/recommended/"},{"id":"3b97a5b5-9939-4a9e-9576-d40ba7a3ec58","source":"steam","source_id":"steam:231975084","content_type":"review","title":null,"body_preview":"FUNNY GAME single player is awsome and same for multi player realy fun and adventureos","author":"lilrou","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198700911454/recommended/"},{"id":"0e0c4982-d5ce-43ea-92ec-c0fa3cf248e4","source":"steam","source_id":"steam:232154880","content_type":"review","title":null,"body_preview":"my first love wasn't a person, it was the ds series","author":"𝔪𝔞𝔯","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199194046169/recommended/"},{"id":"246af9e9-1793-4b46-8272-7dd565a1bad5","source":"steam","source_id":"steam:232155408","content_type":"review","title":null,"body_preview":"Very similar to DS1 remastered, more polished in every aspect. If you've never played a Dark souls game, Start with 1. DS3 is more punishing off the rip for sure and it does take quite alot of hours t","author":"breakinggood","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199486830262/recommended/"},{"id":"c7f254f9-c5af-447c-a4f3-e37983c97b6c","source":"steam","source_id":"steam:232156837","content_type":"review","title":null,"body_preview":"Dark souls III is a fantastic game and makes for a wonderfull ending to the series. \nIt builds upon a lot of elements of the previous while also taking hints from bloodborne and making a fresh feeling","author":"Mien","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198053381719/recommended/"},{"id":"4bbb4653-17dd-4a6b-8ed3-a7989247f3cd","source":"steam","source_id":"steam:232160979","content_type":"review","title":null,"body_preview":"Good game about souls that dark my favourite part of the game is the covenant hunt do fun...","author":"gamerbence0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198974925446/recommended/"},{"id":"5e80d316-0075-4af0-80a0-ffdf0f104ac1","source":"steam","source_id":"steam:232167828","content_type":"review","title":null,"body_preview":"MY SKIN IS BURNING AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA","author":"stopcalling","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199448272327/recommended/"},{"id":"db4efaeb-f0d4-4390-abe1-94a4489c5041","source":"steam","source_id":"steam:232184165","content_type":"review","title":null,"body_preview":"A fantastic game, by far my favorite of the Dark Souls series. Has some memorable boss fights similarly to DS1 and NPCs with intriguing questlines that were sorely missing from DS2. The DLCs are well ","author":"scaref4ce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198053690602/recommended/"},{"id":"17e77aaf-55ac-45ce-9dc1-392b478fa726","source":"steam","source_id":"steam:232192873","content_type":"review","title":null,"body_preview":"Great Game. So much fun playing it for the first time.","author":"Digily Dave","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197992207539/recommended/"},{"id":"204406ac-c113-47c8-93b8-2cee1ac17980","source":"steam","source_id":"steam:232202030","content_type":"review","title":null,"body_preview":"Mechanically the most demanding in the series, though it plays safer than its predecessors in terms of originality. But if any sequel earns its fan-service, it's this one given how well it integrates ","author":"AGAbi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198315281149/recommended/"},{"id":"9ed6e6d0-7125-4011-9c5e-bd3080e2788c","source":"steam","source_id":"steam:232211475","content_type":"review","title":null,"body_preview":"Well heard the game was so hard thought i could do it easily. Yeah no i cant beat the starting boss. Not dissapointed would recommend","author":"Red Cross Templar","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198836839410/recommended/"},{"id":"87680fd5-bb00-4fc2-ac31-1efbfb0bbad1","source":"steam","source_id":"steam:232211713","content_type":"review","title":null,"body_preview":"This game is so good it used to go on sale for $15 for the deluxe edition with the DLC.\n\nNow its never less than $30. Thank you fromsoft/bandai namco.","author":"w1gM4ster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198085930783/recommended/"},{"id":"9f80b90f-2503-498a-a37b-7f91132a436e","source":"steam","source_id":"steam:232155574","content_type":"review","title":null,"body_preview":"muy bueno rinde mas con mods yo juego con el mod de halo\r\nlo juego en linux","author":"elmachote","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198405574718/recommended/"},{"id":"e43b4c4a-6947-4d59-9c35-f456a217c2b2","source":"steam","source_id":"steam:232159794","content_type":"review","title":null,"body_preview":"Very fun zombie shooting game, also love the games characters and maps.","author":"TheItalianz6","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199742105712/recommended/"},{"id":"8911a7ea-64cc-4135-8a08-72554bb47aec","source":"steam","source_id":"steam:232160491","content_type":"review","title":null,"body_preview":"It's not about killing zombies, it's about protecting three idiots that do everything in their power to die.","author":"Gellister","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198677328026/recommended/"},{"id":"36827b8d-4761-49f2-9879-9b1b1f34ee5d","source":"steam","source_id":"steam:232161729","content_type":"review","title":null,"body_preview":"mods make this game 20x better i love killing charles entertainment cheese and his pals while shooting a lego blaster as untitled goose from untitled goose game","author":"Scooby Jew","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199816325878/recommended/"},{"id":"eb924189-f0d0-46f3-812e-02967f6df2e1","source":"steam","source_id":"steam:232167068","content_type":"review","title":null,"body_preview":"born to be a film looking game about zombies, forced to be a community circus with zombies. 10/10","author":"Rookie271k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199133531913/recommended/"},{"id":"ba655c06-b7a8-4fc3-8bb7-32b3c50ae392","source":"steam","source_id":"steam:232172803","content_type":"review","title":null,"body_preview":"Hello, Among Us is a very interesting game, and I like it.","author":"RIPERMIYA012","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199864092244/recommended/"},{"id":"ecaa5a0c-cb37-44a8-849f-c4165bd01c86","source":"steam","source_id":"steam:232188725","content_type":"review","title":null,"body_preview":"top 5 games oat.\n\ndespite the players being ♥♥♥♥♥♥♥ dumb asf, if you find the right lobby ♥♥♥♥ can be good","author":"landenwas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198687555860/recommended/"},{"id":"88fb33ce-0699-4db2-9663-a8b8c0c858e5","source":"steam","source_id":"steam:232193582","content_type":"review","title":null,"body_preview":"the game is very good good fps for pc i love it must try!!!","author":"moodyabbasi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198666514866/recommended/"},{"id":"f172dd90-d35d-4aa9-a49e-4f16ca2772a1","source":"steam","source_id":"steam:232201139","content_type":"review","title":null,"body_preview":"It's Among Us. Of course it's good.\nBut the main gripe I have is the premium currency. It's not bad per se, premium currencies are fine. It's just that mobile players, who get the game completely for ","author":"ChillBot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199396408791/recommended/"},{"id":"0cbee271-a469-408f-8bae-151cc90c40c1","source":"steam","source_id":"steam:232199677","content_type":"review","title":null,"body_preview":"A really good game. Vanilla and modded are just awesome. Very fun messing around with the game mechanics though, and it runs quite smoothly.","author":"codemodcreatorunited1245","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199519576157/recommended/"},{"id":"0341c072-bf38-47cb-b2dd-d4f4f81789ed","source":"steam","source_id":"steam:232168930","content_type":"review","title":null,"body_preview":"<3 I Love this game, I love the vibe and most of all, I love the community of gamers that play this game","author":"Gingerella","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199231107308/recommended/"},{"id":"f452a3ea-d8a1-49fc-8bf3-192b4af7a6c2","source":"steam","source_id":"steam:232170807","content_type":"review","title":null,"body_preview":"wish i had friends to play with, otherwise its peaceful and relaxing","author":"skullcrusher909","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198797647224/recommended/"},{"id":"74c7102c-2f7f-4a56-a8c0-ab5bbb27c1c9","source":"steam","source_id":"steam:232181178","content_type":"review","title":null,"body_preview":"The game systems run so deep they are anti player. If I had the time to spend playing video games I'd play something that respects my time. If you have nothing better to do and are willing to play wit","author":"cread11","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198101943889/recommended/"},{"id":"de519dd5-f411-433c-b24e-22a8a6915332","source":"steam","source_id":"steam:232186409","content_type":"review","title":null,"body_preview":"Great game, one of those games that are better coop but can still be enjoyed solo","author":"OSTANTON44 / A PENGUIN","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199813363191/recommended/"},{"id":"76f7c61e-6d7d-48d2-b582-0f73d93a76de","source":"steam","source_id":"steam:232187532","content_type":"review","title":null,"body_preview":"deathsquito driveby after an abomination spawned 10/10 experience","author":"blossom","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199388349459/recommended/"},{"id":"148ad3a6-e29c-4604-b6ec-dd4d934ae050","source":"steam","source_id":"steam:232191266","content_type":"review","title":null,"body_preview":"Notable things: \n\nBastardly good visuals, cool base-raid mechanics which make strategizing about, and building bases even more fun. \n\nCombat is simple but fun, especially due to the satisfying VFX and","author":"Snooz7725","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199808329921/recommended/"},{"id":"55464762-ffb2-4e9f-995e-6f7697efce16","source":"steam","source_id":"steam:232198613","content_type":"review","title":null,"body_preview":"Wanna be tortured by some goblins every five seconds ? If yes than I recommend this game  XD","author":"verstappen.com","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199475234231/recommended/"},{"id":"bdea7a91-dff9-4c7b-8d6b-e2c06aa31cbd","source":"steam","source_id":"steam:232199045","content_type":"review","title":null,"body_preview":"Very good start, but ridiculous in mid late game. it gets tiresome. and the UI is atrocious. Equipped weapons and armor using the same space in inventory as other items is just plain stupid, sorry.","author":"Mark","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198005806207/recommended/"},{"id":"9b356628-dfda-481b-932e-cef10bb5e0da","source":"steam","source_id":"steam:232202080","content_type":"review","title":null,"body_preview":"i started playing yesterday, don't know what makes anyone think I'm playing this 24/7","author":"meowmad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198827647904/recommended/"},{"id":"6b560b9a-b9e2-40f0-9eb7-5383fcdc9d9e","source":"steam","source_id":"steam:232210865","content_type":"review","title":null,"body_preview":"valheim is a very good game because its like fun because you like explore and then you can build stuff and like tame boars and like mine  a lot !","author":"Aslipro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199680407894/recommended/"},{"id":"9e6767a3-0517-4686-b01e-25f549239052","source":"steam","source_id":"steam:232225474","content_type":"review","title":null,"body_preview":"Valheim is a very fun viking survival game with lots of fun possibilities in building. The progression is rewarding but challenging. It is even more fun to play as a group on a private server.","author":"brooke.hoareau","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198674647192/recommended/"},{"id":"5a05ee0a-3f35-4df4-a7ef-a2338ce15087","source":"steam","source_id":"steam:232201093","content_type":"review","title":null,"body_preview":"The leading Rothschilds today have very little Jewish blood at this point. Nikki Hilton is a Rothschild, and her children are maybe 1/8 Jewish.  They are only Jews by name at this point.\r\n\r\nExamples\r\n","author":"AlbertPike33","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199529323117/recommended/"},{"id":"ab1b60ac-9b80-497e-a8a3-25657449834f","source":"steam","source_id":"steam:232204887","content_type":"review","title":null,"body_preview":"The only problem with this game is the Soldier of Godrick. You can't give that boss invincibility! Even if it's just for the tutorial I think you should add a way for him to die...","author":"Thedapperdawg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198082827861/recommended/"},{"id":"29aeb3b0-6418-410b-a499-b59fc5e52593","source":"steam","source_id":"steam:232214095","content_type":"review","title":null,"body_preview":"After being a huge doubter and souls hater who just never had time to actually enjoy this game i have to say: \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nyes the game everyone and their ","author":"Chingo of the Bingo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198880602136/recommended/"},{"id":"86b4b376-e62d-48d9-abcf-4283651440c0","source":"steam","source_id":"steam:232214308","content_type":"review","title":null,"body_preview":"This is the best video game ever made by human kind.... until now...","author":"iogarchi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198132335523/recommended/"},{"id":"817abe5f-e652-49a4-a715-d0c0768e416c","source":"steam","source_id":"steam:232215673","content_type":"review","title":null,"body_preview":"Amazing game ahead. So to speak, have a better setup.","author":"agravazd","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198067026488/recommended/"},{"id":"0124379d-feef-43d5-8ef0-9e49ba7605a7","source":"steam","source_id":"steam:232218302","content_type":"review","title":null,"body_preview":"this is the best game ever but also the worst game ever","author":"dlassiter0524","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199556534750/recommended/"},{"id":"695fdaee-f77d-4e6e-aa06-fafdbe146ec7","source":"steam","source_id":"steam:232220920","content_type":"review","title":null,"body_preview":"i love this game and it is prolly top 3 of all time for me. if ur thinking abt getting eldenring it is 100% worth the money","author":"DWT1313","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199495139480/recommended/"},{"id":"2a9e3923-f111-4bab-bfcc-314516a54872","source":"steam","source_id":"steam:232221637","content_type":"review","title":null,"body_preview":"INSANELY good game, one of the best I've played. Beautiful open world, very good soundtrack, good gameplay, top tier exploration. 10/10 MASTERPIECE!","author":"noahthechicken_man","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198978994619/recommended/"},{"id":"98e138cd-affd-4338-bc1f-13b79bfa6071","source":"steam","source_id":"steam:232222142","content_type":"review","title":null,"body_preview":"My wife Ranni told me to tell everyone to get the game. Get it. Its amazing.","author":"Big5h00ter","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199224795657/recommended/"},{"id":"7d8f1ecd-a8b1-445b-91d8-569a45ea8703","source":"steam","source_id":"steam:232169427","content_type":"review","title":null,"body_preview":"runs like ♥♥♥♥ on my pc so i lowkey refunded it\nive played the game on console anyways, so i dont really have use for it\naside from that yeah i reccomend it its a great story game","author":"pinkie","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199626947618/recommended/"},{"id":"1426c996-b0c9-44d8-bc0c-7c0311b95c1d","source":"steam","source_id":"steam:232169822","content_type":"review","title":null,"body_preview":"please do not download the camp girls mod i got a virus","author":"eyeknowwhatyouare","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199754321410/recommended/"},{"id":"f1926b22-eaba-4cf0-b912-969f32e958a5","source":"steam","source_id":"steam:232170649","content_type":"review","title":null,"body_preview":"AMAZING GAME! From the story to the graphics and the game play!","author":"ediznbed","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198304633815/recommended/"},{"id":"571f7797-fbed-46cf-812b-9c26be7d129f","source":"steam","source_id":"steam:232171069","content_type":"review","title":null,"body_preview":"Loved this game, almost done with my second playthrough just need to get through the rest of the John Story. Took a long time on the first run and missed a whole lot of stuff. But so excited to get al","author":"Eden","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198878804978/recommended/"},{"id":"bc33738a-0968-4606-b71d-94f5fa1017c1","source":"steam","source_id":"steam:232171133","content_type":"review","title":null,"body_preview":"Game is incredibly slow and the gunplay is so easy and unrewarding. The immersion is incredible, but its also just a lot of nothing-burger interactions.","author":"Wijs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198051292045/recommended/"},{"id":"bc30a9f7-e247-425e-a81b-2e8e2dae2d7c","source":"steam","source_id":"steam:232171828","content_type":"review","title":null,"body_preview":"This game is phenomenal. The story, world building, and especially Arhur himself, all amazing. I like it so much that i played it for about almost 300hours, and i enjoyed it (not always ofc;) this is ","author":"EDWARD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199545571712/recommended/"},{"id":"429aeb11-012b-4f51-8f9a-f59930c3842e","source":"steam","source_id":"steam:232172226","content_type":"review","title":null,"body_preview":"Been playing this game since 2018 till present and I am still hook playing this game ! Outlaw for life","author":"BaeWoong","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199089664367/recommended/"},{"id":"15ca11b5-0d25-4360-bdc4-44d8d71db4b7","source":"steam","source_id":"steam:232183423","content_type":"review","title":null,"body_preview":"I keep failing cause i keep shooting micah and dutch :thumbs_down:","author":"LadyBlye","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199111106308/recommended/"},{"id":"95d3995f-b0db-47fa-a95d-d77fd8b322a1","source":"steam","source_id":"steam:232185163","content_type":"review","title":null,"body_preview":"AFTER THIS OTHER GAMES WOULD FEEL LOW . THAT LEVEL OF MASTERPIECE THIS GAME IS","author":"gaurangg747","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198736228376/recommended/"},{"id":"62be032b-63b6-443e-a307-7e5c515f6348","source":"steam","source_id":"steam:232185900","content_type":"review","title":null,"body_preview":"Completed the story mode, amazing game, good story.","author":"ShivaDada","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199131342345/recommended/"},{"id":"3b74aedf-3433-43c4-be2c-bfc3b69e78fd","source":"steam","source_id":"steam:232187545","content_type":"review","title":null,"body_preview":"One of the BEST RPG that i played. The plot, the game mechanics, the character development...... 100!!","author":"EnoexD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198296987540/recommended/"},{"id":"b1cfb3ff-47ac-48e1-bbc1-11ad1eae6dee","source":"steam","source_id":"steam:232188010","content_type":"review","title":null,"body_preview":"One can run out of superlatives talking about this game. There are games that let you have a great time and there are games that leave an impression on you for the rest of your life. This is certainly","author":"eXtrem1s","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","absence_of_personality","template_phrases","synthetic_empathy"],"bot_score":0.7337662337662337,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198976854190/recommended/"},{"id":"e4ba4c80-3c54-4fb1-901b-be957eb508d8","source":"steam","source_id":"steam:232192888","content_type":"review","title":null,"body_preview":"TERRIBLE APP. Barely functions, never works, lags, doesnt save presets, list goes on. Never knew a WALLPAPER APP would have so many issues.","author":"Morgue","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198793996802/recommended/"},{"id":"82bfd23f-34b2-46be-baae-9319a7f04833","source":"steam","source_id":"steam:232201397","content_type":"review","title":null,"body_preview":"The only place where I’ll have a house and a good disposable income.\n\n10/10","author":"User4260","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199889881851/recommended/"},{"id":"257164c0-5dc0-478b-a404-b8f2235a3fef","source":"steam","source_id":"steam:232203608","content_type":"review","title":null,"body_preview":"Oliver:\nOkay readers, settle down, make a cup of tea and get a snack, because this is going to be a long review ; Stardew Valley is the ultimate farming game where you can do countless things : mine, ","author":"ponoveave","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions","imperfect_expression","template_phrases","hedge_stacking"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198027808872/recommended/"},{"id":"b02bb76b-9f5d-472d-9ac7-55213369351b","source":"steam","source_id":"steam:232209126","content_type":"review","title":null,"body_preview":"Do not recommend i get rejected by Haley 10/10 game Haley is a baddie","author":"Dylannahidwin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199819090000/recommended/"},{"id":"1dd202c2-5e30-40f6-b029-628dd8338840","source":"steam","source_id":"steam:232210310","content_type":"review","title":null,"body_preview":"when first starting this game it's a little difficult to figure things out but once you do it's SO FUN AND SO PERFECT!!!! i recomend to try and not rush things though and truly take your time with get","author":"marlow","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199184879928/recommended/"},{"id":"84df6734-aa0d-4062-a8b3-d10cd3d79efb","source":"steam","source_id":"steam:232211755","content_type":"review","title":null,"body_preview":"I whole-heartly recommend this game to anyone it's such a relaxing game ( when you're not making excel sheets with the weekly gifts to give an NPC's lol)","author":"sunshine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199157361200/recommended/"},{"id":"15376483-084a-40c8-bdee-b4a8a1391ce4","source":"steam","source_id":"steam:232215391","content_type":"review","title":null,"body_preview":"I told myself I'd play \"just for a bit.\" That was many hours ago. I have a farm now. I have chickens with names. I have strong opinions about which villager deserves my parsnips.\n\nStardew just gets it","author":"joannachagas","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198095488781/recommended/"},{"id":"8755acd0-3439-49b7-b76b-a52013e6821b","source":"steam","source_id":"steam:232216470","content_type":"review","title":null,"body_preview":"this game is so relaxing and fun i feel like i have all the time in the world 10/10 its amazing theres always something to do highly recommended game","author":"andreupujalt518","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198662248023/recommended/"},{"id":"b926666f-0956-4360-956b-2de85a4ce2d7","source":"steam","source_id":"steam:232216502","content_type":"review","title":null,"body_preview":"Great game if you like relaxing games and are goal oriented.","author":"abdielesanchez","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198264781183/recommended/"},{"id":"949191c6-aa0f-4251-a830-6172d77a8836","source":"steam","source_id":"steam:232216829","content_type":"review","title":null,"body_preview":"Own it on 2 consoles and PC, have several hundred hours played. I think I like it.","author":"Bilko","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198200264159/recommended/"},{"id":"7ada4b4e-4e27-4101-883f-568478cc7f31","source":"steam","source_id":"steam:232172322","content_type":"review","title":null,"body_preview":"yes some of the writing sucks, overall the story is just inferior to fallout: new vegas. i found myself frustrated when it wasn't clear how to side with the faction i wanted without googling things, a","author":"WoodiestMoss4","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198021090403/recommended/"},{"id":"50089b8a-0140-444e-88b1-c8603f3fd042","source":"steam","source_id":"steam:232173217","content_type":"review","title":null,"body_preview":"One of the hardest games to evaluate. On one hand, Fallout 4 is a fine modern RPG, easy to pick up, frenetic, and aesthetically captivating, yet I found the experience to be simplistic and not so memo","author":"Blue Fox","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","mixed_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198075358553/recommended/"},{"id":"940671f7-eb52-41f0-bd9e-5ac47f5ebb48","source":"steam","source_id":"steam:232175844","content_type":"review","title":null,"body_preview":"good game old school tons of missions tons of mods need 1000+ houers to play all mods and missions and dlc's","author":"iraqnewsch1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198135833622/recommended/"},{"id":"5edc16fe-a5a7-4999-86ad-d4849db7fa61","source":"steam","source_id":"steam:232176842","content_type":"review","title":null,"body_preview":"Great game with multiple levels of gameplay for everyone, which never gets old","author":"shawnp29","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198041713675/recommended/"},{"id":"a6942b0f-ce56-4411-86f6-2cfec81d89ce","source":"steam","source_id":"steam:232191353","content_type":"review","title":null,"body_preview":"Yes, I would recommend this game to other players.","author":"Hadan8088","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198050536954/recommended/"},{"id":"8d581822-782c-4be6-924f-f8075c434df1","source":"steam","source_id":"steam:232195842","content_type":"review","title":null,"body_preview":"A lot of fun but I can see why people wouldn't enjoy it lol","author":"Aubree","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199200022249/recommended/"},{"id":"69031eb2-7dea-446a-9e8d-820c687c8a84","source":"steam","source_id":"steam:232197422","content_type":"review","title":null,"body_preview":"another bethesda game that  ive played and its pretty ok i guess. mods make it better. most of em are porn tho which ruins the modding experience.","author":"dudenamedlayne","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199456057556/recommended/"},{"id":"28a1b55d-d1af-4808-a974-64cbd6079e73","source":"steam","source_id":"steam:232203582","content_type":"review","title":null,"body_preview":"Just play on console no mods and still crashes constantly.","author":"JavlyNT","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198171459786/recommended/"},{"id":"aa1fda98-2225-46ee-95cc-43f98a5fbe6e","source":"steam","source_id":"steam:232206056","content_type":"review","title":null,"body_preview":"Older versions  - great game (I see bug reports on recent updates and version).  Story driven open world RPG.  You can side with factions or not, explore the world and learn lore,  Combat is good and ","author":"bpw17","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","semantic_blandness"],"bot_score":0.3155975732932022,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198170882817/recommended/"},{"id":"fe500467-2855-4394-b814-5a16b62540cd","source":"steam","source_id":"steam:232207471","content_type":"review","title":null,"body_preview":"power armor spawning with parts of it missing is dumb af","author":"Fullautomania","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198981064642/recommended/"},{"id":"56f9fbe6-9ddb-457d-b4d9-1b9f7d79ecfc","source":"steam","source_id":"steam:232209887","content_type":"review","title":null,"body_preview":"TL;DR - A fun if deeply flawed game. Buy it on sale on GoG so it doesn't come with ♥♥♥♥♥♥ creation club bloat. Or borrow a friend's copy while they're out at sea.\n\nFallout 4 is a game that's fun to pl","author":"TheWraithWriter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198026071304/recommended/"},{"id":"e4cac9b2-5333-4606-bde1-ea7bec8fec82","source":"steam","source_id":"steam:232210758","content_type":"review","title":null,"body_preview":"If you like Fallout consider trying it to play once. Its not the same as 3 or NV. Some modern mechanics are nice but it has a different feel. Bethesda thinks fallout is about 50s retro futurism nostal","author":"Rookie4064","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":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199230416071/recommended/"},{"id":"9198f733-0f64-4d38-ab7c-5ce8676128fe","source":"steam","source_id":"steam:232222306","content_type":"review","title":null,"body_preview":"Trash game that Bethesda keeps breaking. Only play it if you want to play some of the total conversion mods.","author":"Keskikalju Kostaja","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197982876639/recommended/"},{"id":"3309f39b-5605-4e1f-a9bd-613ddadf0fb0","source":"steam","source_id":"steam:232184491","content_type":"review","title":null,"body_preview":"Just play the game if you haven't already worth every penny.Absolute 10/10 game.","author":"Ezio","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198138738984/recommended/"},{"id":"c756081b-0a63-4960-8b29-5a4a6fd5515b","source":"steam","source_id":"steam:232189757","content_type":"review","title":null,"body_preview":"Good characters, good story, good writing, decisions that matter and solid gameplay what more could you ask.","author":"Steadler","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198330634350/recommended/"},{"id":"65684368-a44a-494e-87ae-cd60c157d018","source":"steam","source_id":"steam:232200106","content_type":"review","title":null,"body_preview":"really starting to enjoy this, took a little getting mused to after AC Shadows as the combat is so different but. Smooth game play, interesting characters, i totally see why it was recommended to me.\r","author":"SciDuck","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198014168111/recommended/"},{"id":"705b3b55-3e35-4f31-8b9b-4e1b88537b73","source":"steam","source_id":"steam:232202713","content_type":"review","title":null,"body_preview":"this game is amazing. as of right now, i have 44 hours in the game, and im still in the second area, doing sidequests and having a load of fun doing so","author":"Evelyn Nightshade","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198790308030/recommended/"},{"id":"4e6a0d23-5f43-4d0c-be26-baeb762d4871","source":"steam","source_id":"steam:232207558","content_type":"review","title":null,"body_preview":"Story driven RPG with semi open world.  Engaging story.  Fun and relatively intuitive combat.  Not much replay ability for multiple play throughs for me but really enjoyed it once through.","author":"bpw17","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.3155975732932022,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198170882817/recommended/"},{"id":"e94560de-b220-4098-93fc-fd35e0a838f6","source":"steam","source_id":"steam:232153141","content_type":"review","title":null,"body_preview":"Path of Exile has been a staple of the ARPG scene since its release, through good expansions and bad, its had a large player base and the most complicated skill tree I have ever seen. From casual play","author":"Prodaji","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_stance","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198151199112/recommended/"},{"id":"3899eae1-c1e7-4390-822d-ac9efc3217c8","source":"steam","source_id":"steam:232153294","content_type":"review","title":null,"body_preview":"good but is like second job if you wanna achieve peak builds","author":"moses","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198078302849/recommended/"},{"id":"7d536981-3bc6-46d5-9ba1-e7111291f514","source":"steam","source_id":"steam:232163421","content_type":"review","title":null,"body_preview":"If any of my friends reads this, please download it, I need someone to yap about the cool things I just did","author":"NovaLover","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199818545478/recommended/"},{"id":"9e7069d1-5038-40b4-a8eb-660525328c27","source":"steam","source_id":"steam:232171114","content_type":"review","title":null,"body_preview":"its pretty decent diablo like over top game just really bad lag at times but games free so not bad","author":"mrplantworks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198076704384/recommended/"},{"id":"6162793f-47b0-4e23-b696-eef3b64b830a","source":"steam","source_id":"steam:232175380","content_type":"review","title":null,"body_preview":"Excellent ARPG, my go-to game every couple of months for many years now.","author":"Ridcully","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198027662967/recommended/"},{"id":"450bbdf6-6b69-43ce-a766-f7f850eeca39","source":"steam","source_id":"steam:232186452","content_type":"review","title":null,"body_preview":"got to maps and realized i'd been doing spreadsheets instead of having fun for 60 hours, the combat never stops feeling clunky and the passive tree is just an illusion of choice","author":"pufikPWNZ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198701815162/recommended/"},{"id":"35433921-4360-43dc-bcd4-fc90384ec952","source":"steam","source_id":"steam:232083605","content_type":"review","title":null,"body_preview":"its a fun game but some parts can be very annoying","author":"LilleWalla","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198102321485/recommended/"},{"id":"824a03b2-a461-4002-b74d-85757a88d22b","source":"steam","source_id":"steam:232083992","content_type":"review","title":null,"body_preview":"what can batman do that a black man cant batman can go out at night without robbin","author":"Kakarot Jenkins","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061086139/recommended/"},{"id":"85390cfc-624b-4882-8a73-ffa50dcfe816","source":"steam","source_id":"steam:232084672","content_type":"review","title":null,"body_preview":"Games ok payday 3 is better vr isnt that good, i dont like the shooting cops thought it would be fine, got it on sale so I'm not mad about the purchase","author":"Dapper_Skeleton","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199800721317/recommended/"},{"id":"ea46711a-1125-470e-a8d6-bfb4d34b0558","source":"steam","source_id":"steam:232085267","content_type":"review","title":null,"body_preview":"Has some pretty low lows (in regards to questionable paid DLC practices and the ♥♥♥♥♥♥ stealth system), but otherwise it's a pretty damn great co-op game.","author":"NintenGunner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198149460987/recommended/"},{"id":"64e48b5d-45fa-4226-9de9-17a6f6c67e4c","source":"steam","source_id":"steam:232093950","content_type":"review","title":null,"body_preview":"I used to be an juggernaut now I do sleath and I LOVE IT ESPECIALLY SHADOW RAID","author":"Mr Bob","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199699814010/recommended/"},{"id":"c32240e0-41f9-43ff-a74f-1e67337a04ea","source":"steam","source_id":"steam:232096279","content_type":"review","title":null,"body_preview":"one of the best games ever, however I Cannot believe that the host crashing still results in me a loss. many hours lost due to missions being \"failed\" without my doing. hope this isn't a problem in pa","author":"King StinkySwag","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198306354792/recommended/"},{"id":"941c9888-e0b2-4f6f-87ab-421f4a0efdb8","source":"steam","source_id":"steam:232096705","content_type":"review","title":null,"body_preview":"starbreeze has no idea what they're doing, so much so that the mod team is absolutely mogging them. Very fun though, give it a shot... good god there's so much dlc.","author":"Rainrunner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198378234350/recommended/"},{"id":"b727be74-ae0e-424e-ba91-d31a8270495c","source":"steam","source_id":"steam:232103787","content_type":"review","title":null,"body_preview":"thanks to the modding community of this long lasting game, its still alive as the three most experienced modders are now working on the games engine","author":"messer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198964444203/recommended/"},{"id":"c29ec5cb-dfcc-4a13-8ea1-d84360bc8df9","source":"steam","source_id":"steam:232110331","content_type":"review","title":null,"body_preview":"I'm wanted in all 50 states, Mexico, and France because I tried re-enacting this game","author":"SirStupidofMoran","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199785921705/recommended/"},{"id":"104e44ce-7c0a-4803-bd70-5e72790aaa0b","source":"steam","source_id":"steam:232112121","content_type":"review","title":null,"body_preview":"Had a perfect stealth plan until someone said \"Trust me.\"\n\nWould recommend if you're into chaos and loud gunshots.","author":"nub","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199044783619/recommended/"},{"id":"abd5ee15-34ba-4a92-876a-c932ff428b77","source":"steam","source_id":"steam:232117200","content_type":"review","title":null,"body_preview":"Honestly really fun game, especially if you have a group of friends to play with. There is a crazy amount of content here and so many different heists to do, from quick store robberies to massive mult","author":"Falcon","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","specific_criticism","absence_of_ai_template_phrases","semantic_richness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198007217997/recommended/"},{"id":"fdc31e3b-a575-4044-bd2f-40adf110fe81","source":"steam","source_id":"steam:232203092","content_type":"review","title":null,"body_preview":"CAUTION   PLAY THIS GAME AT YOUR OWN RISK THE SNAIL HAS TAKEN CONTROL OF MY LIFE\r\n\r\nSALT THE SNAIL","author":"maxxyboi214","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198707310907/recommended/"},{"id":"95ea47bd-5a7a-4dcc-b8f1-cc7bdd8984ea","source":"steam","source_id":"steam:232204276","content_type":"review","title":null,"body_preview":"Pay to win premium bias. Down with the Snail, down with its greed.","author":"SaVaGez","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198058798610/recommended/"},{"id":"9d477747-dfaf-4cef-a0d0-bac19842554d","source":"steam","source_id":"steam:232205442","content_type":"review","title":null,"body_preview":"You need to be either a maschosist or commit multiple warcrimes to enjoy these terrible gamemodes.","author":"ShadowDeity","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198059386759/recommended/"},{"id":"dc1b2819-77f9-4213-92c1-5aba3c2064bc","source":"steam","source_id":"steam:232211251","content_type":"review","title":null,"body_preview":"planes are fun tanks are fun boats are fun its all fun i am not paid to say this","author":"huntersterling28","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198755888465/recommended/"},{"id":"69593fe4-ab5c-417d-a93b-431a61d024b3","source":"steam","source_id":"steam:232214500","content_type":"review","title":null,"body_preview":"im tank racist adn will go out of my way to kill them because why not :) {im plane} aslo sometimes my plane will plummet and defy physics because of \"bad internet\" when i have full bars","author":"onebutterfly979","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199330339079/recommended/"},{"id":"e531ea62-a597-4aae-a44e-3f670e678316","source":"steam","source_id":"steam:232215808","content_type":"review","title":null,"body_preview":"AI slop, grindy, greedy, time wasting, one of the worst multiplayer games I've played. Pissed me off so many times I'm glad I don't play it no more. Gaijin doesn't deserve your support and neither did","author":"Stalinfortime","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198981607283/recommended/"},{"id":"db812c4d-4317-4da4-9a1b-0fba8e70dd23","source":"steam","source_id":"steam:232217470","content_type":"review","title":null,"body_preview":"neegy ass developers need 10 lashings across the ass for their crimes and ♥♥♥♥ ass updates","author":"Skyroamer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199205340736/recommended/"},{"id":"1163582a-f48a-49b7-8898-91f2f54955ae","source":"steam","source_id":"steam:232219352","content_type":"review","title":null,"body_preview":"A really fun game with a few issues but that doesnt really change how fun this game is.","author":"Snailking","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198754940116/recommended/"},{"id":"3dfb03f5-b65f-4424-ad2b-36092ba44c9e","source":"steam","source_id":"steam:232189291","content_type":"review","title":null,"body_preview":"Fun 3rd person shooter, infinitely better than what I've learned to expect from free games","author":"outrage204","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198027196177/recommended/"},{"id":"20fc8634-d7a2-4b66-9e29-84da03a1e2f2","source":"steam","source_id":"steam:232197666","content_type":"review","title":null,"body_preview":"Game doesn't allow me to log in. If I try I get told I failed the Rechapture even though there is and was no rechaptures until they blocked my account and my IP for \"to many failed log in attempts\"","author":"neuertisch100 가가","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199229024029/recommended/"},{"id":"e5a9474e-8c34-4da0-8b3d-d7411a3c7be6","source":"steam","source_id":"steam:232209275","content_type":"review","title":null,"body_preview":"best game that you have to grind extremely on to get what you want","author":"perish","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199037490363/recommended/"},{"id":"effb2a10-84c2-4be8-bd05-dbdbe02762fb","source":"steam","source_id":"steam:232209317","content_type":"review","title":null,"body_preview":"Better than Destiny 2, but it's impossible to aim (self inflicted)","author":"Purelmagination","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199037182752/recommended/"},{"id":"112d43c9-351f-48d6-9368-a8fc0d392f81","source":"steam","source_id":"steam:231715222","content_type":"review","title":null,"body_preview":"Started the tutorial and after entering the portal, it stayed on a black screen for me. I guess I got lost...................","author":"NathanYaMutt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198034821974/recommended/"},{"id":"b1bf49c1-e22f-4f32-ab43-3e38a1a82f56","source":"steam","source_id":"steam:231784574","content_type":"review","title":null,"body_preview":"you have a credit card. that's how you play the game swipe and play.  teamplay not existent since solo mode and constant running out of material. great gameplay though and the classes are fun but man ","author":"flyWolf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198118730342/recommended/"},{"id":"a5928d2e-3010-4883-a137-e90bbbed6e6a","source":"steam","source_id":"steam:231832062","content_type":"review","title":null,"body_preview":"dont think ill ever get to do it all ,as so many side quests ,but yeah , a good time killer","author":"BLOOD SPORT","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198271975628/recommended/"},{"id":"e2621f87-f5d9-4efb-955e-498eaefa6145","source":"steam","source_id":"steam:231906420","content_type":"review","title":null,"body_preview":"used to love the game, got on after a break for a few years to enjoy some PVP just to find out it was removed entirely... hard uninstall. one of the greatest features in the game gone forever what a t","author":"Smiles","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198097433369/recommended/"},{"id":"0357b8ed-bf81-442e-905a-9fedcea978b5","source":"steam","source_id":"steam:231975152","content_type":"review","title":null,"body_preview":"played 38 hours waiting for it to click and it never really did, neat ideas but the whole thing just kinda wears thin after a while","author":"banis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198701295475/recommended/"},{"id":"54f570e8-8b1d-44f6-8f4c-77e9f1ed7b4c","source":"steam","source_id":"steam:232009369","content_type":"review","title":null,"body_preview":"Korean MMO with a windows 2000 UI and P2W. Feels like a bad WoW rip off.","author":"admin","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199066461375/recommended/"},{"id":"f633d807-74b1-4c78-bd56-66a3754dbefb","source":"steam","source_id":"steam:232055229","content_type":"review","title":null,"body_preview":"126 hours in and i think i was just too stubborn to admit it wasn't for me kept waiting on something that never came","author":"shisha king","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198295995403/recommended/"},{"id":"0dffba38-e84d-4719-8899-69c6ff5e5304","source":"steam","source_id":"steam:232089053","content_type":"review","title":null,"body_preview":"Big game with a lot of things to do. not for amateur at hught level. really nightmaring bosses with tactict to reach high level","author":"e.Qua","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198378998060/recommended/"},{"id":"85107813-4e31-43a8-a989-740b50a57578","source":"steam","source_id":"steam:232151751","content_type":"review","title":null,"body_preview":"I wish you didn't ruin this amazing game. Forever has a spot in my heart.","author":"neuvi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199099635029/recommended/"},{"id":"7a6a0359-e4ed-4cbb-972a-af3481d89c74","source":"steam","source_id":"steam:232209384","content_type":"review","title":null,"body_preview":"Lost Ark: Brilliant Combat Wrapped in a Predatory Cash Shop\r\n\r\nLost Ark boasts some of the most fluid, visually stunning isometric combat and complex raid encounters in the ARPG/MMO genre. Beneath tha","author":"RobbieGeez","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198077028045/recommended/"},{"id":"3eb4f359-e691-49e8-ab7a-fc74edddbed9","source":"steam","source_id":"steam:232138028","content_type":"review","title":null,"body_preview":"Sehr gutes spiel. Empfiehlt sich mit freunden zu spielen\nman muss für die neuen dlc den nachfolger besitzen würde mich freuen wenn die neuen dlc auch für ASE rauskommen","author":"Alfi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198745393345/recommended/"},{"id":"25e3bb56-c911-4a68-978d-7b2afc4ea36b","source":"steam","source_id":"steam:232145665","content_type":"review","title":null,"body_preview":"I have over 2000 hours on ark on my xbox, I stared playing in 2018 or 2019 idk but I know that I have been playing this game for over half of my life, and i got to say the game was at its best when ge","author":"5'2 femboy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199379661306/recommended/"},{"id":"2caceaec-10c1-425b-bf9f-90a77f6c4b8b","source":"steam","source_id":"steam:232155935","content_type":"review","title":null,"body_preview":"Do yourself a favor. Get this game, play it on the preaquatica branch and have the best time of your life.\n\nThe other game? That money-milking P2W scam remaster they call Ascended? Nah, don't get that","author":"Carr0t","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198033900957/recommended/"},{"id":"acc0e313-5faf-4597-a65f-27515cc2b6ee","source":"steam","source_id":"steam:232159306","content_type":"review","title":null,"body_preview":"444 GB's of storage on my drive.. Holy crap. The game is also hard as t*ts for me so it's an easy uninstal. The game is gorgeous though for it's age but for me It's a storage sucking vampire. If you e","author":"Blitzer6GX","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199148981596/recommended/"},{"id":"bbf7e3a1-9536-44e7-bbc7-6c3b4783238f","source":"steam","source_id":"steam:232173092","content_type":"review","title":null,"body_preview":"probs the best game out theres nothing else like it","author":"bigdaddycohen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198758318807/recommended/"},{"id":"89d58365-c504-4ec3-802f-04cb65946c48","source":"steam","source_id":"steam:232179721","content_type":"review","title":null,"body_preview":"so much lag but so much fun i wish the official server are back","author":"ysahmad28","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199022517942/recommended/"},{"id":"6b786ae7-512a-4023-86df-dbf4e94c60d9","source":"steam","source_id":"steam:232191439","content_type":"review","title":null,"body_preview":"cursed game. spent an hour trying to kill a 4cm long european hornet while the game was open, do not play if you dont want european hornets and parisitoid wasps swarming your plums","author":"Saeden","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198782899809/recommended/"},{"id":"23b9cdc1-ba17-4bcd-add9-6a7284b59443","source":"steam","source_id":"steam:232200116","content_type":"review","title":null,"body_preview":"Takes WAY too much space and is obviously not optimized, and is extremely buggy, but other than that it is a good game.","author":"wolf.proficient","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199211093056/recommended/"},{"id":"9b511d3a-c661-4e6f-86c6-f07efed8ebc3","source":"steam","source_id":"steam:232200372","content_type":"review","title":null,"body_preview":"C'EST QUOI CE JEU DE MERDE ?! Même avec les graphismes au maximum, c'est de la daube. Je me fais constamment endormir par ces putains de trucs de merde dès le spawn. Allez vous faire bz, vos mères.","author":"akeru_","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198873022314/recommended/"},{"id":"b7d12eaa-0d31-4ca8-a153-e7feb809ddc4","source":"steam","source_id":"steam:232202750","content_type":"review","title":null,"body_preview":"It is a really good game, on my pc it takes some time so host a non dedacated server and takes some time but it is a old pc. It is full custom made like 16 years ago","author":"DaBoi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199049407196/recommended/"},{"id":"8493c19d-64c8-47a3-880d-5bc80ebee153","source":"steam","source_id":"steam:232154712","content_type":"review","title":null,"body_preview":"I think this game has a bug i tried to heal a team mate as doc but then they instantly died?","author":"emily009x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199128097087/recommended/"},{"id":"a8bc681b-c26d-4155-b433-d0d886b6dace","source":"steam","source_id":"steam:232154890","content_type":"review","title":null,"body_preview":"This game reminds me of how stupid and bad at strategy games I am, whilst reminding me how much I love strategic shooters. Very fun and stressful game indeed.","author":"Scared","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198692988139/recommended/"},{"id":"c4a0e620-a132-443b-b093-63f9344815a9","source":"steam","source_id":"steam:232154987","content_type":"review","title":null,"body_preview":"Siege makes me wanna kms but then I wouldn't be able to play Siege anymore so I don't.","author":"Super.Xero","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199641824780/recommended/"},{"id":"89a22b84-90ce-41b2-b8db-dfb1d41191bc","source":"steam","source_id":"steam:232155382","content_type":"review","title":null,"body_preview":"dont play this unless you want severe mental health issues","author":"kaleldavis1986","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198731032384/recommended/"},{"id":"0367ecd6-f2d1-423f-bdaf-a0ff5399f14a","source":"steam","source_id":"steam:232156087","content_type":"review","title":null,"body_preview":"This game is good till you hit level 50 and play rank  i hate it","author":"Luis_12best","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198756389846/recommended/"},{"id":"937bb9d7-3e3a-41b8-9bb7-966b816918c0","source":"steam","source_id":"steam:232156289","content_type":"review","title":null,"body_preview":"me lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllik","author":"craigsoffshoreoffice","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198216379997/recommended/"},{"id":"ff8b3667-8e85-4d7d-9d8f-849db31d87fb","source":"steam","source_id":"steam:232156337","content_type":"review","title":null,"body_preview":"this game is absolutely amazing and I love playing it, I would recommend for people starting off FPS games!","author":"RoomyBard164403","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197989572836/recommended/"},{"id":"0c9d53e5-0bcc-4620-bbe5-dc4ead611558","source":"steam","source_id":"steam:232157155","content_type":"review","title":null,"body_preview":"Never have I wanted to jump out of a window more than when I play this game. When I tell you that Ubisoft made the worst game ever while cooking this damn game up, I mean it. I still play the game all","author":"CvC8","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","contradictory_behavior"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198751434877/recommended/"},{"id":"8d139597-ed5a-48b9-9066-45d31c6757e5","source":"steam","source_id":"steam:232157403","content_type":"review","title":null,"body_preview":"wasted time getting to lvl 50 and went in to play ranked and my number wasnt accepted! Total waste","author":"TheNomad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198988855273/recommended/"},{"id":"d012f8f0-891a-46dd-ad8a-0e6d9e7f14b7","source":"steam","source_id":"steam:232222159","content_type":"review","title":null,"body_preview":"do not recommend unless you like getting belt to ass by 20k hour players with no job.","author":"Dragon72334","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199550048187/recommended/"},{"id":"cd253790-8a21-48e1-82f2-e1e16a427083","source":"steam","source_id":"steam:232222447","content_type":"review","title":null,"body_preview":"this game frustrates my nerves, my enemies shoot at me","author":"Caz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199838199580/recommended/"},{"id":"e3637f66-db62-42de-9782-e9c964784ba6","source":"steam","source_id":"steam:232222996","content_type":"review","title":null,"body_preview":"This journey started like any other... naked on the beach, with nothing but a rock and a torch.","author":"SmokeShopBaby","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198841397158/recommended/"},{"id":"d947bdc3-b678-480e-a75f-e75a1c381be2","source":"steam","source_id":"steam:232223015","content_type":"review","title":null,"body_preview":"worst game ive played in years just a troll game and full of cheaters and the gull to make a nonthly sub just to be able to play without cheaters yes you have to pay 15 dollars a month to play certain","author":"ClAnK","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198410024158/recommended/"},{"id":"44bd7336-e7d1-4fa7-a50b-346c8a788925","source":"steam","source_id":"steam:232223153","content_type":"review","title":null,"body_preview":"dont taked it too seriously and youll ahve a blast , take it too serious and youll cry like everyone warned you","author":"ABallofAnxi3ty","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198450156379/recommended/"},{"id":"5837524a-a1fe-4776-8420-0e99db247d74","source":"steam","source_id":"steam:232224217","content_type":"review","title":null,"body_preview":"I LOST THE FUN IN LIFE SINCE I BOUGHT THIS GAME I AM JUST SAD AND LOST","author":"Michael Scofield","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199228307984/recommended/"},{"id":"a69cc38a-de1f-472b-a1f6-2000f6a3e261","source":"steam","source_id":"steam:232225286","content_type":"review","title":null,"body_preview":"if rust paid there community minimum wage people would clear 150k a year","author":"ReeHub","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199579130643/recommended/"},{"id":"b158a4cc-e7d0-4521-9b0d-aa217d309ca8","source":"steam","source_id":"steam:232226244","content_type":"review","title":null,"body_preview":"i joined a 100000000 times server got a ak and felt like a little boy in iran 100% worth","author":"RANDOMLINK","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199708097884/recommended/"},{"id":"f32f62f6-797a-44aa-92ca-372d5978e5c1","source":"steam","source_id":"steam:232226605","content_type":"review","title":null,"body_preview":"no i would not recommend this game to other players","author":"Lasag_na","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199233420509/recommended/"},{"id":"d696f67f-b088-4e46-9794-2fcda064ad77","source":"steam","source_id":"steam:232166605","content_type":"review","title":null,"body_preview":"the game is pretty good, i just don't recommend the several sleepless nights you'll have trying to climb out of the hell hole of being poor","author":"Crayon_eat3r","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199864745924/recommended/"},{"id":"d51aae54-8ad0-4b26-bbbd-13c5feac937c","source":"steam","source_id":"steam:232167992","content_type":"review","title":null,"body_preview":"I bought the Enhanced version and got the OG for free. But here's the twist : The legacy runs 10x ♥♥♥♥♥♥♥ better than Enhanced did. And this from someone with a potato Gaming PC that run today's moder","author":"LarnrothSDergan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198296495679/recommended/"},{"id":"8fa739d1-bef6-46cb-908b-6343aafdc4d8","source":"steam","source_id":"steam:232176889","content_type":"review","title":null,"body_preview":"i love killing people and having virtual women shake ass and tits on me","author":"DALBAEB","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199451889309/recommended/"},{"id":"82aeeb9a-e5c6-4df1-8fa7-9c1163589a90","source":"steam","source_id":"steam:232185034","content_type":"review","title":null,"body_preview":"After my nan tried this she got extreem PSTD she tried backflipping from the FBI building, The END she died.","author":"ℍ","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198777102414/recommended/"},{"id":"9d7a8483-de7a-4e44-a506-31b77634bd95","source":"steam","source_id":"steam:232187172","content_type":"review","title":null,"body_preview":"one of the most realistic and greatest game in the worlds history","author":"kingaming899","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198698754514/recommended/"},{"id":"f6086527-ebd7-4d12-bf9f-0a546c0fe3ac","source":"steam","source_id":"steam:232187187","content_type":"review","title":null,"body_preview":"when i stepped out my apartment i was blown up by a flying motorcycle piloted by an 8 year old. good game","author":"Penguin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199387146814/recommended/"},{"id":"179e078e-5557-4b86-b64f-20abc28db477","source":"steam","source_id":"steam:232218985","content_type":"review","title":null,"body_preview":"I wasted a few of my teenage years staying up late so i could trade with americans for funny hats and piss jars.\nThis game may be the main reason had ♥♥♥♥ grades, but my english skills got a massiv up","author":"Wyrin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","humor_and_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198048484337/recommended/"},{"id":"0d3ae187-ec21-4723-b5e4-a43562abdd97","source":"steam","source_id":"steam:232223864","content_type":"review","title":null,"body_preview":"One of the greatest games of all time that will stand the test of time.","author":"PlayStation™ 2","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199066232187/recommended/"},{"id":"991e23c7-4ca7-4042-af65-11a68fedb0f2","source":"steam","source_id":"steam:232214856","content_type":"review","title":null,"body_preview":"I keep getting stuck on the first loading screen when the actual game comes up and it’s dumb ash😰😰🥺😞😞","author":"Joe Bartolozzi","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811979961/recommended/"},{"id":"fe2f920a-5243-4820-9b06-555f98c6a69f","source":"steam","source_id":"steam:232215660","content_type":"review","title":null,"body_preview":"this game feels like im getting it from three dudes all at once while my teammates sit in the chair","author":"Kaneki","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199023325285/recommended/"},{"id":"3259d326-5a40-48ed-8d37-139704f5c059","source":"steam","source_id":"steam:232218156","content_type":"review","title":null,"body_preview":"Get raped by a team of watson and caustic sat in a corner with LMGs. 10/10 would rush them again!","author":"Geckles","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199057087586/recommended/"},{"id":"99581b97-3218-4026-bdd3-85e70ef3d6fd","source":"steam","source_id":"steam:232218557","content_type":"review","title":null,"body_preview":"playing apex may honestly be worse then the blood eagle","author":"SpinoAnims","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199181496683/recommended/"},{"id":"12f83022-3525-420a-8edf-c984848b3ae5","source":"steam","source_id":"steam:232219386","content_type":"review","title":null,"body_preview":"2.5k hours on this game. Do I need to add anything else?","author":"Schadenfreude","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198373678867/recommended/"},{"id":"f61f26e9-4145-415d-8955-f179be2c7d07","source":"steam","source_id":"steam:232220916","content_type":"review","title":null,"body_preview":"Of course i wouldn't reccomend this game. who would?!","author":"2c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199433218452/recommended/"},{"id":"c96cdc5f-a1d6-4dbb-b79b-bf2a9aa136d9","source":"steam","source_id":"steam:232220940","content_type":"review","title":null,"body_preview":"got full squad wipe in a total of six seconds, would rather have a wet dream of elon musk getting his dih cheese plucked 10/10 would recomend","author":"SpaceHotdogs","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199806820196/recommended/"},{"id":"bee5d9ac-656e-4bef-a3dd-3aa405db0671","source":"steam","source_id":"steam:232221152","content_type":"review","title":null,"body_preview":"One of my most liked fps battle royale games i've played.","author":"Malinois_void","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199258773553/recommended/"},{"id":"f499edb1-4445-4abd-9f19-a837ac6cd8e6","source":"steam","source_id":"steam:232222510","content_type":"review","title":null,"body_preview":"Good game overall. It's had a few issues with remembering account levels but when it got fixed it's good as new. I had a few hundred hours on origin before I switched to steam. Better ping and game fe","author":"[KDC]Kugelblitz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198412876593/recommended/"},{"id":"f09eabd5-70e3-4c2f-8ceb-f30ae58c4abe","source":"steam","source_id":"steam:232223229","content_type":"review","title":null,"body_preview":"I heard about this game when i was 11 years old from my older brother. It came out unexpectedly during the peak era of Fortnite. I didn't hop on it immediately because like most kids my age Fortnite w","author":"Divorce Papers","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199867579491/recommended/"},{"id":"287d872d-d19d-4eb7-a496-a905c5fe5a84","source":"steam","source_id":"steam:232223329","content_type":"review","title":null,"body_preview":"i have come back to play after 2 years Because i finished playing TitanFall 2 Story mode\r\nit not thing feel like TTF2 i know it not the same game but come on.","author":"2Morrow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198194529955/recommended/"},{"id":"c21f89a8-22cc-4e5f-bf3a-fb6229cb8b72","source":"steam","source_id":"steam:232223717","content_type":"review","title":null,"body_preview":"Apex Legends is a truly an great experience. Before you can play the game, you're introduced to its hidden game mode: **Troubleshooting Simulator**.\n\nStep 1: Launch the game.\n\nStep 2: Reach the lobby.","author":"Joker","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199642841716/recommended/"},{"id":"31433e9a-016b-4bbf-ac5a-064b7c6dd086","source":"steam","source_id":"steam:232224840","content_type":"review","title":null,"body_preview":"apex is an evil, horrible creation. a true monstrosity of our nature.","author":"cutecatboy93","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199051291832/recommended/"},{"id":"e38a0a3f-2e78-405c-adb8-5822bf736104","source":"steam","source_id":"steam:232224973","content_type":"review","title":null,"body_preview":"---{ Graphics }---\n☐ You forget what reality is\n☐ Beautiful\n☑ Good\n☐ Decent\n☐ Bad\n☐ Don‘t look too long at it\n☐ MS-DOS\n\n---{ Gameplay }---\n☐ Very good\n☑ Good\n☐ It's just gameplay\n☐ Mehh\n☐ Watch paint ","author":"impulse","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198047701558/recommended/"},{"id":"caf3e03c-b4c8-4227-af53-fa8e60f7ec86","source":"steam","source_id":"steam:232227643","content_type":"review","title":null,"body_preview":"Very bad. Cheaters only. Cheaters simulator... pisau ir apariau","author":"`Po1ntas","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198276881494/recommended/"},{"id":"905de953-3adf-4fce-8720-fdfbfb894b2a","source":"steam","source_id":"steam:232228059","content_type":"review","title":null,"body_preview":"cs2 full of hackers but its best game still will always keep playing","author":"The Kooms","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198666624693/recommended/"},{"id":"17842abb-9d0b-4525-a326-8cf6079622d7","source":"steam","source_id":"steam:232228688","content_type":"review","title":null,"body_preview":"this game is so much fun and the case all ways give me red or knife\r\nlove from Tel Aviv isreal","author":"cookman","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198778540504/recommended/"},{"id":"0985df8a-8cae-4ae1-9cde-93db5afeb33d","source":"steam","source_id":"steam:232228755","content_type":"review","title":null,"body_preview":"1,464 hours later... Here's what I think.\n\nFirst of all, I'm not a professional player. Even though I have 1,464 hours in the game at the time of writing this review, I'm just someone who has been pla","author":"𝗔𝗺𝗮𝗻𝗶𝘁𝗮","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199439456172/recommended/"},{"id":"4097cee2-8fcc-42d6-8b10-2ebc86af1bd6","source":"steam","source_id":"steam:232228778","content_type":"review","title":null,"body_preview":"this is an only cheaters game and the hackers didnt got banned because the ♥♥♥♥♥♥♥ game suck","author":"ヅ","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198982920946/recommended/"},{"id":"eb713933-dc2e-48cc-933e-13a349cd7def","source":"steam","source_id":"steam:232193222","content_type":"review","title":null,"body_preview":"U spwan U drop U get gun and U die by 500 lvl Player","author":"Pookieeee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199492034175/recommended/"},{"id":"507f0294-ff7c-4214-acdf-41ed7badabaa","source":"steam","source_id":"steam:232194701","content_type":"review","title":null,"body_preview":"How does getting an \"Thank you for submitting report, the following player has been banned\" help me? Is it supposed to make me feel better about getting killed by hackers once every 3 games?","author":"viciv","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198008106258/recommended/"},{"id":"b7e29cba-4acf-4228-962a-e9b1fe93ab07","source":"steam","source_id":"steam:232197844","content_type":"review","title":null,"body_preview":"kept playing hoping it would click but 65 hrs later still waiting on that one thing that makes it worth it","author":"Lamp96","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198708859828/recommended/"},{"id":"9b296e9d-42e0-40dc-b3e4-9563b5f2d6e2","source":"steam","source_id":"steam:232200607","content_type":"review","title":null,"body_preview":"got hooked on the progression loop for a while but somewhere around hour 60 it clicked that none of it was actually fun just compulsion","author":"SoulDream","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198784315284/recommended/"},{"id":"d00aae9b-054f-43ea-a4a8-7962e9b09acb","source":"steam","source_id":"steam:232204327","content_type":"review","title":null,"body_preview":"i recommend this game if you have nothing to do the recoil is ♥♥♥♥ you need to control it but beciudes that i would say that the game is gooda nd the player open theire mic first game","author":"emm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinionated_statement"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199806849523/recommended/"},{"id":"6b47983c-03ac-43c1-8e68-85499ac3460d","source":"steam","source_id":"steam:232218580","content_type":"review","title":null,"body_preview":"♥♥♥♥ this game full of cheaters and this game is dying anyways so trash game","author":"ZK","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198106116148/recommended/"},{"id":"f7d0bb88-9ef4-4675-90c5-e2771838f78e","source":"steam","source_id":"steam:232220114","content_type":"review","title":null,"body_preview":"They released the game like 10 years ago and it still has those 10 year old bugs that are not fixed. FPS flactuates a lost all the way from 40 to 140 fps. Game suddenly crashes or freezes randomly","author":"BIGDADDY","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199017618330/recommended/"},{"id":"ba03bf4e-60f8-4b65-a18b-2068e56c10c3","source":"steam","source_id":"steam:232222994","content_type":"review","title":null,"body_preview":"pretty fun you get a lot of max level 500's even as a new player in your lobbies tho","author":"noahh2goatedd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199307648666/recommended/"},{"id":"da168b0d-0a6d-4150-b537-db122acdc349","source":"steam","source_id":"steam:232225249","content_type":"review","title":null,"body_preview":"I had a goated pubG era with the OG's back in 2023","author":"Tobias","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199229392002/recommended/"},{"id":"73e47bc5-8551-44a5-9b37-b0dc6cc979ae","source":"steam","source_id":"steam:232212067","content_type":"review","title":null,"body_preview":"If I see a ruzzian or Cuckrainian khokhol on the street they are getting unforgettable memories.","author":"Neutolian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198253657115/recommended/"},{"id":"72a2bb3a-51ec-4ba3-9451-f1d070a78a89","source":"steam","source_id":"steam:232213737","content_type":"review","title":null,"body_preview":"It would be better if Dota remained a map for Warcraft 3. The game is extremely unbalanced, where support can kill a hero with 6 items and this still does not change for the better. The match selectio","author":"Pix4an","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","missing_platform_voice","semantic_blandness"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198778015326/recommended/"},{"id":"c99663b0-bc2a-4989-8df5-eefa952182c0","source":"steam","source_id":"steam:232215383","content_type":"review","title":null,"body_preview":"played the game only a tiny bit , recommend for people who wanna get the following perks in real life :\n-fast course in swearing in all possible languages (including made up ones)\n-growing grey hair e","author":"Kaisel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions","natural_digressions","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198856987117/recommended/"},{"id":"c7039a64-52bb-43b1-9e09-17d1af90034b","source":"steam","source_id":"steam:232223032","content_type":"review","title":null,"body_preview":"♥♥♥♥♥♥ toxic game, it will raise your blood pressure","author":"I Fucxk Pinoys","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198888201613/recommended/"},{"id":"017a9511-c644-46c4-962c-fc80d7d8e311","source":"steam","source_id":"steam:232224156","content_type":"review","title":null,"body_preview":"Incredibly fun with so much gameplay possible. Definitely worth a try if you've ever played a MOBA before.","author":"Thaidakar","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Aug 07 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199012980588/recommended/"},{"id":"422eb712-f63c-4ca8-84da-eb47e5113376","source":"hackernews","source_id":"49184195","content_type":"comment","title":null,"body_preview":"I think it is named Rio cause the author is from Rio de Janeiro state...","author":"soapdog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184195"},{"id":"82731abb-770d-4f68-98a8-77012b8b93e9","source":"hackernews","source_id":"49180274","content_type":"comment","title":null,"body_preview":"Have a app that use swiftterm currently and want to try libghostty but no time\nTurned out there are so many choices for the terminal engine\nThe clear C ABI sound good to me and will try it if time all","author":"mintflow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1629049405545331,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180274"},{"id":"19a72fda-5346-4f95-8e5a-c6eca98e58e0","source":"hackernews","source_id":"49178555","content_type":"comment","title":null,"body_preview":"Great, ghost.el was made thanks to the well-made libghostty-vt library. I am very to try out Rio in Emacs next.","author":"arikrahman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression"],"bot_score":0.13224706481550358,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178555"},{"id":"6d9c76d5-5aea-4f3a-b958-f5120c6bc136","source":"hackernews","source_id":"49178736","content_type":"comment","title":null,"body_preview":"Naming a terminal emulator \"rio\" seems like a cruel joke on Rob Pike :)","author":"floren","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","humor_or_wit"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178736"},{"id":"70baacd8-6d1f-45da-b1cf-6387801eb7e9","source":"hackernews","source_id":"49172488","content_type":"comment","title":null,"body_preview":"Thinking that harnesses and agents can improve without human involvement, even if it works, will yield a much lower growth rate than if a human gets involved in the loop.","author":"kimjune01","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.24150374992788443,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172488"},{"id":"200cbbc6-6b68-4fbf-880f-12fe47b9a9a1","source":"hackernews","source_id":"49171231","content_type":"comment","title":null,"body_preview":"All this work for something we already solved 40+ years ago with ontologies and expert systems","author":"sim04ful","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.16027027697102586,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171231"},{"id":"15863994-8202-4919-aaf4-e2220e4886ee","source":"hackernews","source_id":"49166164","content_type":"comment","title":null,"body_preview":"They say engineering but it's more a soft science.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.12369171617414407,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166164"},{"id":"fd727cee-0776-4a1f-8670-6fe8c6489cc0","source":"hackernews","source_id":"49175216","content_type":"comment","title":null,"body_preview":"I am wondering when will harnesses generate their own RLHF/DPO training sets and just LoRA finetune the models they are running?","author":"storus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1513222309532205,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175216"},{"id":"dfa87f97-7609-463a-ab19-f7423bf4bfe6","source":"hackernews","source_id":"49171672","content_type":"comment","title":null,"body_preview":"Careful about over fitting to the point of cheating... [0]\n0 - https://arxiv.org/abs/2604.11806","author":"datadrivenangel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","human_indicator_terse_replies","human_indicator_original_commentary"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171672"},{"id":"1eb612a5-46a8-4ba8-8f21-82225646517a","source":"hackernews","source_id":"49168562","content_type":"comment","title":null,"body_preview":"I think the biggest problem with RSI is the tendency of models to try and find \"clever\" solutions when presented with very hard problems (aka cheat).\nI just got done asking gpt5.5 to make some suggest","author":"bob1029","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","personal_experience_anecdote","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168562"},{"id":"8bb447df-c87e-4490-89d8-17ef4cc06c17","source":"hackernews","source_id":"49166074","content_type":"comment","title":null,"body_preview":"I've been working with self improvement harness a little bit and one thing i've come to conclusion is harness task fit. The learning can be significantly improved if we understand the behaviour of tas","author":"manojbajaj95","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.19166666666666665,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166074"},{"id":"fc9ee2bf-766d-45a1-acdb-352281b81986","source":"hackernews","source_id":"49174491","content_type":"comment","title":null,"body_preview":"We've using auto-research for harnesses and it's surprisingly powerful. It's amazing how many problems are easy to spot and fix from traces.\nFew key things were required to get it working well: 1) let","author":"scosman","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","semantic_blandness","template_phrases","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174491"},{"id":"b3a03f87-bd03-4fe2-a017-daccd3f657ba","source":"hackernews","source_id":"49166798","content_type":"comment","title":null,"body_preview":"one form of very effective self-improvement that coding agents do all the time:\ninstall or build stuff that they can then use\nit changes the environment instead of the agent/harness but in a sense how","author":"tosh","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":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166798"},{"id":"8bf80d82-c8b9-469c-aed0-28c62137503f","source":"hackernews","source_id":"49168664","content_type":"comment","title":null,"body_preview":"Very enjoyable article.\nIsn't the harness basically where the frontier model companies can capture value and create a moat of sorts? I am also curious about building a harness for fun but would expect","author":"kriro","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168664"},{"id":"82d4f25d-e616-4b06-8177-f663920b7742","source":"hackernews","source_id":"49169364","content_type":"comment","title":null,"body_preview":"Thanks for the really nice in-depth post! Hoping for a future one about:\n\"Much recent work on auto-research, self-improving agents, and evolutionary program search can be organized around this questio","author":"erwincoumans","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","quoting_external_content"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169364"},{"id":"276a6aaf-4171-47e0-b74f-5856c3a1f504","source":"hackernews","source_id":"49167815","content_type":"comment","title":null,"body_preview":"Great article! I am currently writing my second harness (first was in Emacs Lisp, using Emacs as UI; second is a command line coding agent written in Common Lisp).\nIf anyone wants to argue that it is ","author":"mark_l_watson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167815"},{"id":"a6be3bad-6657-4bda-86f3-80690cad44bb","source":"hackernews","source_id":"49167695","content_type":"comment","title":null,"body_preview":"Thanks for the post. For https://Document.bot (Kinda Cursor IDE for knowledge workers), im already trying to improve the harness (besides spotting bugs) using hillclimb experiments. More and more i'm ","author":"cahaya","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167695"},{"id":"0056ad54-50d5-4c58-8b56-8ddb450e0932","source":"hackernews","source_id":"49167251","content_type":"comment","title":null,"body_preview":"Really good points Lillian.  Agreed on keeping the evaluator outside the loop that evolves the harness.\nOne practical failure mode I’ve have experienced in my agentic harness tasks similar to the “wea","author":"gopalraja","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167251"},{"id":"335dac55-129b-4b2b-8626-4b8cb2ee5261","source":"hackernews","source_id":"49177077","content_type":"comment","title":null,"body_preview":"I did something similar. It started off as a \"self-improving agent\" project, inspired by autoresearch, then later on I reframed it as \"harness training\" (discrete program search) borrowing the mental ","author":"megadragon9","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","self_reference"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177077"},{"id":"fcd3be22-2a41-4ea5-a123-01497face8ca","source":"hackernews","source_id":"49201974","content_type":"comment","title":null,"body_preview":"thanks for posting the question - this space certainly keeps evolving\nI've been trying to tackle various aspects of traceability and validation at scale... embedding the self improvement & validation ","author":"FacelessAICoder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201974"},{"id":"4f94cb5f-4c1c-46ef-8f4f-9badcfaaab17","source":"hackernews","source_id":"49169175","content_type":"comment","title":null,"body_preview":"IMHO training weights has peaked and now it is time for a training paradigm for prompts and code. We don't have the gradient descent here - but I think it can be more sample efficient because causal t","author":"zby","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","self_reference","imperfect_expression"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169175"},{"id":"19e127e4-e98f-4732-8148-bc6c76918601","source":"hackernews","source_id":"49170298","content_type":"comment","title":null,"body_preview":"I’ve been thinking about how we practically implement this at an organizational layer for large codebases. There’s clearly alpha to be had in optimizing AGENTS.md / skills / tools / … to improve perfo","author":"bisonbear","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170298"},{"id":"6a1a8437-015d-49b3-910e-f61e53dbf59f","source":"hackernews","source_id":"49147799","content_type":"comment","title":null,"body_preview":"> real, production-grade UI framework\nWhat does this even mean? There are hundreds of thousands of apps in the App Store that are 100% SwiftUI. They are real. And they are very much \"production grade\"","author":"emehex","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.3313349557784768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49147799"},{"id":"c4d3f26f-5b1d-432c-8117-65d4ccf63713","source":"hackernews","source_id":"49172013","content_type":"comment","title":null,"body_preview":"There was a post on here awhile ago from Jeffrey Snovers blog about how Microsoft screwed this up as well. Given how many people have moved to electron, and how big companies don’t seem to be able to ","author":"Decabytes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172013"},{"id":"6b0b8454-5ccd-43e0-a8f6-d2f3d0485496","source":"hackernews","source_id":"49152526","content_type":"comment","title":null,"body_preview":"I would only take this article seriously if you have to support old iOS versions.\nNavigationStack has been around since iOS 16, @Observable since iOS 17. and I'm not sure if the author is aware that G","author":"willtemperley","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1532279899525501,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152526"},{"id":"11f76594-c05b-407e-b3e7-916f5dcf62e6","source":"hackernews","source_id":"49151346","content_type":"comment","title":null,"body_preview":"You know those games you buy as Early Access while they're still in development, with the implied promise that development will be done some day? And how many of those games have stayed Early Access o","author":"zombot","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49151346"},{"id":"78b7bba6-33e8-431d-9e6c-2cb50de25cb3","source":"hackernews","source_id":"49155646","content_type":"comment","title":null,"body_preview":"there's yet to be a decent-looking SwiftUI app on the desktop. elements are always too small, spacing is wrong, & the keyboard is a second-class citizen. mobile-first is a disaster.","author":"flenserboy","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49155646"},{"id":"a07c0a10-b014-40ac-9fa6-507ad38f3a3e","source":"hackernews","source_id":"49160102","content_type":"comment","title":null,"body_preview":"I think SwiftUI is just a reflection of the times we live in. If you look around, many things which used to be done at \"great\" or \"amazing\" levels, are now just \"good enough\". Cars, houses, software, ","author":"Alex_L_Wood","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160102"},{"id":"a5e45730-e71a-4b67-bda7-893a33306b77","source":"hackernews","source_id":"49154460","content_type":"comment","title":null,"body_preview":"I'll be honest, I struggled to get much done with SwiftUI each of the last four years but this summer I started 4 greenfield iOS 27 apps on SwiftUI and it's genuinely been pretty delightful and none h","author":"searls","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49154460"},{"id":"393fa176-d8dc-4a93-a4a0-9d466d7412d5","source":"hackernews","source_id":"49163663","content_type":"comment","title":null,"body_preview":"I shipped an internal company application using SwiftUI a couple of years ago and the author pretty much nailed all of my pain points. At the very least in JavaScriptLand™ you are provided very opinio","author":"waterTanuki","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.13263252099206768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163663"},{"id":"dac5ae45-1e64-4dce-af7d-5e64c593554d","source":"hackernews","source_id":"49147567","content_type":"comment","title":null,"body_preview":"I fell in love with SwiftUI the day it was announced, but as a solo dev I still haven't been able to make a full app with it yet, mostly because of the lack of documentation, and the gaps where you st","author":"Razengan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","absence_of_personality"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49147567"},{"id":"43e8dd65-9fa0-430e-8516-e25e2f2cf68d","source":"hackernews","source_id":"49153581","content_type":"comment","title":null,"body_preview":"Used SwiftUI mainly on macOS since it was first released.\nOn macOS it is still comes up short on a lot of the GUI functionality. Stuff like window management, decoration, focus, undo/redo, finder tree","author":"lonelyasacloud","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153581"},{"id":"451b218e-6c8e-409f-a841-f4df98e730fd","source":"hackernews","source_id":"49148036","content_type":"comment","title":null,"body_preview":"Autolayout, while flawed like anything else, remains the pinnacle of UI across all platforms.\nSwiftUI is a laudable attempt to idiot-proof UI, but it sacrifices too much and ultimately fails.","author":"happytoexplain","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49148036"},{"id":"ed42c604-3621-4640-ad02-7463e31cf1e8","source":"hackernews","source_id":"49153377","content_type":"comment","title":null,"body_preview":"I have recently completed building a large native macOS app and my take is that, for 90% of work, SwiftUI is good but for the 10% you would need AppKit.\nFor my app which is a AI chat app, I needed to ","author":"sujee","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153377"},{"id":"e85e9aad-5f10-4577-8ede-95cea9fd3f5e","source":"hackernews","source_id":"49147939","content_type":"comment","title":null,"body_preview":"I've noticed that developers who started with UIKit really have a hard time working with SwiftUI. I think this is because it's not just new syntax, it's an entirely different way to think: state is th","author":"emehex","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.3313349557784768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49147939"},{"id":"2a7cd08b-b8d9-4387-aa2f-999ecdb37391","source":"hackernews","source_id":"49148170","content_type":"comment","title":null,"body_preview":"Despite all the trends, I still really like HTML for structure, CSS for styling, and JavaScript for logic.\nThe boundaries aren’t perfectly clean, and that’s fine. But the separation gives you a useful","author":"peheje","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49148170"},{"id":"55fed150-8935-4101-8c0c-20b5964b7abb","source":"hackernews","source_id":"49147868","content_type":"comment","title":null,"body_preview":"Apple had a real winner with ObjC and AppKit. Swift is horrendously complicated for the benefits it offers over ObjC, and SwiftUI is a massive step backwards from AppKit.\nJust MHO, and it’s not going ","author":"spacedcowboy","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","personal_preference","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49147868"},{"id":"02780fb0-ddc2-4be4-86dd-3597c1d274cb","source":"hackernews","source_id":"49147726","content_type":"comment","title":null,"body_preview":"SwiftUI it is the type of framework that makes the easy things easier to accomplish but the harder things harder.\nIt is a newbie trap.  It is great at producing simple apps, or things that don't requi","author":"ardit33","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","natural_digressions","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49147726"},{"id":"e9a909cd-5e30-4f2c-9ed5-a556c904c226","source":"hackernews","source_id":"49147628","content_type":"comment","title":null,"body_preview":"I'm sure many will disagree, but I have doubts that pure declarative-reactive is the \"right\" shape for an all-purpose native UI framework. In my experience, Kotlin+Compose shares many of the same wart","author":"cosmic_cheese","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49147628"},{"id":"24f1d685-9d82-4dc2-a140-2e049b1e2699","source":"hackernews","source_id":"49151009","content_type":"comment","title":null,"body_preview":"As a solo app developper for two years mainly for apple platform(previously do networking infra software using C/Go)\nAfter two many trial and fail, now it's quite clear to me that for simple UI I will","author":"mintflow","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","niche_expertise","self_reference"],"bot_score":0.1629049405545331,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49151009"},{"id":"c8f86820-022e-45d7-8a54-7ba9bddb20bb","source":"hackernews","source_id":"49148028","content_type":"comment","title":null,"body_preview":"This seems to be a popular ‘controversial’ topic. I’ve been using SwiftUI for production applications and games since 2021. I drop down UIKit, Metal, or core animation when needed. But that’s no diffe","author":"sandoze","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49148028"},{"id":"969066f3-d4ac-48a5-b38f-7c0cdcc1e22b","source":"hackernews","source_id":"49147549","content_type":"comment","title":null,"body_preview":"The problem with complex systems is that you can be dead long before you realize you're dead. Things can continue to seem \"pretty good\" for a long time just from the inertia of past good decisions and","author":"rayiner","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49147549"},{"id":"cd77034b-d12d-4bad-9315-11a6783cf22b","source":"hackernews","source_id":"49162214","content_type":"comment","title":null,"body_preview":"Not familiar with this term \"cognitive debt\"\nA debt implies repayment.  But the loss here is not going to be repaid, it's permanent\nPerhaps a more appropriate term might be \"cognitive deficit\" or \"cog","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1421685691495944,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162214"},{"id":"51592b0f-2e15-412d-8a04-3d905a4da2d3","source":"hackernews","source_id":"49158332","content_type":"comment","title":null,"body_preview":"I share the author's sentiment. I also think it's important to fully understand a codebase I own. So much is naturally lost when you let LLMs generate code for you, and the mental model of what the ad","author":"overthenexttwod","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158332"},{"id":"0e7611c6-e322-4688-982c-bd4d2987bc61","source":"hackernews","source_id":"49153939","content_type":"comment","title":null,"body_preview":"I'm taking a slightly different approach. I've started a project where I intentionally don't use agentic coding. I use LLMs for researcher and to learn, but write all the code by hand.\nThe goal is to ","author":"K0nserv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153939"},{"id":"06c0b9c1-2ece-43a4-b52b-18f428ec3749","source":"hackernews","source_id":"49159472","content_type":"comment","title":null,"body_preview":"I've been asked several times how I use AI. My answer is - pretty much the same way I worked with developers on my team. I give a task, review the result for a reasonable amount of time - which might ","author":"Mike-Kelner","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159472"},{"id":"3eb248b4-4ab8-4188-b092-818371d80969","source":"hackernews","source_id":"49156437","content_type":"comment","title":null,"body_preview":"Do mathematicians and physicists put away the calculator and computer (this always reminds me of the last scene from Star Wars) and do the computation by hand? A physicist isn't going to manually inve","author":"dataviz1000","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","human_indicator_present"],"bot_score":0.07410130386641078,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49156437"},{"id":"d85c650f-95e5-4e5e-b390-845c36b19305","source":"hackernews","source_id":"49163294","content_type":"comment","title":null,"body_preview":"I used to do this and called it \"Coding with AI the Hard Way\" in a nod to Zed Shaw: https://kamens.com/blog/code-with-ai-the-hard-way\nI no longer do and blogged my updates for fear of being seen as a ","author":"kamens","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163294"},{"id":"ccc4044e-2b9b-4a52-a141-d0312b43060b","source":"hackernews","source_id":"49154099","content_type":"comment","title":null,"body_preview":"When I was younger and took over a codebase I open it up in one window and then type it back into another window. Not only did I catch/fix a crazy number of bugs, but I became a near expert overnight.","author":"r0ze-at-hn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49154099"},{"id":"7f486945-bd47-464b-972e-af198193d073","source":"hackernews","source_id":"49154114","content_type":"comment","title":null,"body_preview":"> manually retyping LLM-generated code\nThis is just a miserable career of \"paint-by-number\" because people can't be bothered to have a creative thought about their professional work or programming hob","author":"petcat","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10820497565246048,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49154114"},{"id":"3f5ebc36-c987-4341-806e-b2aacd807fb1","source":"hackernews","source_id":"49154721","content_type":"comment","title":null,"body_preview":"Sounds like a devious plan to turn me from a self diagnosed 10x developer (& Founder, CEO, Serial Entrepreneur) into a plain old 1x regular Joe.","author":"blitzar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49154721"},{"id":"69bc42f8-8310-413b-81ce-d4678b166d1a","source":"hackernews","source_id":"49157006","content_type":"comment","title":null,"body_preview":"In my love(?)-hate relationship with \"vibecoding\", even I tried this approach. For a while it worked, though that \"while\" didn't last as long as the months OOP has been riding this wave. Though, the v","author":"mahami","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157006"},{"id":"9212a0e4-b201-4272-8ade-5642107c9daa","source":"hackernews","source_id":"49154216","content_type":"comment","title":null,"body_preview":"As someone who, at a point, would copy homework from someone else, copy book reports from online, and use the answer sheets to complete assignments, I can tell you this strategy is long known to  accu","author":"a2128","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49154216"},{"id":"d236881e-6dde-4872-8fae-0b51b28e7585","source":"hackernews","source_id":"49153905","content_type":"comment","title":null,"body_preview":"As an aside, back in the days of Stack Exchange I would always type out manually whatever answer I found to make sure I understood WTF I was adding to the system.","author":"bandrami","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153905"},{"id":"143957f5-2c30-44c2-88a3-2dd00b84932d","source":"hackernews","source_id":"49153764","content_type":"comment","title":null,"body_preview":"What I did is kinda similar, I downgraded to $20 plan and just ask questions and almost never let it write the code, and if I can I use the web ui like the good old days and not spend my CLI tokens.","author":"jruz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153764"},{"id":"2486e19e-4869-4c69-a5af-4ed94d66e7ba","source":"hackernews","source_id":"49155229","content_type":"comment","title":null,"body_preview":"Big no for retyping llm generated code by hand.\nBut a big yes for still typing code by hand, and not leaving it to the llm. Except it has to be the code generated by your brain.\nThat is what will crea","author":"npras1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49155229"},{"id":"fcbae79b-f18b-4f9a-a2f0-4ba0b76d9329","source":"hackernews","source_id":"49154929","content_type":"comment","title":null,"body_preview":"This will cause cognitive debt anyway. As mentioned in https://arxiv.org/pdf/2509.21972v1: \"When students rely\non these outputs as a substitute for their own reasoning or critical engagement, the lear","author":"estebarb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49154929"},{"id":"bee8004e-a3c7-4f6a-9286-9f4804662ffa","source":"hackernews","source_id":"49163074","content_type":"comment","title":null,"body_preview":"So we are reduced to code monkeys mindlessly re-typing what an LLM wrote to increase potential understanding...\nWhatever this approaches, it is not a state of software engineering I find desirable.","author":"ablob","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163074"},{"id":"6a5a976f-1de7-479c-84d9-b18f5d151136","source":"hackernews","source_id":"49156525","content_type":"comment","title":null,"body_preview":"Lots of reactions here, but if it works for you then that's great.\nFor me I feel that LLMs have exploded (in a good way) my cognitive capabilities. I'm now the general of an army, rather than playing ","author":"WhyComboNadir","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49156525"},{"id":"2b02e875-d05b-496b-b6a8-57df266d904f","source":"hackernews","source_id":"49163104","content_type":"comment","title":null,"body_preview":"Also... if your workflow is \"think hard, let LLM write it, read what AI wrote, think hard about what AI wrote, re-type what AI wrote, fix what AI wrote\"...\nWhere in the heck are the efficiency gains? ","author":"bigbuppo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163104"},{"id":"ee829d27-ada1-4e69-9d29-f983428e208f","source":"hackernews","source_id":"49153811","content_type":"comment","title":null,"body_preview":"Good advice yesterday, good advice today, and good advice tomorrow.\nI don't remember if I read this advice or just intuited it myself (perhaps after some hard lessons), but it's a programming habit I'","author":"wahern","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153811"},{"id":"9ce5cf81-9b7f-44b8-94ef-c175bb5a0fa8","source":"hackernews","source_id":"49165180","content_type":"comment","title":null,"body_preview":"As someone who’s been programming for 20 years, I have to say that programming itself often causes a kind of brain rot. I’m very glad that I can now focus on other aspects of software development. It ","author":"big_paps","classification":"human_created","confidence":0.7,"indicators":["self_reference","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165180"},{"id":"958f8927-5f40-4f64-9e69-d291cfc9e8dc","source":"hackernews","source_id":"49197871","content_type":"comment","title":null,"body_preview":"Seems like a clickbait title, since FB monetizes rage-bait content on both sides.","author":"johng","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197871"},{"id":"b23e87c3-a521-40d2-a412-911036c70686","source":"hackernews","source_id":"49176863","content_type":"comment","title":null,"body_preview":"I've less than zero love for Commodore stuff, I'll admit up front. Even as a retro computing enthusiast and computer historian I think the adoration that Commodore (both the C64 and Amiga) get far out","author":"CursedSilicon","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176863"},{"id":"d615d200-2f8e-4b62-b9b5-638e2caea396","source":"hackernews","source_id":"49192667","content_type":"comment","title":null,"body_preview":"\"open source\" is the string that's missing in that announcement.\nThe historical source code (AmigaOS git history up to at least when Commodore went bankrupt) should be MIT and in e.g. github.\nBut that","author":"snvzz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192667"},{"id":"866c60a8-52bb-4dcc-83ce-66bd79bfbd7c","source":"hackernews","source_id":"49180680","content_type":"comment","title":null,"body_preview":"At this rate, the Amiga will outlive us all, and probably get one last hardware and AmigaOS revision long after our funerals.","author":"jnaina","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180680"},{"id":"6ec034f3-ffe4-44f1-af2a-92701d7f7b8f","source":"hackernews","source_id":"49179776","content_type":"comment","title":null,"body_preview":"Unfortunately this is at least 2 decades too late now.\nAside from the diehard fans, it's the behaviour between the companies  that stopped me buying their products, and I'm probably not the only one.\n","author":"SillyUsername","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179776"},{"id":"8d8cbba1-72b0-465f-9bda-d8386a523d3d","source":"hackernews","source_id":"49176109","content_type":"comment","title":null,"body_preview":"> Forty-two years later, the circle is closing: apart from the \"Commodore\" and \"C=\" marks, the principal rights and assets of the Commodore and Amiga eras rest with Amiga.\n> Current licensees include ","author":"TacticalCoder","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13904293124098976,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176109"},{"id":"16ca4e9b-3508-4e22-8453-e269691c1006","source":"hackernews","source_id":"49172688","content_type":"comment","title":null,"body_preview":"im glad you guys open sourced the terminal, just in case, you know...","author":"orliesaurus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.08129113396662781,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172688"},{"id":"f6171534-1b7d-4bda-b28f-56fec8502119","source":"hackernews","source_id":"49173633","content_type":"comment","title":null,"body_preview":"I use warp if you don’t like the AI stuff you can turn it off.","author":"bethekidyouwant","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173633"},{"id":"cf2ea0b4-0989-4cf2-a616-d3c753ff619b","source":"hackernews","source_id":"49173745","content_type":"comment","title":null,"body_preview":"I like the terminal emulator but I just don't see any use for the agentic stuff.\nI've disabled it all because it gets in the way.","author":"devmor","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173745"},{"id":"43ccb5d9-0852-48fa-9053-7d76554e7099","source":"hackernews","source_id":"49173723","content_type":"comment","title":null,"body_preview":"The irrational exuberance of these guys. It's interesting to see what happened, somebody somewhere got the very very bad idea (if the goal is to make money) of \"we will build, like the BEST terminal.\"","author":"jrm4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173723"},{"id":"1cecad43-e121-4b34-aa9a-d5bc80f0be4e","source":"hackernews","source_id":"49173378","content_type":"comment","title":null,"body_preview":"I do like integrating the shell with the agent. That seems like something I do occasionally need. But the occasion when I need it is getting rarer and rarer so I suspect that this is building a featur","author":"arjie","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173378"},{"id":"9f161d44-5861-4127-a048-51c451bba3c1","source":"hackernews","source_id":"49174054","content_type":"comment","title":null,"body_preview":"I prefer the Orca / Herdr multiplexer implementation, not a fan of this style.","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency"],"bot_score":0.08951096934568685,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174054"},{"id":"3f5f3f27-9aa8-4b1c-8e2d-a68f227b0914","source":"hackernews","source_id":"49174355","content_type":"comment","title":null,"body_preview":"Warp is bloated in recent releases. I just want an old warp, lightweight and fast. Returned to the default terminal.","author":"qainsights","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174355"},{"id":"4317aa77-51f4-4d02-8d5c-860e95eee29a","source":"hackernews","source_id":"49174728","content_type":"comment","title":null,"body_preview":"I don't currently plan to use this stuff (mostly because I generally use Claude via IDE sidebars) but I still love Warp and their TOML/YAML based config which preloads my 10 tabs + tab groups on init,","author":"dmix","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174728"},{"id":"ab963fd2-fa02-46b4-8db3-de05ee2f36d1","source":"hackernews","source_id":"49174650","content_type":"comment","title":null,"body_preview":"Interesting idea! I like the idea of more deeply integrating code agent with the terminal (e.g. shell, ptys, etc).\nIt's spawning PTYs but does it support SSH'ing into a remote session and running comm","author":"qudat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","self_reference"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174650"},{"id":"e78cad76-1c85-40b4-a5f4-37537f99b6fe","source":"hackernews","source_id":"49173182","content_type":"comment","title":null,"body_preview":"> a CLI coding agent that does what others can't\nI've read the product description and I don't see anything that's truly unique","author":"agluszak","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173182"},{"id":"09ed03f3-6cb2-4fc0-b7b7-6216fdf18042","source":"hackernews","source_id":"49173725","content_type":"comment","title":null,"body_preview":"> Cloud agent handoff\n> Start work in the CLI, then hand it off to the cloud when you want to close your laptop. All cloud agents are tracked centrally and can be monitored and steered via the web so ","author":"giancarlostoro","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12167652589697248,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173725"},{"id":"b535a190-c95a-4231-bce5-80948cf1cb97","source":"hackernews","source_id":"49172762","content_type":"comment","title":null,"body_preview":"So this is a competitor to something like OpenCode or Pi? I suspect for most developers, they are using Claude Code or Codex CLI mainly just so they don't have to pay-per-token and can use the subscri","author":"daveidol","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172762"},{"id":"34f2834b-251c-4e15-9c56-705f6dc6583a","source":"hackernews","source_id":"49173612","content_type":"comment","title":null,"body_preview":"The other day in warp I literally couldn't run `ls` because it kept interpreting it as a AI command. I still love warp, but some of the stuff is crazy.","author":"Jonovono","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173612"},{"id":"98a5e2b1-1154-4f05-a4e9-14b1504e2ec9","source":"hackernews","source_id":"49173316","content_type":"comment","title":null,"body_preview":"My absolute favorite thing about Warp is the function that suggest a new command intelligently when the one I just ran failed or changes to the code when execution failed. Haven't been able to replica","author":"ArvidSu","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173316"},{"id":"b49c7a55-e0bf-4b62-9284-708ae6cefda8","source":"hackernews","source_id":"49172869","content_type":"comment","title":null,"body_preview":"I used to really like Warp, back when it was just a terminal. Then as they went more and more in on AI the actual terminal features became more and more buggy and I ended up having to go back to WezTe","author":"lexicality","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172869"},{"id":"6a6938d3-3eef-473a-8742-009febf8d833","source":"hackernews","source_id":"49176316","content_type":"comment","title":null,"body_preview":"I build a tool like this with Claude in 2hs, uses Rust with OpenCV crate, egui GUI, PDF output.\nBasically it steps through a folder with images, finds corners, user presses Space if ok, or adjusts cor","author":"virtualritz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency","natural_digressions"],"bot_score":0.12649374534908336,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176316"},{"id":"c0552373-f74e-43a1-9c7f-8117cdc46808","source":"hackernews","source_id":"49173240","content_type":"comment","title":null,"body_preview":"Be fully aware it is AGPL licensed before you try to use any of this code for something \"at work\" without realizing it. That said, looks neat!","author":"giancarlostoro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12167652589697248,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173240"},{"id":"872889ef-e23f-49fe-8741-93191336ed7e","source":"hackernews","source_id":"49173695","content_type":"comment","title":null,"body_preview":"It is nagware:\n> Before an image is saved, a \"Buy License\" banner is shown for 10 seconds.","author":"OutOfHere","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15645428343530868,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173695"},{"id":"d9d0168b-fe5c-402a-b3f7-8e858f7267d6","source":"hackernews","source_id":"49173301","content_type":"comment","title":null,"body_preview":"Crashes on launch\nmacOS: macos-26_arm version installs (with intervention to permit running), but crashes on launch.\n-------------------------------------\nTranslated Report (Full Report Below)\n-------","author":"dmwood","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173301"},{"id":"3d47dde7-2230-4f54-b607-d35e73f5b75a","source":"hackernews","source_id":"49173669","content_type":"comment","title":null,"body_preview":"Last time I used Gimp it had a plugin that let you correct perspective, wonder how they both compare","author":"Gualdrapo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173669"},{"id":"8bfdc0dd-aa3d-4ac5-af90-f6f360dad387","source":"hackernews","source_id":"49174540","content_type":"comment","title":null,"body_preview":"The Google Camera app already does this (much). I look into this problem during a receipt scanning project. If you want development ideas look up \"metric rectification\" and 'manifold dewarping'; e.g. ","author":"esafak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.07532823452151328,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174540"},{"id":"2d4e669c-7cb3-4db1-abb7-94c1cd14073d","source":"hackernews","source_id":"49172979","content_type":"comment","title":null,"body_preview":"Exciting! I needed this last week, and now here it is. Thanks.\nI share the annoyance about phone detection previees over-promising. But I'm pleased this comes with perspective correction and lighting ","author":"speerer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172979"},{"id":"0bd3cfcb-dd42-46e4-bfef-4effd4f5d17b","source":"hackernews","source_id":"49182558","content_type":"comment","title":null,"body_preview":"I am so glad I read the OP. To me, the big news here is \"FlatCV\", the author's computer vision library.\nWhy it interests me:\n1. A practical and elegant approach to scanning real-world documents like r","author":"ripe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.1858974358974359,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182558"},{"id":"274188be-d934-45ce-9f80-99ea7a18c0fe","source":"hackernews","source_id":"49197553","content_type":"comment","title":null,"body_preview":"I find funny the « I don't like python so let me use something worse that will force me to do 10x the work »","author":"poulpy123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197553"},{"id":"5186373f-d263-4141-a781-d6183be5aace","source":"hackernews","source_id":"49177835","content_type":"comment","title":null,"body_preview":"Correct me if I am wrong here, but isn't this just a low-quality camera sensor attached to a gimmicky transparent LCD? This is an interesting novelty, but as others have mentioned already, the functio","author":"RIMR","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.0998370832612177,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177835"},{"id":"54722507-4f4f-4da8-bf85-1df651353042","source":"hackernews","source_id":"49179653","content_type":"comment","title":null,"body_preview":"it'd be fun to have a version where a ToF sensor or some distance measure can help make sure you are holding it the right distance away.\ni also think people are really going a bit too wild over the \"h","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.1330826923990941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179653"},{"id":"b5563883-dbec-4510-af3c-79e0344266fe","source":"hackernews","source_id":"49178618","content_type":"comment","title":null,"body_preview":"pretty much the worst of both worlds: a non-working viewfinder and a terrible camera.","author":"natas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178618"},{"id":"e30229b7-559c-4bec-95da-a1dea9e8dac1","source":"hackernews","source_id":"49180915","content_type":"comment","title":null,"body_preview":"Honestly, this is genius. It's dirt cheap, which was unexpected, and it gives you the excitement of shooting blind with the gorgeous feeling of looking through an optical \"viewfinder\". Of course the f","author":"Almondsetat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15943609377704338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180915"},{"id":"595518d7-5463-447a-b3bb-2ea7df9b74dd","source":"hackernews","source_id":"49181062","content_type":"comment","title":null,"body_preview":"it's 200 rmb and it looks super fun. perfect product.","author":"try-working","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181062"},{"id":"5e096936-509d-4551-80f1-6b51af3692ca","source":"hackernews","source_id":"49181503","content_type":"comment","title":null,"body_preview":"I tought: what an useless product. Than i searched for the price. Then i bought one.","author":"neves","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181503"},{"id":"4c23ebd9-f39c-4a56-a253-6236bef239fd","source":"hackernews","source_id":"49181015","content_type":"comment","title":null,"body_preview":"Last discussion\nhttps://news.ycombinator.com/item?id=48779844","author":"yread","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181015"},{"id":"3e2a5050-0e54-4f6c-ba36-75fdecfc0b91","source":"hackernews","source_id":"49180551","content_type":"comment","title":null,"body_preview":"Doesn't the picture I \"see\" depend on how close I get to the \"frame\"? Does the camera take this into account when making a photo?","author":"KingOfCoders","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.12259728312903301,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180551"},{"id":"312df59a-cbef-4826-906d-daa90313afb6","source":"hackernews","source_id":"49178652","content_type":"comment","title":null,"body_preview":"Nitpick I guess. I feel none of the pics in that page is clicked using this camera.","author":"newtwentysix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178652"},{"id":"2b6f373a-6c28-483a-bfb1-5e24667ab106","source":"hackernews","source_id":"49177657","content_type":"comment","title":null,"body_preview":"Waitasec...wouldn't you have to hold it at a very specific distance from your eye for the \"viewfinder\" to be accurate?","author":"monitron","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177657"},{"id":"8c0344be-ac9b-4cf6-b28f-bfbe2b1cb882","source":"hackernews","source_id":"49177879","content_type":"comment","title":null,"body_preview":"Transparent viewfinder cameras aren't anything new. If you've ever used a disposable camera in the past--congratulations, that is it.","author":"1-6","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177879"},{"id":"8238ca21-2521-4522-aaf8-f05ee7602f54","source":"hackernews","source_id":"49180457","content_type":"comment","title":null,"body_preview":"Interesting choice to release a camera and show zero photos taken with it.","author":"hebrides","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180457"},{"id":"11543c0d-f1c2-4580-8cab-cdf7efacb894","source":"hackernews","source_id":"49177563","content_type":"comment","title":null,"body_preview":"I literally cannot see the point to this thing. The transparent display is cool I guess. They don't state the camera specs on it though which seems odd for a camera.","author":"King-Aaron","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177563"},{"id":"7a5b1239-50c3-432b-a6f0-ac71e73c7d7d","source":"hackernews","source_id":"49178816","content_type":"comment","title":null,"body_preview":"Given how cheap this is, I feel like this makes for a great camera to give to a kid.  The camera gets out of the way (no built-in games like a lot of kiddy cameras have) and the focus is placed on fra","author":"Daneel_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178816"},{"id":"4eee10da-c1e1-4ac3-9bc2-459b42f52559","source":"hackernews","source_id":"49177792","content_type":"comment","title":null,"body_preview":"Optical viewfinder cameras see through a lens and force-align your eyes, so when you change the lens, what you see is different but highly aligned to what the sensor sees.\nHere, depending on where you","author":"juancn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12813382803751108,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177792"},{"id":"1dd57dc5-3dfd-4ab5-9596-2f3f3510c27a","source":"hackernews","source_id":"49168105","content_type":"comment","title":null,"body_preview":"I think all ideas can be entertained without an association with how it manifested, we should be able to have any level of discussion (be it dismissive, reductive, or enriching and productive) about a","author":"hmokiguess","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality","human_indicator_quote"],"bot_score":0.08951096934568685,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168105"},{"id":"72ca1a02-547f-4589-a2d0-658f394d8adb","source":"hackernews","source_id":"49168872","content_type":"comment","title":null,"body_preview":"However Noble Rot is delightful:\nhttps://en.wikipedia.org/wiki/Noble_rot","author":"Oarch","classification":"human_created","confidence":0.7,"indicators":["terse_replies","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168872"},{"id":"673205bb-71cf-4f69-b9ec-639276122ef8","source":"hackernews","source_id":"49168254","content_type":"comment","title":null,"body_preview":"> Luc Montagnier co-discovered HIV in 1983 […]\n> During the COVID-19 pandemic, Montagnier promoted the idea that SARS-CoV-2 was deliberately created and escaped from a laboratory\nMy understanding is t","author":"yreg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","personal_opinion_on_covid_origin","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168254"},{"id":"8f70ced1-68a5-42e1-b868-5c3680e5e191","source":"hackernews","source_id":"49169535","content_type":"comment","title":null,"body_preview":"I think there are two things at work here:\n-An expectation that because a scientist is incredibly good at one thing, they must be good at another, entirely different type of thing. This seems to uniqu","author":"FinnLobsien","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","analogies_and_examples","platform_fluency"],"bot_score":0.14673266676003024,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169535"},{"id":"649d4052-55a9-4359-aea5-28d7b26d6d8e","source":"hackernews","source_id":"49169735","content_type":"comment","title":null,"body_preview":"The first entries are a bit weird to me. They are mostly about eugenics for people who got their Nobel prices in the early 1900s. The thing is that in those days even the state of California promoted ","author":"kkoncevicius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169735"},{"id":"9efb0d3d-ca6e-438e-b9d0-6049f5dac125","source":"hackernews","source_id":"49176098","content_type":"comment","title":null,"body_preview":"One of the beautiful things about coding is the immediacy of the feedback. Screw up and your program crashes. Get it right and the machine does what you want. Tests turn green - that's nice. Subtle bu","author":"cbare","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176098"},{"id":"5ec33d95-d6a4-4323-9c54-6b7a7953c83d","source":"hackernews","source_id":"49175352","content_type":"comment","title":null,"body_preview":"While this list certainly includes a mix of ideas, the fact that some of them are not in vogue in the current orthodoxy does not make them wrong.\nhttps://www.paulgraham.com/say.html","author":"Empact","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175352"},{"id":"b7ba5fc1-40f6-426f-a7f1-3cd8e2eaceab","source":"hackernews","source_id":"49167293","content_type":"comment","title":null,"body_preview":"There's a statistic similar to this showing that socially successful people tend to think they're above the law.\nI think that once people achieve a certain level of success, they start to think, 'I ca","author":"jdw64","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.2175673792054101,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167293"},{"id":"6460e884-7c0e-4299-9bb2-50c541e437a6","source":"hackernews","source_id":"49168776","content_type":"comment","title":null,"body_preview":"Nobel laureates are just normal humans and sometimes believe in garbage ideas. Surprise.","author":"aswegs8","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168776"},{"id":"0995200a-81a6-4bdc-85a7-e130f7456ee1","source":"hackernews","source_id":"49176030","content_type":"comment","title":null,"body_preview":"Egas Moniz, cited in the list, got a Nobel for inventing lobotomy to cure mental illness.\nHe did not really embrace some weird idea once he got a Nobel: the weird itself was the reason for the Nobel p","author":"rufasterisco","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","original_commentary_around_quote"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176030"},{"id":"3ed9dc77-587a-4629-b059-2ccab7eb1373","source":"hackernews","source_id":"49169380","content_type":"comment","title":null,"body_preview":"In the article, Milton Friedman sums it up well I think by describing the attention is 'corrupting'.\nIt cannot be good for you for everyone to assume that you are somehow omniscient all of a sudden.\nA","author":"ectoloph","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.09983708326121774,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169380"},{"id":"a35b497e-6ff6-4724-a738-2795d13792d2","source":"hackernews","source_id":"49174489","content_type":"comment","title":null,"body_preview":"While he didn't win a Nobel prize, I'm reminded of Dr Henry Heimlich (inventor of the Heimlich maneuver), who went on to become a proponent of malariotherapy: the deliberate infection of people suffer","author":"bastawhiz","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_voice","balanced_perspective_on_controversial_topic"],"bot_score":0.11488750195857506,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174489"},{"id":"2f4665c0-c7ca-4ac7-9bef-a21ad58ac616","source":"hackernews","source_id":"49168435","content_type":"comment","title":null,"body_preview":"This article linked at the bottom is interesting too: https://en.wikipedia.org/wiki/Ne_supra_crepidam\n\"Let the cobbler not judge beyond the shoe\"","author":"perilunar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08659867975331727,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168435"},{"id":"c177b432-e5c2-4320-9424-b40d77e46974","source":"hackernews","source_id":"49168001","content_type":"comment","title":null,"body_preview":"From the examples given in this article it is absolutely impossible to tell whether the \"incorrect beliefs\" (be it racism, mushroom aliens, vitamins curing cancer, whatever) are in any way connected t","author":"cyclopeanutopia","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168001"},{"id":"d48cf95c-9030-4d8a-843e-575cb720eacd","source":"hackernews","source_id":"49174535","content_type":"comment","title":null,"body_preview":"I am convinced that a similar proportion of non-prize winner scientists across all fields of natural sciences share \"scientifically unsound ideas\" or \"scientifically unsupported or discredited beliefs","author":"i-blis","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","self_reference","imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174535"},{"id":"d56e64f6-6b02-480e-8e9d-d0a9c61d4bfb","source":"hackernews","source_id":"49169558","content_type":"comment","title":null,"body_preview":"I'm surprised the article doesn't address the Occam's Razor probability that... _most people_ hold ideas that the (a?) majority does not... and that increased media attention is likely to \"discover\" t","author":"ledauphin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169558"},{"id":"710c0087-f801-40e0-87e8-2a025b8101c9","source":"hackernews","source_id":"49169871","content_type":"comment","title":null,"body_preview":"This has always felt like such a weird quirk in human behavior.\nImagine a 5 year old who is good at basketball. His parents notice it and enroll him in a class. Coaches recognize his talent and dedica","author":"paxys","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1269933251955914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169871"},{"id":"0c88e7ba-9a1a-4c81-8c70-9cfca8a9921c","source":"hackernews","source_id":"49167888","content_type":"comment","title":null,"body_preview":"A lot of these aren't \"strange or scientifically unsound ideas\" but downright racism. Whether Nobel prize recipients are less or more racist than their contemporaries is debatable but I'm not sure the","author":"ciropantera","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167888"},{"id":"92168ce7-c617-49a2-9139-9e50e0bdb95e","source":"hackernews","source_id":"49168856","content_type":"comment","title":null,"body_preview":"> an informal term for the embrace of strange or scientifically unsound ideas by some Nobel Prize winners, usually later in life. It has been argued that the effect results, in part, from a tendency f","author":"embedding-shape","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.0937185533888582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168856"},{"id":"e0199505-902a-4aaa-b4dd-8c57c5961089","source":"hackernews","source_id":"49203572","content_type":"comment","title":null,"body_preview":"I am probably in the minority here, but I believe that scientists and researchers are allowed to hold unorthodox and even unscientific beliefs outside their domain expertise.\nThe deeper issue here I t","author":"minifridge","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","nuanced_argument"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203572"},{"id":"0ff90004-c758-4787-8559-d8d852bcbadb","source":"hackernews","source_id":"49176727","content_type":"comment","title":null,"body_preview":"Edge is edging closer!\nSuper cool and a taste of what's to come with local AI becoming more accessible to low-end hardware.","author":"zooloo99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176727"},{"id":"3b8efa7c-275d-4a6d-85f1-67f4695080aa","source":"hackernews","source_id":"49192243","content_type":"comment","title":null,"body_preview":">\"At ultra-low bitwidths,\nmatrix multiplication can be effectively replaced with additions\n, lowering the total arithmetic workload needed to infer through a model.\"\nInteresting!  I never knew that be","author":"peter_d_sherman","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192243"},{"id":"9ff7f76a-5df0-4e5a-8a56-611833be09d2","source":"hackernews","source_id":"49177511","content_type":"comment","title":null,"body_preview":"Anyone compare this to ternary bonsai vs the 1 bit","author":"getcrunk","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1258993334266969,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177511"},{"id":"c60a9408-3e18-4f25-9324-a38dcc368efd","source":"hackernews","source_id":"49176679","content_type":"comment","title":null,"body_preview":"Looks promising though much like the bonsai tenary one it hallucinates knowledge quite aggressively. The online chat having search tools covers this up somewhat, but it's still there.\n...from very uns","author":"Havoc","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinion","terse_reply"],"bot_score":0.12738176889123062,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176679"},{"id":"261a34e4-c025-417d-9a89-46f53ad8f998","source":"hackernews","source_id":"49180719","content_type":"comment","title":null,"body_preview":"the dreaming demo peaks at 5.9 GB, is that mac-only? ios would jetsam a third-party app well before that on most iphones","author":"strong-self","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","terse_reply","strong_opinion","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180719"},{"id":"e751aa81-db3a-4ac1-8f90-f7f75e560e07","source":"hackernews","source_id":"49180776","content_type":"comment","title":null,"body_preview":"amazing work! impressed with https://deepgrove.ai/chat","author":"yujonglee","classification":"human_created","confidence":0.72,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","short_length"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180776"},{"id":"831c2fd1-fae0-4a23-a17c-c3c2f940bf13","source":"hackernews","source_id":"49176741","content_type":"comment","title":null,"body_preview":"As of now, 3 of the 5 comments on this page are just 0-1 karma accounts high-fiving the article. Suspicious.","author":"jsphweid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176741"},{"id":"5a81b597-c359-4112-908c-cbe4a7a74ace","source":"hackernews","source_id":"49182719","content_type":"comment","title":null,"body_preview":"My question is what LLM the author used for dev the web page? Maybe Claude? or ChatGPT?","author":"vfalbor","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","terse_reply","minor_imperfection","absence_of_ai_markers"],"bot_score":0.20582080733223168,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182719"},{"id":"b84a84ee-7ca6-45af-8187-04dc901bd3ba","source":"hackernews","source_id":"49178156","content_type":"comment","title":null,"body_preview":"In mice. I mean Mac Mini M4 not an iPhone.\nAlso I love AI sites. Fancy font, plain serious style, we \"introduce\" rather than \"release\". It's an AI not an animal after all.","author":"hahahaa","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178156"},{"id":"0a6c6cc7-d8b4-4d39-8691-393b9830a2cf","source":"hackernews","source_id":"49178395","content_type":"comment","title":null,"body_preview":"At this point I think Apple just needs to simply not do anything stupid and these small model makers are going to hand them models","author":"momojo","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","strong_opinion","terse_reply","absence_of_hedging","imperfect_expression"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178395"},{"id":"2f4c1dc3-b186-4f9d-9977-2a5dff02b12c","source":"hackernews","source_id":"49178081","content_type":"comment","title":null,"body_preview":"“Current approaches to low precision primarily focus on converting models trained in full precision to lower bitwidths. We view this as fundamentally the wrong approach…”\nVery excited to see how it pe","author":"kamranjon","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10242678340195753,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178081"},{"id":"ca3d2313-422a-45dc-bcce-932e63457266","source":"hackernews","source_id":"49177093","content_type":"comment","title":null,"body_preview":"A benchmark table comparing to Qwen 3.5 35B-A3B seems strange when Qwen 3.6 35B-A3B has been out for some time and is significantly better.\nI didn't notice the version difference when first reading th","author":"beautiful_apple","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177093"},{"id":"9be3eba6-167c-496c-a161-acd0a90cf10f","source":"hackernews","source_id":"49177135","content_type":"comment","title":null,"body_preview":"For small models like this, it’s super important that it works well at tool calling etc. imho because it can’t memorize facts and isn’t big enough to tell when it doesn’t know. I could use it for high","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177135"},{"id":"6a7ebf27-1704-405d-aca0-d1ff2c4f257a","source":"hackernews","source_id":"49180472","content_type":"comment","title":null,"body_preview":"The most interesting thing is the \"dreaming\" idea for on-device adaptation. I guess regularly adjusting weights becomes possible when the model is so small and the math is simplified.\nI'm assuming tha","author":"SwellJoe","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","authentic_skepticism","niche_expertise","imperfect_expression","platform_fluency","absence_of_template_phrases"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180472"},{"id":"4f53b481-94a7-4ae6-911d-e9a908998aa8","source":"hackernews","source_id":"49176875","content_type":"comment","title":null,"body_preview":"I wish that \"small\" LLMs would stop being confidently very incorrect. Admittedly this is a bit of an intentionally esoteric test, but the confident way in which it presents a totally incorrect answer ","author":"walrus01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176875"},{"id":"aebd7973-1059-48f9-8300-b1d2d0b91129","source":"hackernews","source_id":"49195570","content_type":"comment","title":null,"body_preview":"Location: Lagos, Nigeria\nRemote: Yes\nWilling to relocate: Yes\nTechnologies: TypeScript, JavaScript, React, Next.js, Node.js, Express, REST APIs, MongoDB, MySQL, Supabase, Firebase, Tailwind CSS, WebRT","author":"izzdwizz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195570"},{"id":"72fb0dcb-6125-4b2a-b431-a6bcabf9f76a","source":"hackernews","source_id":"49164739","content_type":"comment","title":null,"body_preview":"Location: Los Angeles, California\nRemote: Yes\nWilling to relocate: Yes\nTechnologies: Full Stack, Linux, Media Pipelines, FFmpeg, Cloud Infrastructure, Docker, Agentic Engineering, Python, Django, SQL,","author":"zimver","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164739"},{"id":"6508e07f-6ae8-48dd-8a5b-7a5fe18a4044","source":"hackernews","source_id":"49197151","content_type":"comment","title":null,"body_preview":"Location: Jakarta, Indonesia (UTC+7)\nRemote: Yes\nWilling to relocate: Yes, with visa sponsorship (open to UK, Ireland, EU, NZ, and elsewhere)\nTechnologies: Java Springboot, Go , PHP, Laravel , Docker,","author":"rickybr","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197151"},{"id":"0f4838a0-4afb-4ad3-bd22-ecd9726ec70c","source":"hackernews","source_id":"49194980","content_type":"comment","title":null,"body_preview":"Location: Knoxville, TN 37932 \nRemote: Yes \nWilling to relocate: Yes\nTechnologies: Python, TypeScript, React, Next.js, Node.js, FastAPI, Django, PostgreSQL, MongoDB, Redis, GCP, Azure, AWS, Docker, Ku","author":"Patrick28","classification":"human_created","confidence":0.85,"indicators":["personal_contact_information","clear_intent","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194980"},{"id":"c70c1570-65a5-407b-84ac-0e4b404a8baa","source":"hackernews","source_id":"49193388","content_type":"comment","title":null,"body_preview":"Remote: Yes | Willing to relocate: Yes, for the right opportunity\nI'm a full-stack engineer with 3+ years shipping production systems, currently leading engineering for a dealership SaaS platform, and","author":"Nithin0007","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","portfolio_links"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193388"},{"id":"052fc16e-175b-4ee8-a475-94a65a5ac92b","source":"hackernews","source_id":"49195027","content_type":"comment","title":null,"body_preview":"Location: New York, NY Remote: Yes\nWilling to relocate: Yes\nTechnologies: Python, PHP, TypeScript, AI Agents, RAG, Prompt-Engineering, LangChain, LangGraph, React, Vue.js\nRésumé/CV: https://drive.goog","author":"kevintom9605","classification":"human_created","confidence":0.7,"indicators":["human_indicators_present","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195027"},{"id":"e8495fd0-8422-444e-b246-354dd2c9fb1f","source":"hackernews","source_id":"49199666","content_type":"comment","title":null,"body_preview":"Location: Jacksonville, FL\nRemote: Yes\nWilling to relocate: No, can travel occasionally\nTechnologies:\nSoftware Engineering — Full Stack Development, System Design, Distributed Systems, Microservices, ","author":"mattjordan42","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199666"},{"id":"b4489868-cb33-4c86-a245-a58d7b54bcc1","source":"hackernews","source_id":"49196823","content_type":"comment","title":null,"body_preview":"Location: High Springs, FL, USA (ET)\nRemote: Yes\nWilling to relocate: Yes (U.S.)\nTechnologies: Go (Golang), Python, Node.js, FastAPI, Flask, Gin, Fiber, NestJS, REST APIs, GraphQL, gRPC, Kafka, Rabbit","author":"estevezryan7","classification":"human_created","confidence":0.85,"indicators":["human_indicators_present","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196823"},{"id":"3d9f4740-bd9a-429f-ae2e-94ee0f3cb7b9","source":"hackernews","source_id":"49199263","content_type":"comment","title":null,"body_preview":"Location: Colorado\nRemote: Yes\nWilling to relocate: Yes\nTechnologies: \n    - Languages: JavaScript, TypeScript, SQL\n    - Frontend: React, HTML/CSS\n    - Backend: Node.js, Express, REST, PostgreSQL \n ","author":"Cryptaesthetic","classification":"human_created","confidence":0.85,"indicators":["human_indicator_platform_fluency","human_indicator_self_reference","human_indicator_niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199263"},{"id":"49569eaa-b861-4dc1-a668-58db99da0d71","source":"hackernews","source_id":"49195733","content_type":"comment","title":null,"body_preview":"Location: Remote \nResume: https://drive.google.com/file/d/1eP66zUKp3ToWrU9AdjuefMz2YEg...\nThese days I am working on these areas:\nAI & Automation: AI agents, Enterprise AI solutions, LLM applications\n","author":"pknerd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195733"},{"id":"688a3e51-b5f6-4bda-8e96-9ab618622e8d","source":"hackernews","source_id":"49197864","content_type":"comment","title":null,"body_preview":"Location: Lille, France\n  Remote: yes\n  Willing to relocate: no\n  Technologies:\n    - Devops: Kubernetes, Docker, Ansible, Terraform, Netbox, GCP, AWS, ...\n    - Backend: Python (Django, FastAPI, ...)","author":"linkdd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197864"},{"id":"3865ab1f-56fd-4f67-91f2-dbc9bb13cb51","source":"hackernews","source_id":"49195760","content_type":"comment","title":null,"body_preview":"Location: Blacksburg, Virginia, USA\nRemote: Yes (open to remote, hybrid, or on-site)\nWilling to relocate: Yes (Anywhere in the US)\nTechnologies: Java, Spring Boot, Python, FastAPI, JavaScript/TypeScri","author":"ansharma03","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195760"},{"id":"5455a48c-dcb0-4802-a3e7-62b2d1ebc45c","source":"hackernews","source_id":"49197163","content_type":"comment","title":null,"body_preview":"Location: New Delhi, India (UTC+5:30)\nRemote: Yes\nWilling to relocate: Yes (including internationally)\nTechnologies: TypeScript, JavaScript, Python, Go, Next.js, React, Node.js, Express.js, PostgreSQL","author":"harjjotsinghh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197163"},{"id":"f2331384-5e61-43fe-96c2-2cbf61e9a12f","source":"hackernews","source_id":"49201479","content_type":"comment","title":null,"body_preview":"Location: Yerevan, Armenia\n  Remote: Yes\n  Willing to relocate: Yes\n  Technologies: React, Node, Nest.js, Python, React Native, Expo, Tauri, Docker, Inngest, Pinecone, Qdrant, OpenAI API, LangChain, L","author":"ignatif","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201479"},{"id":"f13d0e5b-7854-4d23-8de7-1617f446dd30","source":"hackernews","source_id":"49198537","content_type":"comment","title":null,"body_preview":"Location: Santiago, Chile (UTC-3/-4)\nRemote: yes\nWilling to relocate: yes\nTechnologies:\n  - Product leadership (strategy, discovery, roadmapping, 0→1)\n  - Marketplace supply, payments & localization\n ","author":"quincho","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198537"},{"id":"7b75bbb5-34d3-4749-95b9-917a14400b82","source":"hackernews","source_id":"49199462","content_type":"comment","title":null,"body_preview":"Location: Metamora, MI\nRemote: Yes\nWilling to relocate: No\nTechnologies: React (16-19), Next.js, TypeScript, JavaScript (ES6+), Angular, React Native, Redux, Redux Toolkit, Zustand, Context API, TanSt","author":"sjw721","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","professional_summary","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199462"},{"id":"1887eadc-5ddb-454e-b6f4-07e3ee4c565f","source":"hackernews","source_id":"49199461","content_type":"comment","title":null,"body_preview":"Location: St. Louis, MO USA\n  Remote: Yes\n  Willing to relocate: No, but open to occasional travel\n  Technologies: Scala, Clojure, Java, TypeScript, AWS, Akka, Spark, Cats, ZIO, React, Kubernetes, Ter","author":"astangl","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199461"},{"id":"07635b68-c88e-4a1a-993a-a02ebbdc5c0b","source":"hackernews","source_id":"49201373","content_type":"comment","title":null,"body_preview":"Location: Estonia Remote:Yes\nWilling to relocate: No\nTechnologies: React.js,Vue.js, Next.js,Nuxt.js ,TypeScript, SCSS, CSS3, Tailwind CSS, Redux, Zustand\nPart-time/Freelance: Yes\nLinkedin: https://www","author":"mustafadalga","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201373"},{"id":"76d2dfa4-b48c-4a28-830d-ecf35608a013","source":"hackernews","source_id":"49202001","content_type":"comment","title":null,"body_preview":"Location: Manchester area, UK\n  Remote: Yes\n  Willing to relocate: No, occasional business travel is fine\n  Technologies: Go, TypeScript, Rust, PostgreSQL, PL/pgSQL, Kubernetes, cd8ks, Terraform, Redi","author":"psz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202001"},{"id":"58a5fbf4-68b4-4ce7-af9a-33de7cc5d52b","source":"hackernews","source_id":"49203306","content_type":"comment","title":null,"body_preview":"Location: Los Angeles, California, USA\nRemote: Yes\nWilling to relocate: Yes (USA)\nTechnologies: Ruby, JavaScript, TypeScript, Python, AWS, CI/CD, Docker, React, Git/Github, SQL, MongoDB\nResume: https:","author":"athakor97","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203306"},{"id":"df4bde63-f889-4712-a4f3-045fc82cc24b","source":"hackernews","source_id":"49196201","content_type":"comment","title":null,"body_preview":"Gross. Thinking about the disparity between the consumers \"and creators\" of this service vs. any working class family makes me sick. Nasty business for dirty, disgusting people.","author":"alphawhisky","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196201"},{"id":"3f408786-56cc-4553-96be-a30a90405c70","source":"hackernews","source_id":"49195797","content_type":"comment","title":null,"body_preview":"When I last looked into this, flying private started somewhere around 10k a seat.  Not cheap, but also something non-centimillionaires can afford.","author":"cogman10","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195797"},{"id":"f743bf56-37a5-4d66-8cee-942bcd579d54","source":"hackernews","source_id":"49197207","content_type":"comment","title":null,"body_preview":"even easier to ride private without your own jet\nhttps://www.amtrak.com/superliner-bedroom-suite","author":"otekengineering","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","natural_digressions"],"bot_score":0.08707080733223169,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197207"},{"id":"1a91528f-1ee5-428e-9e46-4db982de5094","source":"hackernews","source_id":"49195386","content_type":"comment","title":null,"body_preview":"Gift article link: https://www.wsj.com/lifestyle/travel/its-easier-than-ever-to...","author":"dyllon","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","lack_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195386"},{"id":"f510b26f-42e1-48fd-ab64-20922acbadba","source":"hackernews","source_id":"49192309","content_type":"comment","title":null,"body_preview":"> Magic Keyboard is not required, but is recommended for the best experience. If you don't have a Magic Keyboard, you can use the touchscreen and virtual keyboard instead.\nYou know, you can just use t","author":"hyperhello","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","natural_digressions","absence_of_ai_signals"],"bot_score":0.10718561564569491,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192309"},{"id":"686c23f7-1fc1-4538-a165-7158a931bb35","source":"hackernews","source_id":"49196038","content_type":"comment","title":null,"body_preview":"> Supporting iPadOS 16.4 or later presents additional challenges because Hypervisor support was removed from the iPadOS XNU kernel\nWhy would they do that? It seems to have prevented UTM (there's a lin","author":"vintagedave","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196038"},{"id":"bb4fa443-1530-4ae0-95e5-aff3d069f651","source":"hackernews","source_id":"49184584","content_type":"comment","title":null,"body_preview":"lovely stuff... putting a renderer in make and writing about it is why hnews exists","author":"tonetheman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184584"},{"id":"ddf2c0c2-029a-4a04-8ad7-9fd81257e0fa","source":"hackernews","source_id":"49184459","content_type":"comment","title":null,"body_preview":"This is why the BSDs lost ground to Linux: they invest too much time into playing!","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.14203380184839992,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184459"},{"id":"04df3ae6-88a6-4d0c-ba37-3bf0c2cea9bb","source":"hackernews","source_id":"49184290","content_type":"comment","title":null,"body_preview":"Typo: Line 3 of the readme should probably read \"I could not suppress ...\"\nOn-Topic: Very creative (ab)use of `make`. +1","author":"stragies","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184290"},{"id":"36bae573-8d0e-4c2a-8323-67dabc3c372c","source":"hackernews","source_id":"49199706","content_type":"comment","title":null,"body_preview":"They really want people to get e-ink license plates don't they?","author":"crest","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199706"},{"id":"57a315be-2a54-4562-8bfc-b4784f809b96","source":"hackernews","source_id":"49200104","content_type":"comment","title":null,"body_preview":"Mass surveillance under any brand name is horrible, and would be illegal in any sane universe.","author":"josefritzishere","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200104"},{"id":"9014fd7d-a614-47ad-a2c4-47b45b929cc1","source":"hackernews","source_id":"49199696","content_type":"comment","title":null,"body_preview":"How many of these bandwagoning Flock Karens have Ring doorbells to keep undesirables off their porch?","author":"gilthelander","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17805523537497123,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199696"},{"id":"485fcd4a-d846-4f78-b221-209fa7ffb4be","source":"hackernews","source_id":"49200220","content_type":"comment","title":null,"body_preview":"Axon is also known as Taser, the company that popularised these sometimes-lethal weapons but promises they are completely safe and never lethal, and now supplies most of America's electronic police eq","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","platform_fluency","semantic_specificity"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200220"},{"id":"0c6bd6ba-e7ff-4e10-9e37-bb4fcf2d634a","source":"hackernews","source_id":"49199899","content_type":"comment","title":null,"body_preview":"> Axon, for example, advertises AI-powered cameras that attach to an existing streetlamp and are designed to completely blend in with their surroundings, and also collects license plate data with came","author":"mirmor23","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_hallmarks"],"bot_score":0.07040414066556502,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199899"},{"id":"7b3a3837-dc07-47b6-9807-86f05f030ea6","source":"hackernews","source_id":"49199719","content_type":"comment","title":null,"body_preview":"> One reason why journalists, activists, and residents have been able to learn so much about what police use Flock for is that the company has built auditing tools that the public can access through r","author":"xkcd-sucks","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199719"},{"id":"3d426598-dbac-45d6-bc15-dd18efaa0da3","source":"hackernews","source_id":"49199582","content_type":"comment","title":null,"body_preview":"Vendor doesn't matter. The same issues will exist. Public safety is all about aggregating data to \"operationalize\" it now, so all vendors will be collecting data and sharing it with all customers just","author":"dave78","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199582"},{"id":"9b4735c9-a87d-4259-833c-e2463781a089","source":"hackernews","source_id":"49199621","content_type":"comment","title":null,"body_preview":"> One key feature of Flock is its national lookup tool.\n> Axon, simply, does not have a national network. Meaning that it would not be possible for cops in one jurisdiction to search cameras across th","author":"wxw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1191755810238716,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199621"},{"id":"a63a9c75-f5ca-4145-b472-5c44252c65e7","source":"hackernews","source_id":"49199606","content_type":"comment","title":null,"body_preview":"Also Flock, in the past week:\nAll of Winona Police Department's Flock cameras cut down and stolen\nhttps://news.ycombinator.com/item?id=49171656\n257 comments\nCops Used Flock to Track a Man Across State","author":"Cider9986","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13921985557926986,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199606"},{"id":"bb1eb59d-478c-4194-836d-f901947d84c9","source":"hackernews","source_id":"49192259","content_type":"comment","title":null,"body_preview":"btw you can install \"a whole postmarketos\" on some kobos","author":"erelong","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.19080378879299953,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192259"},{"id":"8285804b-612f-437b-bc99-daf297dd731c","source":"hackernews","source_id":"49191131","content_type":"comment","title":null,"body_preview":"Cool, looks like it's not just a collection of apps but an sdk for building your own too","author":"subarctic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1201813960137024,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191131"},{"id":"0041e34d-5582-41b9-bb11-bb5d75006e3f","source":"hackernews","source_id":"49191602","content_type":"comment","title":null,"body_preview":"This looks cool, and I might use it to make use of my Clara BW (which I bought to read on and realised I liked actual books a lot more)\nAbout the readme though: the AI-generated text is perfectly serv","author":"_kulang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","opinionated_commentary","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191602"},{"id":"52efff80-bc53-45fd-8981-fbe03d6400ea","source":"hackernews","source_id":"49200081","content_type":"comment","title":null,"body_preview":"Kobo is already by far the best e-reader brand and things like this just cement it further.\nIt is the only mainstream e-reader I'm aware of where you can simply change a single line of configuration a","author":"TheCoelacanth","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200081"},{"id":"2a19ba49-7137-49ec-ac73-2b0e0834c107","source":"hackernews","source_id":"49168688","content_type":"comment","title":null,"body_preview":">We study a frontier LLM in its purest inference regime - a single generation pass over a prompt containing the full training and test data, with no tools, no agentic scaffolding, and no fine-tuning\nS","author":"heaney-555","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.150597693787452,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168688"},{"id":"e8724832-64d2-4d66-9e53-455aa4472600","source":"hackernews","source_id":"49169500","content_type":"comment","title":null,"body_preview":"Nowhere in the paper do they mention the reasoning level or budget used for the experiments?\nYou’ve got to be kidding me. That one variable could make a huge difference in the results. I can’t underst","author":"WhitneyLand","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.12463731358277476,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169500"},{"id":"dc979d87-929d-409b-a1d9-79169fe18fa0","source":"hackernews","source_id":"49174718","content_type":"comment","title":null,"body_preview":"Watching an LLM interact with the Honeycomb MCP is interesting. When returning a query result it returns not only the tabular data but also an ascii art chart. Presumably they have tested this and it ","author":"IneffablePigeon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174718"},{"id":"780dbb1a-4b87-4aa1-903e-43386ea7f123","source":"hackernews","source_id":"49169983","content_type":"comment","title":null,"body_preview":"One step further are those who want to point an llm directly at the data warehouse to get the data needed to run predictions","author":"pjot","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169983"},{"id":"372c5f85-2b66-4a54-907d-6b2b0622c35e","source":"hackernews","source_id":"49171241","content_type":"comment","title":null,"body_preview":"My money is on they used agentic AI coding tools to help set up all the metrics/experiments with traditional models.","author":"apwheele","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171241"},{"id":"2da6a772-f854-4c9d-825c-5551b9092375","source":"hackernews","source_id":"49174118","content_type":"comment","title":null,"body_preview":"Interesting work.\nI'm surprised that hypothesis 2 (that CSV serialization format mangles table columns) was falsified. Back in the gpt-3.5-turbo and gpt-4o era, I did needle-haystack tests and found t","author":"gw32","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","personal_experience_reflection","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174118"},{"id":"40174063-4a71-42e4-9870-f7d61dc59e98","source":"hackernews","source_id":"49168128","content_type":"comment","title":null,"body_preview":"Unsure if it's LLMs that fail at tabular data or its just that tree boosting are spectacular at that task.","author":"ismailmaj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168128"},{"id":"7410fb2d-a7fe-4a53-8abd-8ea115d5d2c4","source":"hackernews","source_id":"49169880","content_type":"comment","title":null,"body_preview":"Look at the white text on white background in Appendix F.  Pretty funny.","author":"rustyconover","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169880"},{"id":"34ca5068-d572-460e-9e4b-f6d09c35a8f6","source":"hackernews","source_id":"49171382","content_type":"comment","title":null,"body_preview":"Google's TabFM [1] (and its previous TimesFM) seem the best approach so far on this area\n1. https://research.google/blog/introducing-tabfm-a-zero-shot-f...","author":"tough","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171382"},{"id":"a22e9fc4-f66d-44f0-855c-992df81cc964","source":"hackernews","source_id":"49168862","content_type":"comment","title":null,"body_preview":"The first thing I'd do if working with an LLM on tabular data is to ask what the best tool would be to work with that data and build up a proper harness to work with the data sensibly. Rawdogging LLM ","author":"_joel","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168862"},{"id":"a3c32f49-2947-4679-9834-01b8f0fd30c2","source":"hackernews","source_id":"49197916","content_type":"comment","title":null,"body_preview":"There seems to be one category of technological \"attack\", which failed - the script injections.\nOtherwise:\nOK: A guy insults the Tailwinds devs at length\nNot OK: Anyone insults that guy briefly\nOf cou","author":"none_to_remain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197916"},{"id":"dbc56ed0-c984-4ed9-b169-ca595e98ca32","source":"hackernews","source_id":"49197055","content_type":"comment","title":null,"body_preview":"This should come as a surprise to absolutely nobody.\nBut hey traffic is traffic I guess.","author":"CerebralCoding","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197055"},{"id":"40725390-bed9-4e2f-9b69-814448618f9c","source":"hackernews","source_id":"49198108","content_type":"comment","title":null,"body_preview":"```\nThe first and most obvious one was a filter of inappropriate words and expressions. I won't explain which ones or how it works inside, for obvious reasons, but it is quite effective. The machinery","author":"vivzkestrel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08816174035946805,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198108"},{"id":"55189df3-6dfc-4833-8367-444dd4c42343","source":"hackernews","source_id":"49196980","content_type":"comment","title":null,"body_preview":"Well, you've just painted a big target on your blog. This is the internet, after all.","author":"wasmitnetzen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196980"},{"id":"60999ebf-b82b-4a34-b8fc-fb35e6c63393","source":"hackernews","source_id":"49197458","content_type":"comment","title":null,"body_preview":"Obviously insults and attacks are unreasonable, but I think the tag injection etc should be an expected one if you’re posting on HN right? Like somebody is going to try it for kicks and I wouldn’t say","author":"dwroberts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_overqualification","natural_expression"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197458"},{"id":"49bfeb5d-6865-45b3-96ba-d045812b96a5","source":"hackernews","source_id":"49197353","content_type":"comment","title":null,"body_preview":"Content moderation and social anonymous behaviour aside, your real-time chat is really poorly implemented UX wise.\nI saw the same message appearing more than once, I never saw my own message appear, i","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","specific_user_experience"],"bot_score":0.08951096934568685,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197353"},{"id":"ba7926c0-337a-4198-abc7-47987a319566","source":"hackernews","source_id":"49197290","content_type":"comment","title":null,"body_preview":"You just got yourself a product right there if it works and can market it as Roast me Blog with just trigger filters in your chat to make it healthy roast in place of abuse and highlight top roasters ","author":"Sidhant_ch","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197290"},{"id":"8bcfea25-9949-465b-8103-3b4b7314e4aa","source":"hackernews","source_id":"49197911","content_type":"comment","title":null,"body_preview":">> The countermeasures\n>> The first and most obvious one was a filter of inappropriate words and expressions.\nWouldn't the first and most obvious one be \"drop real-time chat\" from a blog?","author":"skeeter2020","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197911"},{"id":"9d2fd54e-8033-430a-9d2e-a34d0e78354b","source":"hackernews","source_id":"49197814","content_type":"comment","title":null,"body_preview":"\"What I learned\" seems to missing what used to be shared to every starting web developer; \"If you allow user input on public internet pages, people will put vulgar, racist, hacking attempts and worse ","author":"embedding-shape","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.0937185533888582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197814"},{"id":"829ef9ac-42da-4973-bed9-d6a06c859a73","source":"hackernews","source_id":"49200198","content_type":"comment","title":null,"body_preview":"The whole premise seems clueless about security, accountability, and human nature. A free, fully anonymous, unauthenticated, ephemeral chat is like a middle school bathroom at best. There’s not even a","author":"cestith","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":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200198"},{"id":"16783bd8-8d0a-4697-80a3-025ab16a050b","source":"hackernews","source_id":"49197044","content_type":"comment","title":null,"body_preview":"The obvious solution is shutting it down it does offer nothing.\nShort of that shadow ban everyone everyone sees their own messages, and add a few fake ones every now and then.","author":"throwawayffffas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197044"},{"id":"312b89ab-3062-4f8d-bec5-950292c37690","source":"hackernews","source_id":"49197068","content_type":"comment","title":null,"body_preview":"Reminds me of Maria Abramovic Rythym 0 performance art.\n1: https://www.thecrimson.com/article/2023/3/30/maria-abramovic...","author":"elcritch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197068"},{"id":"8fd66a7e-1edd-4c63-b3d9-13119f121480","source":"hackernews","source_id":"49197611","content_type":"comment","title":null,"body_preview":"I'm mostly curious why anyone would bother with doing attacks like this to some random individuals personal blog, was it one person or multiple people? What was the motivation? Is it just bots crawlin","author":"fl4regun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197611"},{"id":"562644ff-4e8a-498c-9f49-c0c8fb50ccb3","source":"hackernews","source_id":"49197192","content_type":"comment","title":null,"body_preview":"I’d suggest one additional heuristic: once your bad word detector has triggered, shut down the chat for 10 minutes. That way waves of assholes don’t monopolize the chat, and when they move on to the n","author":"JSR_FDED","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.13445173606053887,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197192"},{"id":"92c0efe6-45bf-4cbd-939e-5a5e6ac756fa","source":"hackernews","source_id":"49197424","content_type":"comment","title":null,"body_preview":"From the earliest days of websites allowing text input from users, this has been a thing. The same with any website that allows you to draw things, it will quickly show people drawing crude (in conten","author":"dylan604","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10577803641095145,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197424"},{"id":"3faf70ee-62b8-479a-b899-7867940157a8","source":"hackernews","source_id":"49198704","content_type":"comment","title":null,"body_preview":"I've done this to myself too. I once had a thermal receipt printer I wasn't using, so I decided to point a webcam at it and put it on a webpage so anyone could print random crap to it (it's actually s","author":"alnwlsn","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198704"},{"id":"c4ae6284-bc93-426d-8fe1-1db645682d50","source":"hackernews","source_id":"49196978","content_type":"comment","title":null,"body_preview":"The chat is still there in the corner of this post, with people typing nasty shit into it.\nWell have fun delving into programmatic censorship I guess. Or just take it out. If you take the former path ","author":"egypturnash","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196978"},{"id":"7a136063-d008-4e83-873c-9badaac93a13","source":"hackernews","source_id":"49197604","content_type":"comment","title":null,"body_preview":"Talking about this like there's an \"attack\" feels very melodramatic. It seems to me like the non-constructive messages are either shitposts or just curious probes (testing whether certain codepoints m","author":"zetanor","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197604"},{"id":"16f01947-a8dc-4322-8f78-4d3f4ed21070","source":"hackernews","source_id":"49197941","content_type":"comment","title":null,"body_preview":"I wonder if it's possible to harvest the metal and recycle it?","author":"xhkkffbf","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.27045381557616777,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197941"},{"id":"d352453c-6f05-4e0d-bec9-284048fbd6ab","source":"hackernews","source_id":"49182396","content_type":"comment","title":null,"body_preview":"I love Proxmox. It's one of the few infrastructure tools that defy YAGNI and are almost always a good idea to have no matter how simple your setup is.\nIt's a bummer you can't use this on Raspberry Pi,","author":"RicoElectrico","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182396"},{"id":"4b35460a-f273-4ba6-9885-2fce6a58dd2b","source":"hackernews","source_id":"49181917","content_type":"comment","title":null,"body_preview":"Following the \"Proxmox VE delivers high-availability infrastructure management for NVIDIA Mission Control AI factories\" press release [0] some wondered about ARM already - as NVIDIA's AI factories are","author":"tlamponi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181917"},{"id":"929c8e25-a129-4ca5-90fe-aa712f7cda4d","source":"hackernews","source_id":"49182483","content_type":"comment","title":null,"body_preview":"Much anticipated and finally available. I guess thank you Nvidia and regular installation on top of Debian Trixie works too so we should see support for SBCs and similar soon even though that would ne","author":"HeyMeco","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182483"},{"id":"e717b765-baac-4a7b-aaf5-0822fe0e3794","source":"hackernews","source_id":"49190061","content_type":"comment","title":null,"body_preview":"Feeding dimes into a machine that releases prank fart spray into my vents every morning, wondering if there’s a good post here","author":"jrflowers","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190061"},{"id":"e763125b-e489-421a-af25-a364b8b813b5","source":"hackernews","source_id":"49189834","content_type":"comment","title":null,"body_preview":"so we can waste paper and water!\njk, this is an incredibly fun and whimsical way to use AI","author":"br0wnr1c3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189834"},{"id":"3f9a2580-63bd-4ef9-9019-2985981fdbde","source":"hackernews","source_id":"49189553","content_type":"comment","title":null,"body_preview":"Obligatory \"be careful with that poison paper\" warning![1]\n[1]: https://hn.algolia.com/?dateRange=all&page=0&prefix=false&qu...","author":"thomascountz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13091314298421608,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189553"},{"id":"5de6b226-1b89-4a4a-a5cb-35e74e9f455c","source":"hackernews","source_id":"49175829","content_type":"comment","title":null,"body_preview":"I wonder what happens at a company where for many years the CEO insists on \"don't come to me with your problems\".","author":"rickdg","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175829"},{"id":"d5e80df4-0b59-4bc6-bf7c-9eaf8abb2da3","source":"hackernews","source_id":"49172586","content_type":"comment","title":null,"body_preview":"When I was interviewing for a new software job a couple years ago every company wanted to know details about past projects. What I built, what technical decisions I took, what scale I operated at, wha","author":"paxys","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.1269933251955914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172586"},{"id":"3967a894-c384-4118-b79b-6a26cc02ff18","source":"hackernews","source_id":"49171589","content_type":"comment","title":null,"body_preview":"I might be dense but from what I read I have no idea why any of the stolen documents have any value to OpenAI in the context of their business. Knowing Apples maybe future products etc seems pointless","author":"christkv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171589"},{"id":"dbc3bf42-d5c2-4536-8e36-f5d9e12b1000","source":"hackernews","source_id":"49176003","content_type":"comment","title":null,"body_preview":"> multiple former Apple employees now working at OpenAI reached out to discuss returning Apple-issued work devices they kept when they left Apple\nReally Apple.. No device inventory and off boarding pr","author":"crimsonnoodle58","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08874831837637344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176003"},{"id":"15cc63a7-6d1b-4cd1-9e08-2a593bb2586a","source":"hackernews","source_id":"49178906","content_type":"comment","title":null,"body_preview":"There may be real misconduct here, but \"some employees mishandled confidential information\" and \"OpenAI must stop developing AI hardware\" are very different claims","author":"Ouman","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178906"},{"id":"5bbfd9ae-d87b-4bc7-9217-61979b953e84","source":"hackernews","source_id":"49176254","content_type":"comment","title":null,"body_preview":"I'd rather have OpenAI steal from Apple, the most valuable company in the world than to steal from everyone else: published books, StackOverflow users, Reddit comments I made 15 years ago, etc.\nI have","author":"xdennis","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","historical_analogy","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176254"},{"id":"44b326ca-dabd-40e5-9b60-da9628b574fd","source":"hackernews","source_id":"49172021","content_type":"comment","title":null,"body_preview":"A few of my colleagues were fired for including source code derived from Apple specifications in their Copilot session (yes we use Copilot).","author":"vachina","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172021"},{"id":"499df915-e0d1-42d2-9bd2-d2e429692fd6","source":"hackernews","source_id":"49175158","content_type":"comment","title":null,"body_preview":"15 years ago we'd all be drooling breathlessly, wondering what sort of magical, earth-shattering new product Apple has been cooking up behind the scenes, and will we get to learn any details about it ","author":"gitpusher","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175158"},{"id":"d431be2a-0f4e-48d5-8e19-911723d656be","source":"hackernews","source_id":"49181648","content_type":"comment","title":null,"body_preview":"OpenAI poaching Apple hardware talent is a power move. They're clearly building something physical – an AI device. This is the lawsuit that defines the next decade of AI vs. big tech.\nPopcorn time.","author":"nc55g3g","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181648"},{"id":"8690138d-6ee9-48fc-b464-749505e1cb86","source":"hackernews","source_id":"49171882","content_type":"comment","title":null,"body_preview":"Apple is historically successfully secretive.\nI suspect their security “lapses” are more along the lines of “give them enough rope to thoroughly hang themselves”","author":"pclowes","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171882"},{"id":"24bad378-e67b-4e14-abe7-9115f3c29283","source":"hackernews","source_id":"49172377","content_type":"comment","title":null,"body_preview":"I wonder if OpenAI could use a novel defence of “we’re just using it to train AI for better hardware intelligence. Fair use.”\nIt seems to have played out decently in courts so far.","author":"dannyw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172377"},{"id":"608bb3f0-b39e-48ef-9c9b-11ca2cecf8ea","source":"hackernews","source_id":"49171093","content_type":"comment","title":null,"body_preview":"OpenAIs response:\nhttps://openai.com/index/apple-is-getting-this-wrong/\nPersonally, this reads a bit ridiculous in the face of what Apple is claiming but time will tell.","author":"ofjcihen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171093"},{"id":"6894a62a-e4d6-4af5-816a-0965bc44bf21","source":"hackernews","source_id":"49171121","content_type":"comment","title":null,"body_preview":"I have never gone from one job to another where the new job was in the same exact industry I was in prior, but I'm glad I never have to be thrown into such a scenario where I'm accused of taking confi","author":"giancarlostoro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","personal_reflection_without_over_qualification"],"bot_score":0.12167652589697248,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171121"},{"id":"671a1854-b5fa-40d8-8ca1-867bfb07ade5","source":"hackernews","source_id":"49171106","content_type":"comment","title":null,"body_preview":"Really don't like all the drama around this. Should be dealt with in court, not tried in the press.\nBoth sides should learn to remain silent and work the case through legal channels.","author":"datakan","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","absence_of_ai_signals"],"bot_score":0.1586911563574242,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171106"},{"id":"14c7be72-b4b5-48fc-9a58-3e77b0172b5d","source":"hackernews","source_id":"49171927","content_type":"comment","title":null,"body_preview":"Apple is cutthroat in business too.\nTony Fadell, the inventor of the iPod and co-inventor of the iPhone, and later Nest founder, commented this in Stratechery about the lawsuit when filed:\n\"This is Ap","author":"jdross","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171927"},{"id":"1646fb2f-6aad-41a9-9c90-70dc6a2f4578","source":"hackernews","source_id":"49171101","content_type":"comment","title":null,"body_preview":"> And, [OpenAI] said that Apple didn’t admit to the claim that the “residual access” allowing former employees to access Apple’s system was the result of poor security procedures on Apple’s part.\nSam ","author":"SiempreViernes","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171101"},{"id":"31e48dfe-c60e-4cad-9e0d-5e0210fd8774","source":"hackernews","source_id":"49172890","content_type":"comment","title":null,"body_preview":"This entire OpenAI hardware thing is a vanity project by Sam Altman wanting really bad to be Steve Jobs. Just look at this comical announcment photo and letter from last year https://openai.com/sam-an","author":"paxys","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1269933251955914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172890"},{"id":"ca416035-c4d9-4ca9-8ade-e4ca9876e9c8","source":"hackernews","source_id":"49173005","content_type":"comment","title":null,"body_preview":"Saw this in the legal filing:\n\"he took advantage of an authentication bug to gain access to Apple’s confidential third-party cloud repository to download at\nleast thirty-seven highly sensitive and pro","author":"Melatonic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.10848407036844004,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173005"},{"id":"45d65df4-5a45-43ae-8913-c89eee98a456","source":"hackernews","source_id":"49172564","content_type":"comment","title":null,"body_preview":"A lot of the discussion here is pretty surprising. Saying \"The information is in people's heads\" is wild considering the allegations involve taking screenshots of documents, not just fond memories of ","author":"hingler36","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172564"},{"id":"9b2aa6ac-192f-451b-9f0b-b84dc7486cc9","source":"hackernews","source_id":"49177466","content_type":"comment","title":null,"body_preview":"damn. I am so sorry to hear his wife passed, my heart goes out to him and his family. What a thoughtful tribute.\nI have always been a big fan of Stephen Wolfram, I had no idea his wife was such a grea","author":"Hasz","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177466"},{"id":"6aa34849-bba3-433f-87e2-9b38e4b9fa59","source":"hackernews","source_id":"49173767","content_type":"comment","title":null,"body_preview":"This is a lovely and heartfelt tribute. Thanks for sharing this.","author":"jasoneckert","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173767"},{"id":"bc851c77-440d-4ce9-891b-2c8552c12adf","source":"hackernews","source_id":"49178663","content_type":"comment","title":null,"body_preview":"A beautiful read, that is both happy and sad. Sad because the days of their conversations have past. Happy because the memories of their conversations will live on. But since her passing is so sudden,","author":"skyberrys","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.17518016552126714,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178663"},{"id":"82057e5d-0dc4-4cef-9f71-e2f951fe3bbf","source":"hackernews","source_id":"49181087","content_type":"comment","title":null,"body_preview":"I couldn’t help but feel a bit emotional reading this. Elise was clearly an incredible human. Thank you Stephen for sharing her story and your love for her. I cannot imagine a better way to have spent","author":"sheepscreek","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181087"},{"id":"b575bb29-ac15-4b12-b1e6-103ea455b772","source":"hackernews","source_id":"49174414","content_type":"comment","title":null,"body_preview":"That's neat that she designed their house. When I've seen photos of Wolfram in his house I've always thought it looked an awesome high-class place.","author":"frou_dh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174414"},{"id":"1a1b0714-e2f3-4351-8add-f52d2c0e7eee","source":"hackernews","source_id":"49174259","content_type":"comment","title":null,"body_preview":"I am so sorry for your loss. This is a beautiful and touching tribute and she was lucky to have such a loving husband.","author":"binyu","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals"],"bot_score":0.09154876220309362,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174259"},{"id":"2a381713-15a0-47be-82ad-85c3132d2399","source":"hackernews","source_id":"49174034","content_type":"comment","title":null,"body_preview":"It's better to have loved and lost than to never have loved at all, but, god damn does it still hurt to move through that loss. I'm glad it was fast and painless for her and her family.","author":"steve_adams_86","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0.10732533048080391,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174034"},{"id":"b8a4febb-a097-497b-91c4-97d8ae96cf41","source":"hackernews","source_id":"49181353","content_type":"comment","title":null,"body_preview":"Such a beautiful tribute. You get such a sense of his urgency at really wanting as many as possible to understand how precious and wonderful this woman was to him.","author":"epaga","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals"],"bot_score":0.052590379447845115,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181353"},{"id":"62052437-b564-49ca-9217-214c3c34b9f5","source":"hackernews","source_id":"49180297","content_type":"comment","title":null,"body_preview":"I'm making this about me, so feel free to skip past this.\nI've been married for 26 years, which means I'd only have 10 more years with my wife, which would take us almost into retirement. That's not n","author":"BLKNSLVR","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180297"},{"id":"f2a6022c-1e18-46c5-a0d7-5b4d76f6c212","source":"hackernews","source_id":"49175393","content_type":"comment","title":null,"body_preview":"A very beautiful tribute to her life and memory.\nMy condolences go out to her family.","author":"klustregrif","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175393"},{"id":"99dafe86-03e7-4ff5-83be-ae7e03c6a855","source":"hackernews","source_id":"49200746","content_type":"comment","title":null,"body_preview":"\"She also asserted that physics differs from math mainly in its introduction of the concept of time. \"\nintuitively I think thats just a really cool insight, though formally I suck both at math and phy","author":"cowboylowrez","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200746"},{"id":"b3beb27f-f1aa-415b-aa02-9602402c46e5","source":"hackernews","source_id":"49175939","content_type":"comment","title":null,"body_preview":"> But from that moment on we talked essentially every day for 36 years\nMan. Our culture is speed running away from one of the greatest joys you can have in your life (a healthy relationship). Stephen,","author":"kylehotchkiss","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","self_reference"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175939"},{"id":"cf3b7bae-4462-491b-8e41-3441188b3306","source":"hackernews","source_id":"49173682","content_type":"comment","title":null,"body_preview":"It's a profound thing to lose someone that intertwined in your life. I should know.","author":"adamredwoods","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173682"},{"id":"359a500f-7c82-46d5-88c4-692baa388749","source":"hackernews","source_id":"49175984","content_type":"comment","title":null,"body_preview":"This was really moving and sincere. It made me think of my dad's catastrophic stroke while recovering from brain surgery. I wish that, like Wolfram's wife, he had died instantly on the operating table","author":"senderista","classification":"human_created","confidence":0.95,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175984"},{"id":"4f670351-ce54-4a76-9ed4-added67806dc","source":"hackernews","source_id":"49179983","content_type":"comment","title":null,"body_preview":"I’ve been a light reader of Stephen Wolfram’s work over the years. I am grateful he’s taken the time to write this tribute. May she rest in peace and condolences to Stephen.\nHow I considered Stephen c","author":"m101","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179983"},{"id":"23deb4dd-ff93-4e3b-8cc2-af9263528e13","source":"hackernews","source_id":"49175250","content_type":"comment","title":null,"body_preview":"This is a moving tribute.   Stephen Wolfram's writing often has certain faults, which I mention only to be able to say that he has here transcended them; this is a genuine and heartfelt piece of writi","author":"ajb","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","polished_first_draft"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175250"},{"id":"32202c70-5c7d-4288-b780-fd3a14ed997b","source":"hackernews","source_id":"49177451","content_type":"comment","title":null,"body_preview":"I met Stephen in 2023 at some MIT AI conference. He was the kindest, most grandfatherly person. I was expecting to meet a relatively pontifical person given some of his work, but he was such the oppos","author":"sebmellen","classification":"human_created","confidence":0.92,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","self_reference"],"bot_score":0.07902202980109187,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177451"},{"id":"a9548c46-6525-45ba-9845-6fdbcdd38f6c","source":"hackernews","source_id":"49174158","content_type":"comment","title":null,"body_preview":"An amazingly detailed tribute, you'd have to think this was taken from a journal, in which case it's impressive to keep such a record of their life, or maybe Stephen just has a fantastic memory.\nEven ","author":"cube00","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174158"},{"id":"8c3b3420-5ce6-4d93-b783-1068040bb2b8","source":"hackernews","source_id":"49152941","content_type":"comment","title":null,"body_preview":"why don’t we just infuse tofu with all the nutrients and eat that?\nhell i would pay for that. high protein extra firm tofu is like 2.70/lb for me.\ni get about 35g protein from 8oz of that tofu.\ni eat ","author":"moomoo11","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience","strong_opinion"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152941"},{"id":"c521538b-c955-41bc-955c-a1d4db5d9ef8","source":"hackernews","source_id":"49148038","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/Integrated_multi-trophic_aquac...","author":"cassepipe","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.25533833323717914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49148038"},{"id":"49df1b6f-d7d3-48fb-b2af-8f308e765258","source":"hackernews","source_id":"49145775","content_type":"comment","title":null,"body_preview":"Some of these farms are truly impressive. Although balancing the health of the fjords is hard. People seem to prefer \"wild\" salmon but just like we don't eat \"wild\" cow anymore, I imagine in 30+ years","author":"matchbok3","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.4555555555555555,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49145775"},{"id":"3af059a9-deec-4063-9778-3ac794e9e5df","source":"hackernews","source_id":"49153504","content_type":"comment","title":null,"body_preview":"There is something fishy happening in Norway. Some Lapps suggested not to eat fish south of Nordkapp-island. Because of fish farms.\nInsane, because this strait has always heavy current and nasty mælst","author":"timonoko","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153504"},{"id":"4ba9d3da-0a11-482a-a04b-57fb3d65912b","source":"hackernews","source_id":"49147959","content_type":"comment","title":null,"body_preview":">seeing raw salmon as parasite-ridden and unpleasant to the palette.\nPainting with salmon is a .. novel take on the art of food.","author":"YarickR2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","dry_humor","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49147959"},{"id":"20f311a6-20b5-45e7-9419-70f80bdd955d","source":"hackernews","source_id":"49152914","content_type":"comment","title":null,"body_preview":"which salmon organs would contain most of say the heavy metals? they could be selectively cut out, and any below-regulation levels sold (domestically and abroad) can be seen as a free heavy metal reme","author":"DoctorOetker","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152914"},{"id":"cda791c4-13df-43f9-a2b2-0f7eb1fa8b7c","source":"hackernews","source_id":"49155861","content_type":"comment","title":null,"body_preview":"It's encouraging that even the powerful lobbyists in Norway are discussing the effects their field has in the environment:\n> Krister Hoaas from the industry lobby group says that Norway is pursuing su","author":"yondys","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49155861"},{"id":"6c96b558-d75f-4b77-ad7a-7c4bf41a30d3","source":"hackernews","source_id":"49146987","content_type":"comment","title":null,"body_preview":"\"Sushi has been consumed in Japan for more than 1,000 years but the Japanese had historically preferred tuna, seeing raw salmon as parasite-ridden and unpleasant to the palette. \"\nEnglish isn't my fir","author":"freedom_dev","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49146987"},{"id":"45b123e3-92d1-4191-b35a-451999d5e35e","source":"hackernews","source_id":"49146068","content_type":"comment","title":null,"body_preview":"I live in Norway and me and my family do not eat farmed fish - for multiple reasons;  political, ecological, animal cruelty etc.\nA hamburger probably has a better nutritional value than farmed salmon.","author":"bronlund","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","emotional_authenticity","imperfect_expression","absence_of_personality"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49146068"},{"id":"4948483a-a448-436f-9555-dfb14ecb6a9d","source":"hackernews","source_id":"49079692","content_type":"comment","title":null,"body_preview":"Full title: Norway became a global salmon behemoth. Now it's facing the consequences","author":"magicalhippo","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49079692"},{"id":"b125eaba-8206-49e6-8578-301e6a2ff6ca","source":"hackernews","source_id":"49145637","content_type":"comment","title":null,"body_preview":"A lot of interesting tech is being developed in salmon farming, and e.g. AI has been around for a long time. The north star is offshore farming in giant autonomus constructions far out at sea. Though ","author":"Depurator","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49145637"},{"id":"24f82570-3be6-493f-88ee-428d134c82f7","source":"hackernews","source_id":"49147405","content_type":"comment","title":null,"body_preview":"I think this is a veiled advertisement for Norway. Half of the world is engulfed in wars and terror (half across the road towards Mad Max), however Norway is worrying about the environmental effect of","author":"MichaelMoser123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","cultural_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49147405"},{"id":"aa7c2036-09a2-4467-9222-a5cf674e22f2","source":"hackernews","source_id":"49145576","content_type":"comment","title":null,"body_preview":"Maybe this is the future https://www.science.org/content/article/oceans-away-raising-...","author":"actionfromafar","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49145576"},{"id":"1fd12f24-bc10-4731-9e43-8d569e4e4242","source":"hackernews","source_id":"49146608","content_type":"comment","title":null,"body_preview":"Recently there has been a push to farm \"dry-land\" salmon. In other words, the salmon live in large tanks on land, rather than in pens in the sea.\nAt the moment a company is trying to start one of thes","author":"gramie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","balanced_perspective","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49146608"},{"id":"32dcda49-a0b5-4c3e-be40-2ddc5f599c42","source":"hackernews","source_id":"49152933","content_type":"comment","title":null,"body_preview":"funny, I tried to tell people and share with them about this salmon farming problem since many years, including quality, pollution, diseases and industrial feeding.\nIt is important to be aware of this","author":"giov4","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152933"},{"id":"84e5d82e-6034-468b-b264-e57fa5c97a4f","source":"hackernews","source_id":"49146522","content_type":"comment","title":null,"body_preview":"I am surprised by the statement \"Today, salmon sushi is a staple of Japanese cuisine\"\nWhile in Japan a few years ago, I found no salmon on the menu in sushi places.\nWhen inquiring why, we were told th","author":"reco98gg","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49146522"},{"id":"b6f92dfb-7721-4505-9982-435dde4bc47a","source":"hackernews","source_id":"49145997","content_type":"comment","title":null,"body_preview":"Strange to have an article about salmon farming drawbacks without mentioning escaped salmons polluting the wild salmon population. There has been a strong decrease in wild salmon as they lose the abil","author":"syoc","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49145997"},{"id":"eaddb481-2262-4382-984d-a663390235aa","source":"hackernews","source_id":"49146537","content_type":"comment","title":null,"body_preview":"There have been critical articles about the lice problem in Norwegian newspapers for years, so it's honestly relieving to finally see it talked about abroad. I've felt shameful whenever people talk ab","author":"petterroea","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","specific_context_reference"],"bot_score":0.1365557949803759,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49146537"},{"id":"4ab168b1-c0d5-4582-8180-7577474dc924","source":"hackernews","source_id":"49146061","content_type":"comment","title":null,"body_preview":"It's interesting to see the power of wealth up close. For one the massive lobbying against any tax on the usage of the fjords(or on the wealth). But there is also cases where they will hire retired pr","author":"Epa095","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49146061"},{"id":"2c1ec8c5-8bf4-47d6-9dbd-63e15ec0116f","source":"hackernews","source_id":"49146445","content_type":"comment","title":null,"body_preview":"1. The Title should be \"Norway became a global salmon behemoth. Now it's facing the consequences\". It fits the character limit, why change it?\n2. A lot of the conditions for Salmon farming can be dras","author":"ksec","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49146445"},{"id":"40cacf7e-4c88-4b60-8da0-3a782335078f","source":"hackernews","source_id":"49166234","content_type":"comment","title":null,"body_preview":"My favorite (probably apocryphal) Microsoft brain teaser question I've heard is, \"If you had to move Mt Fuji, how would you do it?\"\nI've never interviewed there, or been asked that question, but I thi","author":"MPSimmons","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166234"},{"id":"518ede88-c823-4e15-938d-546a02bc21a9","source":"hackernews","source_id":"49169325","content_type":"comment","title":null,"body_preview":"My current stumbling block is the \"design\" interview.  I get what they're going for and what I have to practice, but as someone with 25 years of experience I just can't help but have my experience cre","author":"LanceH","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169325"},{"id":"de29568a-0a5a-46bd-ba5e-5106881a9e12","source":"hackernews","source_id":"49165661","content_type":"comment","title":null,"body_preview":"Ultimately, the problem is that every person has their own anecdata-driven or follow-the-leader-inspired ideas about how to interview effectively, and large swaths of them are in stark opposition to e","author":"kstenerud","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12261757614705895,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165661"},{"id":"f07f46e5-31fb-4c5a-8243-210aedc6fd41","source":"hackernews","source_id":"49165704","content_type":"comment","title":null,"body_preview":"I once had a geography teacher who had the absolutely unhinged habit of asking spontaneous gotcha questions designed to make himself look good. The kind where the question doesn't contain enough infor","author":"atoav","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165704"},{"id":"c3b2f21e-0139-48b3-aef6-08487abfc4f3","source":"hackernews","source_id":"49165756","content_type":"comment","title":null,"body_preview":"In these circumstances I always say \"I've seen something similar before\". That has the benefits firstly, that the interviewer will probably go ahead with the question anyway while still noting your ho","author":"dmurray","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165756"},{"id":"c6cd724d-760c-4f96-8c3c-ed202991b63b","source":"hackernews","source_id":"49171029","content_type":"comment","title":null,"body_preview":"My experience like this was for a data scientist position at Facebook in 2022.\nSo the question was something like, here is a table of predicted probabilities for credit card transactions (hypothetical","author":"apwheele","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171029"},{"id":"b271a247-02c7-4fd1-b520-9ffc10d4d9e0","source":"hackernews","source_id":"49165088","content_type":"comment","title":null,"body_preview":"I have question for MS people.\nHow do you guys view external contractors(the one with email address start with v-xxx)\nI was contractor for MS for a while and it was not a very positive experience. i w","author":"mrheosuper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165088"},{"id":"3b2f8c68-c7c4-4fca-a098-4c070d972a7c","source":"hackernews","source_id":"49164446","content_type":"comment","title":null,"body_preview":"Odd that they received a brain teaser at a MS interview in 2015.   IIRC that's several years after internal interviewer training was updated to recommend that brain teasers not be used in interviews b","author":"ThrowawayB7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164446"},{"id":"ca4b36e8-4780-4703-8a23-a5c6b55d9ad3","source":"hackernews","source_id":"49164258","content_type":"comment","title":null,"body_preview":"Sadly I've seen this kind of interviewing from lots of places; maybe it's a technique they teach in college or something.\nInterview questions like this are useless as they are not an accurate approxim","author":"mircerlancerous","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_anecdote","strong_opinion","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164258"},{"id":"937baf32-1164-4d21-a1eb-93c5dc847d7b","source":"hackernews","source_id":"49165876","content_type":"comment","title":null,"body_preview":"> Microsoft, of all places, might sound like a weird company to target in 2026.\nHeh, Microsoft might actually have been weird to target in 2015, especially in SV / startup circles, given that pg had d","author":"keeda","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165876"},{"id":"73616c91-9bbe-478a-8b9f-83f409ceb39a","source":"hackernews","source_id":"49164263","content_type":"comment","title":null,"body_preview":"I really loved to work there. I knew alot of friends, toured the campus,  and even worked with prior employees that had good experiences. Every product before 2015 was beautiful (i still miss my Zune)","author":"skittleson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164263"},{"id":"e84fec4b-8408-488f-bd85-f92809d4a9a5","source":"hackernews","source_id":"49164153","content_type":"comment","title":null,"body_preview":"Life lesson learned for OP, when it comes to tech interviewing:\n(1) the riddles you already know you answer after some staged deliberation to pretend you are working it out from first principles using","author":"georgemcbay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164153"},{"id":"da2ca63f-39d7-41a6-b086-fd0d12b7b045","source":"hackernews","source_id":"49171150","content_type":"comment","title":null,"body_preview":"Halfway through my career, being on both sides of the table (interviewer and interviewee,) I've observed that a common interviewer mistake is to expect candidates to regurgitate facts; or be able to p","author":"gwbas1c","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft","human_indicator_self_reference"],"bot_score":0.11944165925109773,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171150"},{"id":"debc461c-bc3a-4af2-b3cb-16070f030b11","source":"hackernews","source_id":"49164237","content_type":"comment","title":null,"body_preview":"Counterpoint to many responses here - when I have interviewed people, it’s a really positive signal if the candidate says they have already seen a problem- the  we can move onto something more interes","author":"buildbot","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164237"},{"id":"696b3ea5-5487-4506-9119-7e6061416742","source":"hackernews","source_id":"49165842","content_type":"comment","title":null,"body_preview":"My favourite interview question that I received was when I was asked to write code that would serialize/deserialize a binary tree and was told it was fine to use \"any programming language\".\nThey recei","author":"cronin101","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165842"},{"id":"a4aae7c1-7034-41d0-abd8-6342d7eeda0e","source":"hackernews","source_id":"49164307","content_type":"comment","title":null,"body_preview":"> You have 12 marbles and a balance scale. One of the 12 marbles is inconsistent with the others, meaning it could be heavier or lighter than its peers of normal weight. You are allowed to use the bal","author":"yellow_lead","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164307"},{"id":"da59734f-0b05-4d76-ad7a-b9a00f440a9d","source":"hackernews","source_id":"49165883","content_type":"comment","title":null,"body_preview":"Just don't ask brain teasers when you conduct an interview; I believe they give no valid signal at all, and I also believe Microsoft does not ask them anymore.\nThe coding questions that require an \"ah","author":"ventana","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","niche_expertise","imperfect_expression"],"bot_score":0.10426197714626997,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165883"},{"id":"72b64a87-49a0-42ba-a5fe-e4ce42151081","source":"hackernews","source_id":"49165631","content_type":"comment","title":null,"body_preview":"Once long ago when I interviewed at Apple I was asked the classic \"fork in the road, two guys, one always tells the truth and one always lies\" riddle, with complete earnestness as far as I could tell.","author":"modeless","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency","imperfect_expression"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165631"},{"id":"9468a90a-ccd9-47f8-885d-a33e9c423ab5","source":"hackernews","source_id":"49169078","content_type":"comment","title":null,"body_preview":"One thing I've taken away in my career, interviewing every 3-5 years is that difficulty of interview & difficulty of job are uncorrelated.  Often they are inversely correlated.\nPossible reasons..  \nSo","author":"steveBK123","classification":"human_created","confidence":0.7,"indicators":["self_reference","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169078"},{"id":"9b0c7853-5ef5-42e6-83b5-63b266d4b790","source":"hackernews","source_id":"49166267","content_type":"comment","title":null,"body_preview":"A friend told me about his AWS interview experience. It was a case study describing a potential client, their needs, limitations, etc - trying to be “realistic”.\nIn the end it came down to either pres","author":"JSR_FDED","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","personal_takeaway","platform_fluency","absence_of_ai_indicators"],"bot_score":0.13445173606053887,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166267"},{"id":"e5ddc44a-6075-4311-b762-a998077b657f","source":"hackernews","source_id":"49198267","content_type":"comment","title":null,"body_preview":"Remarkable level of detail. Favorited so I can read sometime when I'm not at work, while I also ruminate on how many other submissions I've favorited for the same reason and never returned to.","author":"macintux","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198267"},{"id":"868d1105-3a02-409b-b57a-965ee8e96148","source":"hackernews","source_id":"49198272","content_type":"comment","title":null,"body_preview":"I love a good telephone story. In true nerd fashion, I just want to object to one tiny detail, which is technically correct but misleading:\n>In the worst case, even a humble single-party line could sa","author":"aftbit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198272"},{"id":"32ebe506-04b5-4d4e-ae72-5a80a91bd081","source":"hackernews","source_id":"49181836","content_type":"comment","title":null,"body_preview":"The Farsi word div may be related to the English word devil.","author":"The-Old-Hacker","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.36666666666666664,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181836"},{"id":"e5469124-689f-47b9-897c-4d8a216e9dc4","source":"hackernews","source_id":"49169351","content_type":"comment","title":null,"body_preview":"many times, even etymology does not make things intuitive: e.g. 'spendthrift'.\nsimilarly, many English words are close, but their meaning diverge a lot. e.g. condemn vs condone, or vindicate vs vindic","author":"mirmor23","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.07040414066556502,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169351"},{"id":"e4d55d4d-1594-4671-8bb9-2cee28e7b260","source":"hackernews","source_id":"49168228","content_type":"comment","title":null,"body_preview":"And then Hello became Allo in French and Alo in Spanish, which is only used as a greeting over the phone and never as a general greeting.","author":"hiccuphippo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168228"},{"id":"f3fdf0a1-2934-4a5c-b272-2f4a76e3ddaf","source":"hackernews","source_id":"49173782","content_type":"comment","title":null,"body_preview":"I love the etymology of the word \"world\" it's a combination of:\nweraz = “man” and aldiz = “age, lifetime”.\nLiterally meaning “era/age of man”","author":"jonash54","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173782"},{"id":"c67e11ab-7278-4b67-9c89-51e49e9ccd8a","source":"hackernews","source_id":"49179367","content_type":"comment","title":null,"body_preview":"I recently learned that most of the western zodiac constellations have names which are Mesopotamian in origin, the same as in the Sumerian star catalogs thousands of years ago.  Taurus, Leo, Scorpio, ","author":"retrac","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179367"},{"id":"46e19dbd-479f-4edc-af8a-4b98764a09da","source":"hackernews","source_id":"49169319","content_type":"comment","title":null,"body_preview":"I really love etymology, because I like to imagine words having \"lives\", and then tracking those lives over the centuries. It's fascinating to think that a word might have begun in China thousands of ","author":"keiferski","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_signals","semantic_richness"],"bot_score":0.1132243872643869,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169319"},{"id":"d57e542e-c36a-454f-8845-99021b4b2171","source":"hackernews","source_id":"49168498","content_type":"comment","title":null,"body_preview":"A good book on this is Proto by Laura Spinney, it covers all the branches of Proto-Indo-European and also postulates that the entire family may have started from as few as a hundred speakers who were ","author":"satvikpendem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","semantic_specificity"],"bot_score":0.10956317579849992,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168498"},{"id":"a08dbbf9-5cf9-4f04-9189-0c7337e141bc","source":"hackernews","source_id":"49163451","content_type":"comment","title":null,"body_preview":"The bet that devs shift from reviewing code to reviewing product output is the most interesting part of this. Most teams haven't really internalised that yet — they're still doing line-by-line code re","author":"Ozzie-D","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_with_stance","niche_expertise_with_perspective","platform_fluency","natural_digression_and_follow_up","absence_of_hedge_stacking"],"bot_score":0.1210487168027358,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163451"},{"id":"c568df80-4774-495d-bf91-60043423b74a","source":"hackernews","source_id":"49158759","content_type":"comment","title":null,"body_preview":"If you ever need to switch sandboxes, would be happy to chat.","author":"mkagenius","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158759"},{"id":"519f59e6-051a-48b2-9ebb-3bf372b3f0c8","source":"hackernews","source_id":"49159233","content_type":"comment","title":null,"body_preview":"Looks interesting. Does this mean I would use this as my day to day harness? Or is it something additional to an established workflow?","author":"FailMore","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.041912509188154014,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159233"},{"id":"adc5834a-2f68-4891-a8b3-10f645df6b38","source":"hackernews","source_id":"49160584","content_type":"comment","title":null,"body_preview":"just a data point, at my company we are building this internally. if you're targeting people building from scratch it might work, but there's no way you can port any somewhat mature infra stack, nor w","author":"asdev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.02621145841634627,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160584"},{"id":"d5d9d2e6-aeb6-46d6-9a8b-cf083b457e88","source":"hackernews","source_id":"49161483","content_type":"comment","title":null,"body_preview":"No. Hoplite is an awesome Android game: https://play.google.com/store/apps/details?id=com.magmafortr...","author":"dude250711","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","strong_opinion","natural_brevity","absence_of_ai_hedges"],"bot_score":0.10623116347596952,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49161483"},{"id":"9e145546-6082-453e-a028-1548f1beaaf6","source":"hackernews","source_id":"49165969","content_type":"comment","title":null,"body_preview":"The custom harness bet is the interesting one\nnot using Codex/Claude Code trades a lot of free improvement for control you may not need yet, so I'd watch whether that pays off before the underlying mo","author":"mohammedmsgm","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","terse_reply","niche_expertise","absence_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165969"},{"id":"9bb81ad0-0bae-4fb5-bd42-7a327d0e2836","source":"hackernews","source_id":"49159036","content_type":"comment","title":null,"body_preview":"Amazing work, I am currently in the process of building something similar on my server for personal use, but yours looks really promising. Especially running sandboxes on your own can be tedious. Why ","author":"lionls","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159036"},{"id":"9ff285d8-2e06-469f-bde9-9a29220c06ec","source":"hackernews","source_id":"49162300","content_type":"comment","title":null,"body_preview":"Good name, with The Odyssey out, and all. I guess that you could think of the agents as \"footsoldiers,\" and whatnot.\nGood luck!","author":"ChrisMarshallNY","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13214626507852117,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162300"},{"id":"e600eade-ac2e-4e64-b2c8-d3c6cfd66639","source":"hackernews","source_id":"49160107","content_type":"comment","title":null,"body_preview":"What’s the experience like going from an active on-going thread to a cloud-hosted one? I dont wanna always work on the cloud, and want my current setup to be exactly the same as in the cloud, and shou","author":"Bnjoroge","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.043648049582939295,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160107"},{"id":"ea08d8be-252b-44b4-a19c-9a2eec7ac788","source":"hackernews","source_id":"49160955","content_type":"comment","title":null,"body_preview":"Really interesting. I've been working on building out more self-sufficient agents with harnesses to match, and this feels like the next logical step. I'd love to try this.\nCurious how you guys are thi","author":"xander_north","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160955"},{"id":"5530864a-293c-4cb9-a6db-bf4d6eb7ed55","source":"hackernews","source_id":"49158295","content_type":"comment","title":null,"body_preview":"Firstly: good luck!\nI've been wondering what the alternatives to things like Github Copilot Cloud and Codex Cloud might be, especially ones that might be flexible wrt models, and this seems at least t","author":"mellosouls","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.11145134478698682,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158295"},{"id":"5fddcb44-31b3-4917-9929-c0f6755b83df","source":"hackernews","source_id":"49158876","content_type":"comment","title":null,"body_preview":"Looks neat! I've been using Amp (https://ampcode.com/) for a while (Which seems to be doing something very similar), and I really appreciate this type of workflow. One thread = one VM feels like a sol","author":"r5Khe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158876"},{"id":"100a6d53-79c3-478e-a862-d25f14345bc8","source":"hackernews","source_id":"49159660","content_type":"comment","title":null,"body_preview":"Took me a minute to see the value - my first thought was \"this is just cursor's cloud agents...\"\nBut the key thing here for me is \"Every sandbox boots your app on a live URL.\"  Cursor doesn't easily h","author":"fishtoaster","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","pricing_feedback","imperfect_expression"],"bot_score":0.15923266676003026,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159660"},{"id":"92d24547-ecf9-4160-8417-dc7c054f7f89","source":"hackernews","source_id":"49166404","content_type":"comment","title":null,"body_preview":"The pricing seems draconian... why would anybody choose to pay this way when you can pretty much do the same with exe.dev?","author":"pelagicAustral","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166404"},{"id":"8c8dfdc3-260a-4c56-8fdf-ad029ab5d8a6","source":"hackernews","source_id":"49172790","content_type":"comment","title":null,"body_preview":"The \"reviewing product output instead of code\" framing is the right direction for where development is heading, and the per thread VM model makes sense for isolation.\nOne dimension worth thinking thro","author":"chandankarn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","original_commentary_around_quotes","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172790"},{"id":"4dc62364-e5ff-440e-8892-9db610bb69b0","source":"hackernews","source_id":"49160918","content_type":"comment","title":null,"body_preview":">> It opens a pull request\n>> Then keeps iterating as review comments land, in the same thread, with the same context.\nMy experience, particularly with Sol is that agents are generally really bad at k","author":"kristianc","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.05180274988222472,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160918"},{"id":"eff309cb-7c7f-47ad-ac29-85a597bc3d70","source":"hackernews","source_id":"49165702","content_type":"comment","title":null,"body_preview":"At the risk of replicating the classic Dropbox post (why would you need this when you could just use rsync?)…\nI have a dev box with 96 GB of RAM, 2x4 TB NVMe drives, and an unbelievably beefy AMD CPU.","author":"sebmellen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","niche_expertise","absence_of_personality"],"bot_score":0.07902202980109187,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165702"},{"id":"b1bf5cb8-8128-403f-b3da-fc40c1bca96d","source":"hackernews","source_id":"49159733","content_type":"comment","title":null,"body_preview":"Trying to wrap my head around how it differs from my current on-the-go setup that is claude code. On claude's phone app or web app I can choose a repo, ask it for a feature and it writes the code, run","author":"scottydelta","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","comparison_to_existing_tools","natural_digressions"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159733"},{"id":"888c5f49-2fed-4422-a37d-283f02dde076","source":"hackernews","source_id":"49196420","content_type":"comment","title":null,"body_preview":"Windows can only track people who use Windows. Also, cigarettes can only kill people who smoke cigarettes. LoL","author":"spottedmarley","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196420"},{"id":"95bb2997-a79e-40dc-838f-c24efb81b709","source":"hackernews","source_id":"49194797","content_type":"comment","title":null,"body_preview":"Thats why I just want upstream OpenBMC support and redfish","author":"preisschild","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194797"},{"id":"f699a5d9-9da4-4980-95d3-04b92eafc646","source":"hackernews","source_id":"49194514","content_type":"comment","title":null,"body_preview":"Reasonable environments don't allow BMC access from the normal LAN, and instead have a protected LAN segment for the BMC's NIC, so the risk typically minimal as it requires breaching a secure control ","author":"burnt-resistor","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":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194514"},{"id":"9c385d10-efc4-4c2b-80ff-7cb253538df9","source":"hackernews","source_id":"49194361","content_type":"comment","title":null,"body_preview":"*controllers\nToo bad Oxide's non-BMC[0] service processor or something similar isn't available on all servers.\n[0] https://oxide.computer/faq-friday/is-the-oxide-service-proce...","author":"sillywalk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194361"},{"id":"2e3e8a19-6090-46b2-99d6-d0f50e014d3a","source":"hackernews","source_id":"49195640","content_type":"comment","title":null,"body_preview":"I visual reminder that perfect compression is indistinguishable from random noise.","author":"thisisauserid","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195640"},{"id":"d474ceea-4ed2-4208-8419-2ad3b84a1dd3","source":"hackernews","source_id":"49195952","content_type":"comment","title":null,"body_preview":"Naturally the first thing to test should be how far of a link can you create with LOS.\nRadio's get intercepted, this is a cheap laser link.","author":"smalltorch","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09568958884422635,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195952"},{"id":"3a8ee265-8854-488e-8350-300ea4e28bb4","source":"hackernews","source_id":"49195169","content_type":"comment","title":null,"body_preview":"Is there a way to negotiate ongoing FPS? I was sending at 60 but only receiving at 40. When I changed TX to 30 the speed went though the roof! I better call a builder.\nOtherwise ridiculously cool proj","author":"felooboolooomba","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.09536075612408113,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195169"},{"id":"edffd7ef-60a5-4343-a462-82e3d6a4e7ba","source":"hackernews","source_id":"49199526","content_type":"comment","title":null,"body_preview":"Apparently if you combine LT with a Reed-Solomon pre-coding stage, then it's a raptor code, which is better because it has a cooler name.","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199526"},{"id":"b465f57a-1886-42c0-a358-a3ec93e291ff","source":"hackernews","source_id":"49195196","content_type":"comment","title":null,"body_preview":"The actual article explaining the use for fountain codes in this use case:\nhttps://divan.dev/posts/fountaincodes/","author":"legulere","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195196"},{"id":"86ef1bda-be2d-4834-b9e4-b2a39df39ccf","source":"hackernews","source_id":"49198270","content_type":"comment","title":null,"body_preview":">Neither mode is encrypted: whatever is on the sending screen is readable by any camera pointed at it.\nSomething like this would be good for transferring the public key(s) associated with some cryptog","author":"upofadown","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.16176470588235292,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198270"},{"id":"6421447c-4ff0-4498-9a85-52e31ad01b1d","source":"hackernews","source_id":"49193134","content_type":"comment","title":null,"body_preview":"Neat, finally an easy way of transferring files between devices that doesn't rely on online services -- no clue why we didn't solve that ages ago.\nAdding encryption shouldn't be hard, as long as you c","author":"elric","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193134"},{"id":"c21bb692-c5a1-47d7-b59d-e9aee02fa2e8","source":"hackernews","source_id":"49184391","content_type":"comment","title":null,"body_preview":"i typically run many coding agents side by side and i noticed i never read the wall of tool calls and text and tasks they do, i just want to know if 1) it’s still going 2) what is it currently doing a","author":"adam_rida","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","technical_detail_with_context"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184391"},{"id":"1aca2b9b-13ed-428e-8965-90c6ca0a12a2","source":"hackernews","source_id":"49161908","content_type":"comment","title":null,"body_preview":"\"1981 was a different time for computing. It was expensive (both hardware and software)\"\ndoesn't sound so different anymore...the VCs have managed to go back to the future...","author":"caycep","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49161908"},{"id":"c89ad4bd-a909-48bb-a40d-0c33830cc080","source":"hackernews","source_id":"49158962","content_type":"comment","title":null,"body_preview":"ok but what's the anime 'checking if you're not a bot' gatekeeper? asking for a friend...","author":"fyrabanks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158962"},{"id":"71e06d39-01f1-4bc9-8879-cf133dd0b7ca","source":"hackernews","source_id":"49159849","content_type":"comment","title":null,"body_preview":"I used Kermit in many projects when I was younger, including synchronising data from remote branches of a Pool equipment company using dial-up modems.\nThose were the days lol.","author":"ozhero","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159849"},{"id":"9754d2a5-fa8c-4a4a-9053-830dc8cfaef3","source":"hackernews","source_id":"49160109","content_type":"comment","title":null,"body_preview":"I had an Apple 2+ back in 1992.  It was an old computer, even then.\nThe Apple 2+ only supported displaying capital letters.\nI remember calling a few local BBSes using terminal software that let me pre","author":"aantix","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160109"},{"id":"2f1b70fc-09b1-4863-9ee4-a0078e423d3c","source":"hackernews","source_id":"49167935","content_type":"comment","title":null,"body_preview":"C-Kermit?  I (barely) remember tinkering with the FORTH version on a Epson HX20 (late in its life) anno 1995.  The sources seem to originate (today) at https://atariwiki.org/wiki/Wiki.jsp?page=Kermit%","author":"guenthert","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167935"},{"id":"18a8f37b-1ce9-4f26-9b4f-8a9ae1b8c4ec","source":"hackernews","source_id":"49159919","content_type":"comment","title":null,"body_preview":"I'm amazed to see that Kermit is still alive and kicking. Thank you, team!","author":"rhabarba","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159919"},{"id":"2ee065d2-8010-4912-9f88-b1d9e6da756d","source":"hackernews","source_id":"49161073","content_type":"comment","title":null,"body_preview":"\"the name Kermit is used by permission of Henson Associates, Inc.\"\nthat certainly would never happen nowadays.","author":"SirFatty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49161073"},{"id":"34732273-d98c-4880-8418-94b735cd13a0","source":"hackernews","source_id":"49159156","content_type":"comment","title":null,"body_preview":"Nice and congratulations\nAges a ago I used it on Coherent OS via dial up to sign into a Sun Server at work that I used for USENET and general internet access.  When I dialed in the server would hang u","author":"jmclnx","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1346957910110502,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159156"},{"id":"04dc97cc-5d72-4a19-a749-441f17306778","source":"hackernews","source_id":"49166253","content_type":"comment","title":null,"body_preview":"TIL that the original Kermit (after which this tool was presumably named?) is already more than 70 years old: https://en.wikipedia.org/wiki/Kermit_the_Frog","author":"rob74","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166253"},{"id":"20a6f287-3b4a-4aa5-8699-e11d2f919d34","source":"hackernews","source_id":"49162459","content_type":"comment","title":null,"body_preview":"One cool feature is that you can use C-Kermit to do inline file transfers over the open SSH session.  It doesn't work over a terminal muxer like screen/tmux, but it is pretty useful for a quick way to","author":"donflamenco","classification":"human_created","confidence":0.8,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162459"},{"id":"ead9df33-1201-46c2-b39f-1cc4621e161c","source":"hackernews","source_id":"49160111","content_type":"comment","title":null,"body_preview":"Why wasn’t Kermit used by BBSes? Even at the time I remember having read about it in computer magazines, but I got my first modem in ‘82 or so and I don’t recall ever seeing it in the wild. My first a","author":"kstrauser","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0.1176737423268467,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160111"},{"id":"57be761b-0e9b-447e-9511-98ec83c0407b","source":"hackernews","source_id":"49159194","content_type":"comment","title":null,"body_preview":"I am a gray beard and still use Kermit regularly for embedded development.  It’s very handy for automating things over a serial port console.  I wonder how much adoption it sees with the younger crowd","author":"voakbasda","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":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159194"},{"id":"e226f22c-c398-404b-a0bb-a039af851c01","source":"hackernews","source_id":"49160029","content_type":"comment","title":null,"body_preview":"Good Lord. That takes me back. I ported Kermit to the Computervision CGOS environment. It was very popular in the user community. Internally, it was used to transfer files between systems over the ter","author":"rickydroll","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_experience"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160029"},{"id":"7c7a07cd-2522-47ed-9674-9a1e08e5597b","source":"hackernews","source_id":"49159575","content_type":"comment","title":null,"body_preview":"Bill Catchings (the undergrad who helped Frank da Cruz with the original spec and coding) still blogs. It has been a while since he spoke specifically about kermit, but he has one or two interesting p","author":"compiler-guy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159575"},{"id":"999a3e00-79a4-4f12-936e-415493d27c40","source":"hackernews","source_id":"49160249","content_type":"comment","title":null,"body_preview":"I remember mostly ignoring Kermit back in my BBSing days; by the time \"SuperKermit\" came along, which could get performance competitive with ZMODEM, it alreayd seemed ancient.\nThen, around 1991, a fri","author":"chipotle_coyote","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160249"},{"id":"69a5db74-7b7b-494c-a166-c256b35afa57","source":"hackernews","source_id":"49160687","content_type":"comment","title":null,"body_preview":"I complied Kermit for IBM's AIX in ~1989 as a study in \"how compatible is AIX to other Unixes?\" Kermit source code remains the high-water mark in my memory for how many different, incompatible, non-st","author":"jonathaneunice","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160687"},{"id":"25ef950a-c059-44da-b156-4c63af274a0b","source":"hackernews","source_id":"49155553","content_type":"comment","title":null,"body_preview":"I've been waiting for a tiny model release! Kimi, Deepseek, and GLM were all monsters, the 27B 3.8 is filling a gap thats been open since Qwen 3.5\nAlso I love how literal Qwen 3.5 was, hopefully 3.8 i","author":"hiramwen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49155553"},{"id":"f5f495ed-3ccd-4ea8-b5f9-02e7f180984b","source":"hackernews","source_id":"49158100","content_type":"comment","title":null,"body_preview":"I like that Alibaba are emphasizing more challenging real-world \"coding\" tasks as well as just benchmarks.\nThe \"Reproduce a research paper — then improve it\" seems particularly impressive as well as a","author":"HarHarVeryFunny","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158100"},{"id":"a247a141-012c-4f67-a413-9034d9484073","source":"hackernews","source_id":"49150810","content_type":"comment","title":null,"body_preview":"It seems this is the only mention of cost?\n> Qwen3.8-Max comes with the official support for reasoning_effort, which can be used to adjust reasoning depth and control cost:\n> xhigh (default): for comp","author":"ddxv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.04859774236815354,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49150810"},{"id":"bfad6c1b-4b59-40f9-a92c-0f37f9a6cc4a","source":"hackernews","source_id":"49153853","content_type":"comment","title":null,"body_preview":"I used the qwen 3.6 models and convinced myself to go ahead and get a gpu. I got the 7900 xt with 20 gb vram.","author":"harhargange","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153853"},{"id":"6ce0fbf5-5e46-4979-bec1-2ca641d09042","source":"hackernews","source_id":"49151039","content_type":"comment","title":null,"body_preview":"> In this case, Qwen3.8-Max was asked to create the oh-my-cli project from scratch and, over a 10+ day long-horizon autonomous coding run, build a self-evolving harness.\nThey don't explain how success","author":"TacticalCoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","template_phrases"],"bot_score":0.13904293124098976,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49151039"},{"id":"f4094d23-16f2-44c1-98e4-dcfd387dd6e9","source":"hackernews","source_id":"49150812","content_type":"comment","title":null,"body_preview":"> This also marks the first time we will open-source the weights of a Qwen-Max-class model — the open weights will be released next week.\nNice!","author":"wxw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1191755810238716,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49150812"},{"id":"006d338d-0e8c-434e-92c9-a722c1834dbd","source":"hackernews","source_id":"49151927","content_type":"comment","title":null,"body_preview":"At $2/$6, it can be much more \"approachable\" than K3. Wondering what have they done differently to be able to afford this price (that K3 couldn't, apparently - most other providers offer similar price","author":"theanonymousone","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.13095911697763787,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49151927"},{"id":"daa55279-fc2a-43c8-86e2-f3c340ed5952","source":"hackernews","source_id":"49155200","content_type":"comment","title":null,"body_preview":"Qwen3.6 35B-A3B Is my current backup model after Ornith—1.0, which has performed slightly better and faster at Python, db and some backend tasks. About 75 tokens/sec on a 5060ti 16gb depending on cont","author":"archerjax","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","terse_replies"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49155200"},{"id":"cb0350ff-dcc0-4a45-b539-a988f6a1dc5d","source":"hackernews","source_id":"49152653","content_type":"comment","title":null,"body_preview":"2.4 Trillion parameters with open weights releasing next week? The open-source community is going to need a collective GoFundMe just to buy enough VRAM to host this monster.","author":"khanhnguyen8386","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152653"},{"id":"ed80da74-6d5d-41e5-8d1d-db942073d64f","source":"hackernews","source_id":"49152760","content_type":"comment","title":null,"body_preview":"AWS Bedrock still lacks the support for the latest open weights models like GLM 5.2, DSV4 Flash 0731, Kimi K3 etc. Even they only support Qwen 3 which is a very old model. Any specific reasons they ar","author":"tesnorindian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152760"},{"id":"a036ff52-aec5-44bc-89b5-08454cfad312","source":"hackernews","source_id":"49150859","content_type":"comment","title":null,"body_preview":"Once OpenAI and Anthropic are public, every such announcement will become a reliable sell signal","author":"adi2907","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49150859"},{"id":"5a4ad5b6-f143-4389-a5d1-52b972aa650f","source":"hackernews","source_id":"49150799","content_type":"comment","title":null,"body_preview":"> Today, we are officially releasing Qwen 3.8-Max, the most capable model in the Qwen family to date. This also marks the first time we will open-source the weights of a Qwen-Max-class model — the ope","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49150799"},{"id":"6e9f06a2-6c0a-4eeb-8204-8c04ea8d4725","source":"hackernews","source_id":"49151626","content_type":"comment","title":null,"body_preview":"It was a matter of time for China to catch up with the US. In terms of infrastructure, manufacturing, and engineering workforce, China has the upperhand and I foresee them becoming the SOTA leaders. M","author":"docheinestages","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.0868782278544649,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49151626"},{"id":"798a851d-5b9d-46cc-b906-e24d9fccd85d","source":"hackernews","source_id":"49152972","content_type":"comment","title":null,"body_preview":"Whilst these coding models improve, they seem to cater for multiple languages, and for many, a trimmed-down LLM that supports just one language would be fantastic. This would be smaller, more able to ","author":"Zenst","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","template_phrases"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152972"},{"id":"2438f2c6-e773-4212-99b2-0d71b0eb1da7","source":"hackernews","source_id":"49151167","content_type":"comment","title":null,"body_preview":"I think the window for a ban of open weight models is closing fast so let's hope US administration is going to miss it and we get Fable-level models (at least in some aspects) with open weights withou","author":"storus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1513222309532205,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49151167"},{"id":"a747234c-e1bb-4870-b936-1683f9912a11","source":"hackernews","source_id":"49151983","content_type":"comment","title":null,"body_preview":"The visual web development / perceptionbench scores are very promising for image->html flows. Here are some test results.\nOriginal designs: https://image.non.io/257dc9cb-9e6b-4e00-8f12-23ea5e073649.we","author":"jjcm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.06629427902377592,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49151983"},{"id":"4c0e3921-0964-462d-a109-fe945f17cc86","source":"hackernews","source_id":"49152992","content_type":"comment","title":null,"body_preview":"This makes me wonder if AI companies even have a MOAT in the first place.\nAll requests to an LLM are idempotent, for every API call you need to send it the entire conversation history so that it can p","author":"me551ah","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0.21634083318910208,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152992"},{"id":"57ed0dcd-8ff5-4a8d-a723-45085b3102ad","source":"hackernews","source_id":"49157077","content_type":"comment","title":null,"body_preview":"As someone who is searching for a new programming contract right now, reading all of the incredible abilities here is pretty intimidating. Especially since I get almost all of my projects from Upwork ","author":"ilaksh","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.175001813157931,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157077"},{"id":"e1b083bb-bdf5-4c97-a816-019e6dc6c4c0","source":"hackernews","source_id":"49150809","content_type":"comment","title":null,"body_preview":"They've also announced Qwen3.8-27B being released open-weight next week. Qwen3.6-27B is widely regarded as one of the best local models, especially since nothing else comes close to it, that isn't ben","author":"toshinoriyagi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49150809"},{"id":"c6a01f62-23dd-45c4-9510-056ee30fdd9e","source":"hackernews","source_id":"49178831","content_type":"comment","title":null,"body_preview":"One thing that wasn't tried is that the ASCII path could build a block-wise bitmap of non-ASCII blocks. Then the unicode pass need only process the contiguous ranges within the bitmap. This would be s","author":"RossBencina","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.09491025589203973,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178831"},{"id":"bf029139-c7e1-45d9-9935-95a9ebd1d447","source":"hackernews","source_id":"49179652","content_type":"comment","title":null,"body_preview":"That's the first time I've seen some SIMD code reach more than about 10GB/s.  45 GiB/s is quite something, ASCII only. Of course they're not running the final code on an M4 mac, it will be on a server","author":"kristianp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.12658353500568215,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179652"},{"id":"c8020c5c-8e6a-4d04-ba79-84cb37131d24","source":"hackernews","source_id":"49177721","content_type":"comment","title":null,"body_preview":"Interesting, how does it compare with StringZilla? It has highly optimized case-fold and case-insensitive Unicode search kernels as well: https://github.com/ashvardanian/Stringzilla","author":"zX41ZdbW","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1235902344426084,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177721"},{"id":"e0e9bef2-afc9-4a64-9ceb-25c8a3bf0371","source":"hackernews","source_id":"49175688","content_type":"comment","title":null,"body_preview":"> We deal mostly with source code, so the text we fold is overwhelmingly ASCII and making it run at memory speed is the single most important thing we can do. Everything else just has to keep the rare","author":"pixelesque","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175688"},{"id":"d112331b-188c-42b2-b98c-39eea1cfb166","source":"hackernews","source_id":"49175881","content_type":"comment","title":null,"body_preview":"TLDR: they implemented case folding with a lot more SIMD via autovectorization.\n> almost every fold preserves the UTF-8 length or shrinks it, but two outliers grow—U+023A (Ⱥ) and U+023E (Ɀ) are 2 byte","author":"inigyou","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","technical_depth_with_opinion","absence_of_ai_signals"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175881"},{"id":"d2a18c9a-2cc0-40d4-ab28-24279297fb83","source":"hackernews","source_id":"49175093","content_type":"comment","title":null,"body_preview":"This is good technical content, but it's obvious that an AI wrote it.","author":"claudetard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175093"},{"id":"3ae4b6fb-1f65-4d4b-93fe-0ad4779d51a9","source":"hackernews","source_id":"49178496","content_type":"comment","title":null,"body_preview":"There’s some interesting information in there. Unfortunately the person or LLM writing this got pretty confused right in the introduction already.\n> “Suppose […] they type straße and you’ve stored STR","author":"lukasgelbmann","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178496"},{"id":"3aa37dd3-2520-4f55-90a9-7917a79797c5","source":"hackernews","source_id":"49176876","content_type":"comment","title":null,"body_preview":"Hey maybe the haters at Google /WHATWG can use this library instead of killing off XSLT. Just kidding we all know they’re too compromised by monopoly/advertising interests of Google and their own beli","author":"righthand","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176876"},{"id":"0b7d34b9-15ae-4112-95a5-70a03bed403e","source":"hackernews","source_id":"49180370","content_type":"comment","title":null,"body_preview":"That's good. Every country should do something similar.","author":"shevy-java","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.14203380184839992,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180370"},{"id":"62b21c6a-d7b0-46ee-8050-efb9459fa75a","source":"hackernews","source_id":"49178241","content_type":"comment","title":null,"body_preview":"this is great! xmlppm was big part of xml study which did years ago and which uses expat for parsing xml; was first fond memory of expat / keep up great work","author":"aghilmort","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178241"},{"id":"8d013221-43aa-41de-8d08-6d4741d0c4e4","source":"hackernews","source_id":"49177242","content_type":"comment","title":null,"body_preview":"Related discussion of the maintainer stepping down from libxml2 support. libexpat is a different library of course.\nhttps://news.ycombinator.com/item?id=45283196\n10 months ago | 119 comments\nAlso rela","author":"kristianp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.12658353500568215,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177242"},{"id":"7a6ae1b8-432f-466a-8990-7d897fe666ce","source":"hackernews","source_id":"49180172","content_type":"comment","title":null,"body_preview":"One thing XML is very good for is semantic documents adhering to a well defined schema - and it's one of the few commonly used text-based data storage formats that do it well (with XSD, DTDs are prett","author":"qalmakka","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","technical_depth_with_opinion","imperfect_expression"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180172"},{"id":"9a971ca1-a606-46fe-bc78-8c6b4d2b001a","source":"hackernews","source_id":"49178457","content_type":"comment","title":null,"body_preview":"> PS: If anyone managed to combine Clang-based MinGW with AddressSanitizer and Wine without crashing at launch, please show me how and drop me an e-mail. Thank you!\nIt's for problems like these that I","author":"Ericson2314","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178457"},{"id":"93ba21b3-838f-4724-8927-52cea2c271e7","source":"hackernews","source_id":"49179925","content_type":"comment","title":null,"body_preview":"> The City of Munich follows the principle of Public Money, Public Code:\nWhenever possible, software developed in-house should be released as open source.\nThe goal is not only to ensure the city’s own","author":"warpech","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary_around_quote"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179925"},{"id":"de4f94c5-577c-4392-bd83-1e2c8b2d7784","source":"hackernews","source_id":"49176764","content_type":"comment","title":null,"body_preview":"https://opensource.muenchen.de/sabbatical.html\n> The Open Source Sabbatical is intended to provide professionally qualified software developers with the opportunity to work on an open source project f","author":"wxw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1191755810238716,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176764"},{"id":"9fdd4081-3b12-4912-9ed0-157a37fd1dd2","source":"hackernews","source_id":"49176828","content_type":"comment","title":null,"body_preview":"The longer background is that Christian Ude our mayor until 2014 furthered the LiMux[1] project - migrating more than 14000 PCs in public administration to Linux.\nHe got personal visits from both Ball","author":"weinzierl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176828"},{"id":"8bdec605-c770-43a2-8eaf-7385c90b8571","source":"hackernews","source_id":"49194178","content_type":"comment","title":null,"body_preview":"For those of us who still didn’t understand what this is after reading TFA, it’s a way of compressing data where commonly used sequences get a short token and less common sequences need longer tokens ","author":"JSR_FDED","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.13445173606053887,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194178"},{"id":"d7fb1ec7-4917-4c4f-9c60-38f74add19e6","source":"hackernews","source_id":"49135336","content_type":"comment","title":null,"body_preview":"I am duly impressed by the powerl of the nameless internal AI, but not a single human contributor's name listed anywhere? Did someone at least make this model a coffee?","author":"macleginn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0.2163408331891021,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49135336"},{"id":"201973fa-3df8-4d47-a244-7b9efd674dc4","source":"hackernews","source_id":"49141668","content_type":"comment","title":null,"body_preview":"After skimming some of the writeups, I'm surprised that the frontier internal model still writes just as poorly as Sol.\nMaybe good AI paper writing is further away than I thought...","author":"randomizedalgs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49141668"},{"id":"21ab42eb-aaf3-462a-9b4f-fd9ec2680b57","source":"hackernews","source_id":"49133465","content_type":"comment","title":null,"body_preview":"Now that we've seen AI produce a fair number of proofs (and disproofs), I'm curious when we'll start seeing it build genuinely novel theory. Does anyone have predictions on when and how we'll get ther","author":"artninja1988","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.2738095238095238,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49133465"},{"id":"b841c3df-fe89-4d76-b838-7de35395b6bb","source":"hackernews","source_id":"49163643","content_type":"comment","title":null,"body_preview":"As someone who’s spent the last year deploying PQC cryptosystems, it sure would be a kick in the ass if they find a faster solution to the nearest vector problem. I mean that’s why we’re going hybrid,","author":"mrloopex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.2003170175503938,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163643"},{"id":"e5a6e2ef-ae41-4166-8e49-a75407eec92b","source":"hackernews","source_id":"49132703","content_type":"comment","title":null,"body_preview":"I wonder if Erdos would be saying \" It's fine that y'all are answering my questions, but who is asking better questions??\"","author":"readthenotes1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49132703"},{"id":"8ec75fcb-de48-4451-9512-dba783c7f0cb","source":"hackernews","source_id":"49136109","content_type":"comment","title":null,"body_preview":"New advances in sphere packing? Let’s make sure AI doesn’t inadvertently engineer ice-9.","author":"maxutility","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49136109"},{"id":"93a9de00-ae81-4685-aab0-198c31db7527","source":"hackernews","source_id":"49132152","content_type":"comment","title":null,"body_preview":"I don’t feel the existential dread of mathematicians is correct.  It seems to me in fact these results are bringing math mainstream. I now personally look forward to the interpretations and discussion","author":"piker","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49132152"},{"id":"46b043c7-29c0-4f4b-b4d7-adbf6cb0c75f","source":"hackernews","source_id":"49158814","content_type":"comment","title":null,"body_preview":"I want to iterate the most important thing about this is that it's yet more evidence of AI's accelerating competency in solving math and comp sci problems, and suggests we're now getting close to the ","author":"kypro","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","synthetic_empathy","absence_of_personality"],"bot_score":0.15040934015157545,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158814"},{"id":"7a0b0b73-7a8c-4a9f-a55c-9eab8623a8f3","source":"hackernews","source_id":"49158671","content_type":"comment","title":null,"body_preview":"problem number 1 and 9 are surprisingly very intuitive\ncheck here :\n1. high dimensional sphere packing\nhttps://muchmirul.github.io/conjectures/sphere-packing/\n2. multicolor ramsey number\nhttps://muchm","author":"muchmirulys","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158671"},{"id":"7cf446c0-1cb8-4fc6-8380-b7939ca5c97c","source":"hackernews","source_id":"49132235","content_type":"comment","title":null,"body_preview":"My main gripe here is the lack of transparency around the total experiment and construction. I doubt that they simply pointed their model at these ten specific problems alone and gave the model one sh","author":"aabhay","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49132235"},{"id":"fdcf0d9a-14d1-473f-9d39-0fdac3bd33ee","source":"hackernews","source_id":"49133823","content_type":"comment","title":null,"body_preview":"Can’t wait for this stuff to have quality of life increases for the average person. So far all I see is that AI has made owning a computer more expensive, made some jobs redundant, increased spam and ","author":"amazingamazing","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_personality","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49133823"},{"id":"8b59a007-58b3-4ec7-922e-00f7db020850","source":"hackernews","source_id":"49144681","content_type":"comment","title":null,"body_preview":"Henry Yuen's (whose work problem 6 builds on) comments on this are worth reading IMO: https://bsky.app/profile/henryyuen.bsky.social/post/3ms2jpch...","author":"gpm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49144681"},{"id":"768ab326-cca2-499e-8729-3ef4ad5653b6","source":"hackernews","source_id":"49138240","content_type":"comment","title":null,"body_preview":"The GitHub repo with the Lean formalizations just came out a couple of hours ago: https://github.com/openai/ten-proofs\nIt also links to a paper written by an LLM where the model \"reconstructs how the ","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_indicators"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49138240"},{"id":"13735f61-20be-450d-8baf-2dcc885781b8","source":"hackernews","source_id":"49133534","content_type":"comment","title":null,"body_preview":"one of the early premises of how ai takeoff would go was that a system that could solve open problems in advanced mathematics would also discover novel advances in math and computer science that direc","author":"ultimatefan1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49133534"},{"id":"4d9ff2d2-1ad0-4138-b7c7-6f23b80f040e","source":"hackernews","source_id":"49134323","content_type":"comment","title":null,"body_preview":"Not being an expert in any of the fields OpenAI has \"advanced\" I don't want to prematurely downplay the significance of this contribution. However, I am worried that the language they are using in thi","author":"kcexn","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49134323"},{"id":"acf09a6e-3285-4775-8eb9-20232d4e2677","source":"hackernews","source_id":"49161997","content_type":"comment","title":null,"body_preview":"Any computable problem will eventually fall to computers.\nLLMs have made math proofs more computable, in the sense that a computer can both generate potential solutions and check the validity of its s","author":"plaidfuji","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","strong_opinions","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49161997"},{"id":"1851ab44-c343-43fe-9faa-719a16045775","source":"hackernews","source_id":"49133334","content_type":"comment","title":null,"body_preview":"Pretty cool. The impact of AI is getting undeniable, there aren’t many positions left to move the goalposts to at this stage, next they’ll have to be outside the stadium entirely.\nThe sooner people ca","author":"Chance-Device","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12790530975806708,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49133334"},{"id":"f39fd0d3-e2ce-4cf2-99e0-5c0278f2a53e","source":"hackernews","source_id":"49160757","content_type":"comment","title":null,"body_preview":"People argue whether we are at y-5, y, or y+5, meanwhile we seem to be on a y=2^x exponential that keeps delivering more and more impressive results.\nThe most interesting question to me is what will b","author":"sothatsit","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.34114052384459703,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160757"},{"id":"4dd324fe-da78-4534-84a0-24b261faa752","source":"hackernews","source_id":"49133172","content_type":"comment","title":null,"body_preview":"Replace philosophers for mathematicians and Douglas Adams was spot on again.\nWhilst current models can't 'intuit' and come up with conjectures, they can certainly disprove some of them very quickly th","author":"DrBazza","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49133172"},{"id":"e35c926f-fa4e-47b7-a33e-03c094d4c481","source":"hackernews","source_id":"49170128","content_type":"comment","title":null,"body_preview":"Regarding computers and time, I always liked that in AmigaDOS, you could specify custom relative times.\nIt would natively display \"Future\" if the file timestamp was ahead of the system clock, but you ","author":"reaperducer","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170128"},{"id":"0ed44c44-2bf1-4e5b-9b72-47007d249013","source":"hackernews","source_id":"49170844","content_type":"comment","title":null,"body_preview":"Is the stack trace in the Ruby transcript invisible for anyone else? It seems to show up as white text on a white background.","author":"JoshTriplett","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170844"},{"id":"3c0ba51b-73d0-4817-b2a8-5dd18ea1ef28","source":"hackernews","source_id":"49170417","content_type":"comment","title":null,"body_preview":"Are we really supposed to trace this given how ancient it is? If we really want to do far we would eventually reach ancient Chinese emperor era names that even confuse historians","author":"charlieyu1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","natural_digressions"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170417"},{"id":"e1a82d1a-6b47-4b59-8d02-805ba14677d9","source":"hackernews","source_id":"49176040","content_type":"comment","title":null,"body_preview":"One of my favorite fun facts to share on icebreakers and such is that even though Russia switched to the Gregorian calendar in 1918, the Christmas day in Russia is still 1/7, because Russian Orthodox ","author":"ventana","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.10426197714626997,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176040"},{"id":"d67b4ad9-0abd-4564-99f5-3e447f3466e5","source":"hackernews","source_id":"49170388","content_type":"comment","title":null,"body_preview":"Dates really are a headache.\nIn our Dip (in house db) client library, we built what we called a policy that auto selects partitions based on every crud operations. The policies can be specified once f","author":"elendilm","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170388"},{"id":"b7541ef4-ff33-4325-ba6c-9e72e63f8294","source":"hackernews","source_id":"49169573","content_type":"comment","title":null,"body_preview":"I tried to create a date object in Swift from the date October 5, 1582. The resultant date object was October 15th 1582.","author":"laveur","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169573"},{"id":"754dd3c4-3f0d-4c1a-bbff-77a4f1874d27","source":"hackernews","source_id":"49169853","content_type":"comment","title":null,"body_preview":"I wonder how many libraries correctly handles the date 1712-02-30 in the Swedish calendar (according to Wikipedia the only official 30th of February in history)?\nhttps://en.wikipedia.org/wiki/List_of_","author":"1313ed01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169853"},{"id":"880c98b3-bf6a-4068-bcab-87bf389b0a37","source":"hackernews","source_id":"49171267","content_type":"comment","title":null,"body_preview":"... And then there was Sweden.\nInstead of flipping the switch in the 1500s... or 1700s... they instead did a slow roll out until they finally flipped the switch and did a big leap.\nhttps://www.america","author":"shagie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171267"},{"id":"9d898334-19f6-4429-ac7b-b32719fd391e","source":"hackernews","source_id":"49171182","content_type":"comment","title":null,"body_preview":"So, the Proleptic Gregorian Calendar[1] refers to what you'd get if you extended the current Gregorian Calendar back in time before its introduction. (It agrees with the Julian calendar only during th","author":"throwawayk7h","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","absence_of_ai_indicators"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171182"},{"id":"70ee2ba0-49b6-447e-a3ab-4832435bd79c","source":"hackernews","source_id":"49171488","content_type":"comment","title":null,"body_preview":"Using the proleptic Gregorian calendar for historical dates is only  a problem if you want to compute the day of the week (which those missing days will throw off prior to the adoption of the Gregoria","author":"wduquette","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171488"},{"id":"e3327a6a-ac69-4f78-8a24-26c5b77a3555","source":"hackernews","source_id":"49199440","content_type":"comment","title":null,"body_preview":"Every year there is an hour that doesn't exist, when the clocks spring forward from standard time to daylight savings time.\nWe also go through the same hour twice when the clocks go back going back to","author":"ewgoforth","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199440"},{"id":"9eb51111-8e61-4569-8416-222fc1d3ab6c","source":"hackernews","source_id":"49171026","content_type":"comment","title":null,"body_preview":"There seems to be disagreement about the year. Two systems I checked assume 1752, not 1582.\n(OpenBSD)\n  $ man cal\n  [...]\n  The Gregorian Reformation is assumed to have occurred in\n  1752 after the 2n","author":"SoftTalker","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","niche_expertise","platform_fluency","natural_correction","absence_of_hedging"],"bot_score":0.14170643664225846,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171026"},{"id":"e8618951-9f2a-44e0-8ab4-2eb236874608","source":"hackernews","source_id":"49170774","content_type":"comment","title":null,"body_preview":"This is clearly the wrong way to think about it. Dates forward and backward from this flag date exist in both calendars and it's straightforward to convert between them.\nSuch a flag day didn't involve","author":"russdill","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170774"},{"id":"faee4982-aa38-48cd-999a-e8ebcce2d420","source":"hackernews","source_id":"49172666","content_type":"comment","title":null,"body_preview":"This whole story is built on one wrong assumption: that there are some clear rules defining calendar shifts. As the author discovers at the end this history differs in different countries, and what da","author":"broken-kebab","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","over_qualification","missing_platform_voice"],"bot_score":0.11383738592893122,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172666"},{"id":"d4d0824d-34fa-4c0e-b202-8c2c1f04e320","source":"hackernews","source_id":"49170072","content_type":"comment","title":null,"body_preview":"> The Eastern Orthodox church even continued well after that, only switching to the Gregorian calendar in 1929.\nTechnically, they switched to the Revised Julian[0] calendar, not the Gregorian. Also, i","author":"jaculabilis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170072"},{"id":"90c6e75f-5b38-41ee-be83-9f5187a4e7b7","source":"hackernews","source_id":"49171157","content_type":"comment","title":null,"body_preview":"This is an interesting detail to learn about history. However, like the article mentions near the end, the Gregorian calendar was adopted at different times in different countries. The Anglican Church","author":"maxlybbert","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171157"},{"id":"00bc6a4c-59a4-4f39-b9c6-d60b2e6d8f06","source":"hackernews","source_id":"49170156","content_type":"comment","title":null,"body_preview":"The article is a bit old. It should have noted a new development in calendar technology if it was written half a year later.\n> In A.D. 1582 Pope Gregory XIII found that the existing Julian calendar\nin","author":"pibaker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170156"},{"id":"93f0fde5-0f11-4e4f-be4f-21af268d49c8","source":"hackernews","source_id":"49170735","content_type":"comment","title":null,"body_preview":"It’s funny to see this on HN. I wrote this 11 years ago as an undergraduate.\nThe afternotes at the end of the post are worth reading; people have sent me various qualifications and corrections over th","author":"woodruffw","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170735"},{"id":"4e44a751-b723-435a-864f-6b37e5a904a8","source":"hackernews","source_id":"49171624","content_type":"comment","title":null,"body_preview":"> In essence, then, those ten days in 1582 never happened and simply do not exist within the Gregorian calendar system used almost universally in the West today.\nI find these things so much easier to ","author":"deathanatos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171624"},{"id":"8fccdd70-0e28-440b-af37-1a6600d57d94","source":"hackernews","source_id":"49171153","content_type":"comment","title":null,"body_preview":"I'm the author of the Perl DateTime library. It works correctly as _documented_. Here's the first two paragraphs of the docs:\n> DateTime is a class for the representation of date/time combinations, an","author":"autarch","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","genuine_specificity","strong_opinions","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171153"},{"id":"b10598a2-3538-42d6-b586-fea259fe56b5","source":"hackernews","source_id":"49181590","content_type":"comment","title":null,"body_preview":"The debate over proof objects versus proof types seems particularly ivory-tower, since it's all just data being processed by a computer. You invent this distinction between two kinds of things - \"obje","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181590"},{"id":"6d5a6c0d-cdb7-4ecd-81bd-5e63cd552e41","source":"hackernews","source_id":"49179159","content_type":"comment","title":null,"body_preview":"Previous related discussion:  https://news.ycombinator.com/item?id=49137060","author":"monocasa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179159"},{"id":"42c253b9-742d-4c6a-8616-e906a8e8baa9","source":"hackernews","source_id":"49181461","content_type":"comment","title":null,"body_preview":"Intriguingly, Metamath handles recursive definitions by factoring out the recursion into a single higher-order function:\nhttps://us.metamath.org/mpeuni/df-rdg.html\nEssentially, it's just doing a lazy ","author":"xelxebar","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","semantic_specificity"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181461"},{"id":"5d293118-abc1-4579-95e0-28a1968a9ea3","source":"hackernews","source_id":"49201337","content_type":"comment","title":null,"body_preview":"The bigger the kernel gets, the more stuff you gotta hope is bug-free.\nI'd rather keep it small and deal with the extra work somewhere else.","author":"cryptolobster","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201337"},{"id":"9d266b07-133e-416b-8d81-7df66335009c","source":"hackernews","source_id":"49181711","content_type":"comment","title":null,"body_preview":"We have to remember that OpenAI wanted us to believe that an adversarial AI hacked Huggingface because it was \"too ambitious\".\nThen an AI found a proof of False, hidden in the \"proof\" of the Collatz c","author":"f12a8h","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181711"},{"id":"0829ef8c-3047-41c5-b47e-d757e9a77677","source":"hackernews","source_id":"49179040","content_type":"comment","title":null,"body_preview":"Here is the postmortem of the lean bug: https://leodemoura.github.io/blog/2026-8-1-postmortem-for-ke...","author":"red_trumpet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179040"},{"id":"4a38e752-852e-4216-9ed4-ce8dd6d6c8dc","source":"hackernews","source_id":"49178952","content_type":"comment","title":null,"body_preview":"Proof assistant kernel, not operating system kernel - in case, like me, you clicked in hoping to debate the merits of microkernels vs monolithic:) Although I suppose there is a significant analogy, si","author":"yjftsjthsd-h","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178952"},{"id":"a1e937a4-f151-4c7c-81c4-2110cdb47bcd","source":"hackernews","source_id":"49176114","content_type":"comment","title":null,"body_preview":"Here's the report this story is about: https://www.interpol.int/Media/Documents/Publications/Cyberc... (PDF)\nPage 24 is where the AI stuff starts being described in detail.","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176114"},{"id":"b28f783d-e265-40f9-8e7b-21425c9e7aa3","source":"hackernews","source_id":"49176242","content_type":"comment","title":null,"body_preview":"Crypto and now AI, every new tech we make these days it seems the main utility is just to enable criminals","author":"bad_haircut72","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176242"},{"id":"6c2783b5-43bf-4756-a89a-89a90cbde8f2","source":"hackernews","source_id":"49176610","content_type":"comment","title":null,"body_preview":"It's great to know that AI can be used for scams. Meanwhile, here I am paying for AI, and it accusing me of being either a pedophile or child abuser by asking it to change an image of my six-year-old ","author":"IncreasePosts","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176610"},{"id":"9a81c715-817a-46e9-921f-fc84227badf8","source":"hackernews","source_id":"49180385","content_type":"comment","title":null,"body_preview":"Are you saying that the email I got yesterday, was not from the next King of Nigeria asking for a joint business operation in it?","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","dry_humor","platform_fluency"],"bot_score":0.14203380184839992,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180385"},{"id":"51f77a47-b1d0-4e43-8f68-56352c5291ee","source":"hackernews","source_id":"49176676","content_type":"comment","title":null,"body_preview":"Why not use AI to detect and avoid scams?\nAs if people weren't scamming before AI, with the billions of dollars seized from the Chinese scam dungeons in Cambodia [0] where they had kidnapped people an","author":"Razengan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176676"},{"id":"3adb8240-222f-4dd4-a2b2-2779eea74e26","source":"hackernews","source_id":"49176544","content_type":"comment","title":null,"body_preview":"Criminals are bad, evil, jail etc etc. I agree.\nBut while the core problem that creates this environment is not solved, nothing will fix it. Not even if you bomb the hell out of it.\nEthics, morals and","author":"motbus3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15833333333333333,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176544"},{"id":"3114169c-80af-45df-a845-d28593bcccf8","source":"hackernews","source_id":"49176257","content_type":"comment","title":null,"body_preview":"So not only AI is consuming more energy than than the entire bitcoin network is [0], it is also accounts for more than half of cybercrimes and digital scams in Africa.\nI don't think you can even dispu","author":"rvz","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","false_specificity","absence_of_personality"],"bot_score":0.11815100083239535,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176257"},{"id":"f2ffacd1-6358-4fdf-8de4-6ef64c01c78a","source":"hackernews","source_id":"49177237","content_type":"comment","title":null,"body_preview":"Got a scam call yesterday morning. An American-ish accent, but quite rusty, I suspected they were using an AI voice changer.\nThey said \"Am I speaking to <my full name>?\". I did not answer that and ins","author":"aussieguy1234","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177237"},{"id":"f4f64415-bd72-45ab-93db-c72ba184621e","source":"hackernews","source_id":"49176185","content_type":"comment","title":null,"body_preview":"The main fuel is the internet \n, followed by mobile phones and social media.\nAI definitely makes the scams more believable, a Nigerian Prince can now easily forge documents.\nBut at the same time AI is","author":"merelydev","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176185"},{"id":"db9b2399-d685-4332-8d71-f67edfe6f093","source":"hackernews","source_id":"49177449","content_type":"comment","title":null,"body_preview":"Cybercrime is helped by the massive amount of static identifiers big tech and the internet uses and their refusal to shift away from them.\nPrivacy focused solutions prevent the leaks which enable many","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13921985557926986,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177449"},{"id":"906338ef-c5e7-462d-8c62-5bcbcda3eb67","source":"hackernews","source_id":"49176604","content_type":"comment","title":null,"body_preview":"Having run a small social media SaaS for a while, the amount of AI bots (and I say AI bots because the comments and direct messages sent by them definitely read like AI), was staggering.\nI'm thankful ","author":"navs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176604"},{"id":"33024986-99c1-498f-91f5-d2de89939ac9","source":"hackernews","source_id":"49175990","content_type":"comment","title":null,"body_preview":"Coincidentally it’s also the biggest scam in the west. Wait till the IPO and the inevitable 80% stock drop of OpenAI ….","author":"usernametaken29","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_indicators"],"bot_score":0.12385722620238039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175990"},{"id":"0b3b1929-9958-4075-aa39-9d82fe4b3dff","source":"hackernews","source_id":"49176451","content_type":"comment","title":null,"body_preview":"Here's an amazing study from Microsoft which I recall from back in the day (PDF):\nhttps://www.microsoft.com/en-us/research/wp-content/uploads/...\nEdit: Recalled -> Recall","author":"karim79","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176451"},{"id":"f248e6f5-c6f9-4493-8204-41a21016242e","source":"hackernews","source_id":"49175967","content_type":"comment","title":null,"body_preview":"I'm surprised it's only half\nThere's a joke about certain princes here but I just feel bad for the people getting scammed since I know firsthand how realistic these things can seem","author":"restlessforge","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175967"},{"id":"d9098ed7-e311-45a4-a943-94e1c1bb47bf","source":"hackernews","source_id":"49177094","content_type":"comment","title":null,"body_preview":"While he was still living on his own, my grandfather struggled with people sending him scam letters in the mail. He sent a meaningful amount of money to obvious scams despite being a shrewd businessma","author":"cheriot","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177094"},{"id":"4a0ff7b2-983a-4189-bfcc-88383103b25e","source":"hackernews","source_id":"49178872","content_type":"comment","title":null,"body_preview":"African scammers used to be small scale or lone wolf type of operations. You had scammers like Hushpuppi etc who become celebrities John Gotti style. \nNow the Chinese have taken over , they are moving","author":"madradavid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178872"},{"id":"50fb8b12-657a-4b3d-bf25-bb5a9b346263","source":"hackernews","source_id":"49159926","content_type":"comment","title":null,"body_preview":"> The quintessential example of this is Broadway, where the cost of living in New York City increases, leading wages to rise, but there remains a fixed set of theaters for Broadway shows to be staged,","author":"toast0","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159926"},{"id":"586b6881-78a9-4eb3-9539-fa616dc1afad","source":"hackernews","source_id":"49162545","content_type":"comment","title":null,"body_preview":"\"The end result is a peculiar version of Hollywood: a place increasingly devoid of physical production, populated instead by executives, AI art, and unpaid interns drag-racing golf carts through empty","author":"rossdavidh","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162545"},{"id":"d7c7bdb7-0989-4d94-b285-4c05efb16da3","source":"hackernews","source_id":"49163152","content_type":"comment","title":null,"body_preview":"A good question to ask is why did Hollywood, as a centralized thing, ever exist in the first place?\nCameras and equipment was expensive and not terribly mobile. Having a few studios and lots with the ","author":"llm_nerd","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","natural_digressions","platform_fluency","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163152"},{"id":"d8f1ba0b-8c60-4b0b-b91d-31e5e538f85d","source":"hackernews","source_id":"49156805","content_type":"comment","title":null,"body_preview":"I worked in Los Angeles doing animation and VFX software for 33 years, and left 5 years ago as the cost of living there made no sense, and my prospects for work became nomadic global chasing of work n","author":"bsenftner","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.1969842691729863,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49156805"},{"id":"71025aa5-b1af-46f4-96b1-cbcb498873b1","source":"hackernews","source_id":"49158434","content_type":"comment","title":null,"body_preview":"My take on the problems including cost sickness:\n1) Supply/demand. There's actually a shortage of quality movies relative to what the market will bear, one need only look at the occasional breakout hi","author":"Papazsazsa","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158434"},{"id":"67c17eff-ca8e-4333-bc02-2e7d5c32fa97","source":"hackernews","source_id":"49160611","content_type":"comment","title":null,"body_preview":"Something interesting to note, is that while \"Hollywood\" is fast losing its status as the nexus of the traditional film / tv industries, LA in the broader sense is already very well established as the","author":"rfwhyte","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160611"},{"id":"4f9e5134-fb84-4ad5-a06d-260113bfb5d9","source":"hackernews","source_id":"49158529","content_type":"comment","title":null,"body_preview":"To be fair: the quality of movies produced by Hollywood has gone rapidly downhill already in the 1990s. You only need to compare the movies Quentin Tarantino makes; now personally I think Pulp Fiction","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","personal_experience_and_subjectivity","template_phrases"],"bot_score":0.14203380184839992,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158529"},{"id":"827b4b06-f3e3-49b4-ad8e-f1761038b80b","source":"hackernews","source_id":"49091896","content_type":"comment","title":null,"body_preview":">For studio executives, it means making do with smaller crews, outsourcing production overseas, and, eventually, using AI to replace some human labor.\nAh so this might be how \"shorter  working hours\" ","author":"oliculipolicula","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","original_commentary_around_quotes"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49091896"},{"id":"1b8da546-fa8d-4e94-b84c-08d082cada11","source":"hackernews","source_id":"49158832","content_type":"comment","title":null,"body_preview":"Video game industry analysts are predicting the same is going to happen to their (my) industry. Contract out more and more work to SEA/China/Poland et.al. It's extra painful because games are relative","author":"YesBox","classification":"human_created","confidence":0.7,"indicators":["personal_anecdote","platform_fluency","semantic_specificity"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158832"},{"id":"a1428d43-4f59-445c-8157-7783a9bb37bd","source":"hackernews","source_id":"49156748","content_type":"comment","title":null,"body_preview":"> For a major blockbuster, tax incentives equate to tens of millions of dollars, freeing up money for name-brand actors, elaborate set pieces, and unremarkable CGI effects.\nLove the dig at the end.","author":"vrosas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49156748"},{"id":"11a4495c-6efb-4143-a537-ebf9667b73e8","source":"hackernews","source_id":"49157804","content_type":"comment","title":null,"body_preview":"When corporations grow to a certain size, they become banks.\nThe same thing kind of happens to industries when they get dominated by a few large players. The large players are banks. The core of the i","author":"api","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157804"},{"id":"478b3749-d4cd-4ad2-b1d9-c645b667553a","source":"hackernews","source_id":"49160403","content_type":"comment","title":null,"body_preview":"With a very few exceptions, I don’t watch anything made past 2016. Not sure what happened in Hollywood then, but it’s just seems that they are constantly making some sort of public service messages th","author":"g42gregory","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","personal_preference","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160403"},{"id":"080eb41e-d48f-460f-943f-8b170567a4ef","source":"hackernews","source_id":"49157312","content_type":"comment","title":null,"body_preview":"I absolutely don’t want to imply there’s any one reason that he led us to where we are. This comment isn’t to try to undercut or malign some great data and investigation. But an article on this topic ","author":"DoneWithAllThat","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157312"},{"id":"6018ffba-f629-48f0-a8ca-fffadf01098d","source":"hackernews","source_id":"49157617","content_type":"comment","title":null,"body_preview":"The cost of housing is probably the #1 reason and, in my opinion, California’s biggest problem.\nCalifornia as a whole is still doing pretty well but high housing cost is slowly pulling out the rug fro","author":"harrall","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","balanced_perspective_natural"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157617"},{"id":"5e609677-3eaa-470c-a8bf-3607975a90ac","source":"hackernews","source_id":"49156854","content_type":"comment","title":null,"body_preview":">\"If this has all drifted into bummertown, it’s because many of Hollywood’s problems can be traced back to a single economic theory of everything: the rent is too damn high. From there, everything els","author":"ramesh31","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49156854"},{"id":"e4c4a2d4-4447-4dc4-b81f-88ee3a2654b6","source":"hackernews","source_id":"49157710","content_type":"comment","title":null,"body_preview":"An interesting read but also feels like the rearranging of the deckchairs on the Titanic given the forthcoming disruption from generative AI in this industry.\nI spent some time last month with a relat","author":"dotBen","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157710"},{"id":"bfb3dd9b-9c07-4c9b-8213-186e9e0f083c","source":"hackernews","source_id":"49157069","content_type":"comment","title":null,"body_preview":"The article repeatedly mentions how production moved to Atlanta due to tax incentives. Even that is a race to the bottom, as Disney moved production of Marvel movies out of Atlanta last year to the UK","author":"AlexB138","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157069"},{"id":"b831bfaa-dad9-4a9e-a979-f740baaef642","source":"hackernews","source_id":"49162236","content_type":"comment","title":null,"body_preview":"Tangential to this, I worked in Hollywood for a while. The studio I worked at had a gaggle of unpaid interns. There was a mix of normal kids and the sons/daughters of prominent Hollywood execs.\nI woul","author":"madrox","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency","natural_digressions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162236"},{"id":"d34a1734-e27d-42f4-bb8c-3a18c4fe2edf","source":"hackernews","source_id":"49157277","content_type":"comment","title":null,"body_preview":"Nothing new. When I was in college down in LA I lived in a very small town founded by stunt people. Probably 80% of the people there were in the stunt business. Every few months they were off to anoth","author":"datakan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","natural_digressions","platform_fluency"],"bot_score":0.1586911563574242,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157277"},{"id":"cb88a9cc-e17f-4f8c-aae2-06cbbc2849ac","source":"hackernews","source_id":"49168871","content_type":"comment","title":null,"body_preview":"Is their hardware programming interface reasonable for implementing inference of frontier models: no quantization, several tera params?\nBTW, how many many params open weight frontier models have? A fe","author":"sylware","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.1429346426307177,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168871"},{"id":"545c653e-3e41-4814-bb90-ade2d74ac0de","source":"hackernews","source_id":"49168154","content_type":"comment","title":null,"body_preview":"This is still quite a bit away from the performance that deepseek gets on their H800. In their DSpark paper they report a throughput of 15k tokens/s/gpu. The MI300 should be able to compete with the H","author":"xorfish","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168154"},{"id":"96df50ef-7264-4c3f-be4b-b8ca7ab03c6a","source":"hackernews","source_id":"49169347","content_type":"comment","title":null,"body_preview":"Another headline of “model runs on x”, which usually means “let’s list how much you give up to run on x”.\nDumbed down quantization?\nNo. Full intended inference weights preserved, so far so good.\nSlow ","author":"WhitneyLand","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12463731358277476,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169347"},{"id":"aa78f2d0-8328-4345-8552-2eccdd05de6d","source":"hackernews","source_id":"49169491","content_type":"comment","title":null,"body_preview":"nice! i think the higher HBM on Mi300x is really useful for this kind of thing\nwe did some work on this for 2xMi300x (kindly referenced in the readme) https://blog.doubleword.ai/deepseek-v4-flash-mi30","author":"fergusfinn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169491"},{"id":"32542168-e251-4afb-bb66-e0f7c13b5dac","source":"hackernews","source_id":"49168880","content_type":"comment","title":null,"body_preview":"Strange that in the prior art they didn't list DwarfStar, as it is able to run the same model (probably quantized differently though) in less memory. Maybe the author isn't aware of it?","author":"GTP","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15805501139937023,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168880"},{"id":"44558d4e-a1ff-4cbe-bb0c-75c0d24a1097","source":"hackernews","source_id":"49168702","content_type":"comment","title":null,"body_preview":"Unfortunately, the MI300X is an OAM module. The MI350P is the one you want: It's a PCIe card, but it has less memory: 144GB.\nLuckily, DeepSeek V4 Flash will run in 144GB too because it's 256 MoE expor","author":"Tepix","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.1132243872643869,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168702"},{"id":"0f75ce84-200d-4b12-945d-63341d32b462","source":"hackernews","source_id":"49166734","content_type":"comment","title":null,"body_preview":"I don't think you can buy a single \"MI300X\" unit, right? Only the box with x8 of these at a cost of ~250K EUR.","author":"majke","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166734"},{"id":"6921dc48-9f5d-407a-bc65-ca231876eb63","source":"hackernews","source_id":"49179184","content_type":"comment","title":null,"body_preview":"Are all of you pi users paying Anthropic and OpenAI for API usage? Or can you combine pi with a subscription?\nSo far API usage is a lot more expensive than subscription and if you need better models t","author":"grewil2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179184"},{"id":"1c83f9b1-fdd4-41e9-ac7d-8f4eaf6fc348","source":"hackernews","source_id":"49180883","content_type":"comment","title":null,"body_preview":"Meta: this reads like a corporate article, info-selling a solution to enterprises. The style is a far cry from anything Mario or Armin usually write.\nFirst indication of business strategy around Pi's ","author":"senko","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180883"},{"id":"965bbbaf-53ca-4fdc-a845-5c26eb096b80","source":"hackernews","source_id":"49181253","content_type":"comment","title":null,"body_preview":"We are having a problem with namespace collisions. I really thought this was related to the Raspberry Pi (which is a very minimalist computer). Earlier today, I saw something about a Rio terminal and ","author":"rbanffy","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0.14546442766825618,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181253"},{"id":"5b7b5faf-0038-4c7c-815a-4d585d30de68","source":"hackernews","source_id":"49181728","content_type":"comment","title":null,"body_preview":"We’ve been building atop the .agents standard and have written some tools around this under the ai-outfitter org few interesting repos.\n- outfitter compose different agent profile w, eg skills, mcp, c","author":"ncrmro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","original_commentary","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181728"},{"id":"6ae1887c-e79c-42d1-92cf-eafcf1b59084","source":"hackernews","source_id":"49178765","content_type":"comment","title":null,"body_preview":"I think for indie hackers and people that build their own stack is great, but real scenario and people with money Enterprise likes the idea of batteries included.\nI found this one a little bit better ","author":"ironfootnz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178765"},{"id":"e50f5e7c-825d-4986-b688-fa0c718ec538","source":"hackernews","source_id":"49180308","content_type":"comment","title":null,"body_preview":"Philosophically, pi.dev is exactly what I'm looking for. Minimalist and explicit (YOLO by default, we know it can be trouble but we tell you so).\nAnyone here using the Rust rewrite of pi.dev as their ","author":"kriro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180308"},{"id":"40f6f188-bf49-468b-948c-d09dd1b4b951","source":"hackernews","source_id":"49179803","content_type":"comment","title":null,"body_preview":"They removed ~80% of Claude Code’s system prompt for Claude 5 models so the harness cost-per-task benchmark could be stale.","author":"carlsborg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179803"},{"id":"27bd821c-c8d1-4026-88eb-f73b9b501124","source":"hackernews","source_id":"49183660","content_type":"comment","title":null,"body_preview":"A fundamental limitation of third-party harnesses is that they can't see all the data. As earendil pointed out, providers are now moving to encrypted thinking blocks.\nAs an example, this could affect ","author":"jsw97","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183660"},{"id":"235b2df1-c6d0-4ef6-9de8-92904ca36628","source":"hackernews","source_id":"49181280","content_type":"comment","title":null,"body_preview":"Love pi. It's good to have a minimal agent, always welcome. Even if only to bootstrap install other agents. E.g. recently Hermes stopped installing under Termux (v0.19 - no, v0.18 - yes). Agent pi to ","author":"ljosifov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181280"},{"id":"1d01321d-2a85-4fb5-9b77-1f55b4d38827","source":"hackernews","source_id":"49182487","content_type":"comment","title":null,"body_preview":"I am starting to share the opinion in the article. I used to use Claude Code with strong open models, and sometimes pay for Opus.\nNow one of my main drivers is out of the box pi’s 4 built in tools, an","author":"mark_l_watson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","personal_experience","imperfect_expression"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182487"},{"id":"20378c14-b732-4316-b941-6a453b26ddae","source":"hackernews","source_id":"49177124","content_type":"comment","title":null,"body_preview":"I often find it reductive when people say \"just tell Pi to build you an extension\". Having used it as my one and only harness for a few months now, it's easy to get an extension, but hard to get a goo","author":"hakunin","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177124"},{"id":"f376c478-ae05-4fa9-b351-88a0d464ca47","source":"hackernews","source_id":"49177874","content_type":"comment","title":null,"body_preview":"Pi is really good. For people who want to build their own agent with even more minimal and extensible, the underlying agent harness is also worth looking:\nhttps://github.com/earendil-works/pi/tree/mai","author":"Yiling-J","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177874"},{"id":"8d427888-544d-4991-9edc-62ccf7404a56","source":"hackernews","source_id":"49177609","content_type":"comment","title":null,"body_preview":"Aside from the minimal system prompt, how does it handle context better than other agents? It still has to send the system prompt (which includes AGENTS.md and skill definitions) along with the full c","author":"swingboy","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.14513010265746615,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177609"},{"id":"5f2ff471-ae18-475d-ac4d-d93885d6a96a","source":"hackernews","source_id":"49179649","content_type":"comment","title":null,"body_preview":"Both Codex and Claude have trained their models to their harnesses.\nThere are some experimentations by Igor Warzocha to extract Codex shapes and put it in Pi: https://github.com/IgorWarzocha/howaboua-","author":"whazor","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179649"},{"id":"26245c47-013f-411e-914b-917057b87665","source":"hackernews","source_id":"49178235","content_type":"comment","title":null,"body_preview":"Pi does one thing that I love, developing a tool that has minimalism where it's easily configurable with good documentation. The leads to new use cases that the the author(s) would have never dreamed ","author":"astrobiased","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178235"},{"id":"57cb095e-9599-4f85-8f21-d6521bad1142","source":"hackernews","source_id":"49176827","content_type":"comment","title":null,"body_preview":"Having tried all the coding harnesses, I find that using Pi is exactly like using Emacs. For anything you want to build you can ask your agent and it will build it. There's tons of existing code to he","author":"malisper","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176827"},{"id":"c2921f33-a2f7-42a5-bda0-e04e35347814","source":"hackernews","source_id":"49180380","content_type":"comment","title":null,"body_preview":"I’m going to go against the grain and say that Pi is a little too minimal by default. The emacs comparison is interesting, but default Pi is like emacs that can load files but you’ve got to extend it ","author":"mft_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.10062364331576944,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180380"},{"id":"63e22dea-c645-4537-abd1-a79b8bb572f2","source":"hackernews","source_id":"49177031","content_type":"comment","title":null,"body_preview":"I've had a lot of success running Pi on my server in headless mode and wrapping it in an XMPP client. This means I can talk to it wherever I can access XMPP (everywhere). It also mean agents can talk ","author":"pavo-etc","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177031"},{"id":"79916870-da93-41ad-8a15-316fa137c595","source":"hackernews","source_id":"49180164","content_type":"comment","title":null,"body_preview":"Lots of praise for Pi in this thread, so I'll offer up a diverging opinion. Given all the hype, I was a bit underwhelmed by Pi. It definitely has some good ideas around customization, but it annoyed m","author":"paldepind2","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180164"},{"id":"2e542add-73ef-4b5d-8469-36e8b8f4c638","source":"hackernews","source_id":"49190060","content_type":"comment","title":null,"body_preview":"Another article from that site:  \"Male students show more tolerance for political enemies than females show for their own allies\"\nI don't necessarily disbelieve it, but it made me laugh.","author":"kbelder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190060"},{"id":"fce25ec1-1f60-4c9b-bdb8-757662a68730","source":"hackernews","source_id":"49186176","content_type":"comment","title":null,"body_preview":"Surprised that FIRE criticized an actual incident of supressing free speech (vs vibes). Shocked that they criticized someone(s) in authority, with actual power.\nAha! Author is a guest columnist. I won","author":"specialist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186176"},{"id":"66354530-6e3c-4549-bf3d-54a385f90a69","source":"hackernews","source_id":"49177891","content_type":"comment","title":null,"body_preview":"Previously:\nhttps://news.ycombinator.com/item?id=49077725","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177891"},{"id":"9257c46e-8c91-4027-aec5-0a88f2f9f26a","source":"hackernews","source_id":"49178805","content_type":"comment","title":null,"body_preview":"Reminder that at every level of government your vote is less powerful than someone in some crappy flyover backwater Kansas.\nThey get more per Capita representation in the House, and electoral college.","author":"reddozen","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178805"},{"id":"93fb36eb-f6f9-4c0c-ba61-0c9512b1d1d8","source":"hackernews","source_id":"49177991","content_type":"comment","title":null,"body_preview":"The publicly elected can demand respect ... but that generally backfires.\nAs I recall, 'A Boy and His Dog' was set in Kansas. \"Lack Of Respect, Wrong Attitude, Failure To Obey Authority. The farm, imm","author":"8bitsrule","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177991"},{"id":"96eb3032-7ec7-4211-bfa2-41f3462434d7","source":"hackernews","source_id":"49174177","content_type":"comment","title":null,"body_preview":"The lack of consequences for misuse of power will doom us all in the end.","author":"Pfhortune","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174177"},{"id":"420b6f8c-53a0-4639-ad4a-50b912cd7ed4","source":"hackernews","source_id":"49191249","content_type":"comment","title":null,"body_preview":"The inference cost discussion is interesting but I think it misses the more consequential shift. The real change in unit economics isn't what it costs to run the model — it's that the marginal cost of","author":"Ozzie-D","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0.1210487168027358,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191249"},{"id":"78dc9b1b-a98d-4d9e-8fb8-77c20800e517","source":"hackernews","source_id":"49191931","content_type":"comment","title":null,"body_preview":"I strongly predict this article is mostly pointless very soon.\nMuch as people may not want to like it, \"software\" as a product to buy and sell, even as a subscription, is probably going away, and will","author":"jrm4","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191931"},{"id":"856d4087-d9c4-4847-a5c1-3e5f767c7c49","source":"hackernews","source_id":"49191172","content_type":"comment","title":null,"body_preview":"Customers expect more, so they'll pay more. It really isn't more complicated than that.","author":"phendrenad2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.12738773028492142,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191172"},{"id":"be9c6cf5-5673-4fee-af0b-494bdf220a7d","source":"hackernews","source_id":"49191164","content_type":"comment","title":null,"body_preview":"Wonder how much this cost the author to write, as it’s just AI slop…","author":"horticulturist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191164"},{"id":"689718e1-5d96-4e68-98bc-5f1efa96954b","source":"hackernews","source_id":"49191155","content_type":"comment","title":null,"body_preview":"\"Users began expecting something fundamentally different from software: not just tools that store and retrieve, but products that reason, generate, and respond.\"\nAbsolutely not. Customers want systems","author":"carlosjobim","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191155"},{"id":"31b3490a-99f8-442e-ac17-0897e101c80e","source":"hackernews","source_id":"49191103","content_type":"comment","title":null,"body_preview":"It depends on the solution. If AI is generating value, you can charge for the value.\nMost SaaS already works this way. M365 or Adobe Creative Cloud are great examples. They value it like a life insura","author":"Spooky23","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","niche_expertise"],"bot_score":0.056127812445913285,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191103"},{"id":"de3c19c1-cadc-4a26-8d7d-da2b35e2ee30","source":"hackernews","source_id":"49192573","content_type":"comment","title":null,"body_preview":"Fortunately, SaaS vendors have already conditioned users to accept usage limits within seat-based plans: “Upgrade to Pro for 50 GB of storage.”\nHow do we make subscribers become equally comfortable pa","author":"matchagaucho","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192573"},{"id":"27f3ce43-f616-4659-9f35-b30dc70a42d9","source":"hackernews","source_id":"49191379","content_type":"comment","title":null,"body_preview":"If I'm any kind of indicator of where Youtube users are headed, their AI chatbots in the video pages are going to kill their business model.\nThere are so many videos with hooks/teasers/'you won't beli","author":"mullingitover","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":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191379"},{"id":"76a3efb1-d6ea-48d9-915e-7cd06390e700","source":"hackernews","source_id":"49190850","content_type":"comment","title":null,"body_preview":"> Meeting that expectation means making LLM calls, and LLM calls cost money.\nOf course, and so does everything in the software world. The point is getting the cost so low that it’s basically free. The","author":"euazOn","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","false_specificity"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190850"},{"id":"71302301-31d1-4232-9aaf-61e3747289c2","source":"hackernews","source_id":"49191012","content_type":"comment","title":null,"body_preview":"This is one reason I've been trying to figure out tasks (and products based on those tasks) that can be pushed to the edge, either via small specialized models or small general purpose open models. I ","author":"SwellJoe","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","balanced_perspective"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191012"},{"id":"b8fe4eb5-d3d8-4a62-abaf-0e78d3a88b3b","source":"hackernews","source_id":"49193665","content_type":"comment","title":null,"body_preview":"There's an interesting bellwether in mobile games right now. There are two easy statistics to track when trying random free-to-start games: time to first ad (TTFA), time to paywall (TTP).\nMost LLM-usi","author":"WorldMaker","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193665"},{"id":"6dc59167-79ec-440d-8da2-f857d15c0ac2","source":"hackernews","source_id":"49192648","content_type":"comment","title":null,"body_preview":"> Build the product once, distribute it to a million users for roughly the same cost as distributing it to one. Every incremental customer flowed largely to the bottom line.\ncommon misconception about","author":"gofreddygo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192648"},{"id":"e6031a8a-d25a-4555-adef-a9aeb92f691f","source":"hackernews","source_id":"49197834","content_type":"comment","title":null,"body_preview":"The author misses one potential future of AI software where people use use their own subscriptions / API keys for their AI usage.\nIn this scenario the user would either sign into the platform via thei","author":"alun","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.2016525625938303,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197834"},{"id":"1995cbc1-6fe4-49c2-b3fb-701951e371da","source":"hackernews","source_id":"49191221","content_type":"comment","title":null,"body_preview":">Users began expecting something fundamentally different from software: not just tools that store and retrieve, but products that reason, generate, and respond.\nNot really.\n>Every inference call costs","author":"roncesvalles","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","technical_argument"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191221"},{"id":"65e2c8fa-0c33-4a76-b129-19a67fcfbff8","source":"hackernews","source_id":"49185362","content_type":"comment","title":null,"body_preview":"I think part of the new equation may also become; \"Why even pay for the SaaS in the first place if you can just forge the service exactly how you want it?\" The benefits of unlimited access to the tool","author":"smalltorch","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.09568958884422635,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185362"},{"id":"2955ec04-c0e8-4fbf-9995-9b4fd73237d1","source":"hackernews","source_id":"49190956","content_type":"comment","title":null,"body_preview":"I don't think it's at all certain this won't land back on the same unit economics as the old way. The cost of serving a user doesn't have to be free - it never has been - it just has to not be the dom","author":"zmmmmm","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.10481138556744075,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190956"},{"id":"1aafd8e4-02b8-4533-8729-4f6439d848ca","source":"hackernews","source_id":"49191097","content_type":"comment","title":null,"body_preview":"\"Inference\" is just software running. It has always cost money to run software, it's just that it is generally too cheap to matter. If a client makes a regular API call to your server, you pay for tha","author":"chr15m","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191097"},{"id":"af061b8d-76c5-4edc-b01b-bd39158c44ae","source":"hackernews","source_id":"49159744","content_type":"comment","title":null,"body_preview":"In the spirit of open source devtools & personalized software, check out my digital garden / monorepo I've been working on for 5years! For self-hosting NextJS on k8s & related infra like cnpg.\nhttps:/","author":"pete00074b98426","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159744"},{"id":"f134e032-1229-4fd6-bf0b-b7ee44f4bdc0","source":"hackernews","source_id":"49157322","content_type":"comment","title":null,"body_preview":"I think there is an argument to be made for how this benefits projects too, like if you want distribution then be as unencumbered as possible.\nI've been making a couple little utils like a Clock for A","author":"firasd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_indicators"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157322"},{"id":"6cd25d2c-5938-45fe-86cc-d1dbf181c137","source":"hackernews","source_id":"49159465","content_type":"comment","title":null,"body_preview":"A bit idealistic for the crowd here but has some good points.\nThe other day I wanted to build personal apps for my Kobo device. It has a single ~800Mhz core and 512 MB of RAM, probably eight times les","author":"thepoet","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","personal_experience","platform_fluency","imperfect_expression","niche_expertise","absence_of_ai_hedging"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159465"},{"id":"b86b8586-b054-4614-addb-60d6cdd278b1","source":"hackernews","source_id":"49158688","content_type":"comment","title":null,"body_preview":"exe dev is a VC-funded company reselling open source software.\nEveryone's making cash from your open source code except you.","author":"muragekibicho","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_replies","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158688"},{"id":"2cf7f223-c3b1-4345-802f-75539c6a0b63","source":"hackernews","source_id":"49160247","content_type":"comment","title":null,"body_preview":"> The result is that software that can be personalized doesn’t need a plugin system or a config file.\nYes, please make me rebuild my software to change an API endpoint or port number. It's a wonderful","author":"duped","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49160247"},{"id":"29c4d7aa-cc85-4175-af9b-276ba9dd6447","source":"hackernews","source_id":"49158218","content_type":"comment","title":null,"body_preview":"\"Five years ago, most software engineers I spoke to had no programs they had written for themselves.\"\nWhat happened five years ago? Before that everyone used tools they wrote themselves. I think the a","author":"intrasight","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_without_equivocation","platform_fluency","imperfect_expression","absence_of_synthetic_markers"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158218"},{"id":"674c1c11-bc78-4adc-99de-1c9ba7b6e8ef","source":"hackernews","source_id":"49157210","content_type":"comment","title":null,"body_preview":"Like everything else, modifying code of open-source tools has its cons and pros. The biggest advantage is of course an ability to customize the tool exactly to your needs. The problem is that it makes","author":"toplinesoftsys","classification":"ai_generated","confidence":0.9,"indicators":["hedge_stacking","suspiciously_balanced","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice","absence_of_personality"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157210"},{"id":"af758ed6-9ac1-4924-8d83-956b388ba9b3","source":"hackernews","source_id":"49166396","content_type":"comment","title":null,"body_preview":"Years ago, we were revamping a mission-critical project with more than a 1000 database tables to a backend of .net and EF. Our rewrite was much cleaner, but still had 450 tables. We started noticing t","author":"aljgz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","niche_expertise","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166396"},{"id":"4ec49575-e4c8-4cc6-ad2c-a9a98dbf9240","source":"hackernews","source_id":"49156664","content_type":"comment","title":null,"body_preview":"I disagree. As if a tool is customized via agents and something goes wrong, it should be the users issue to fix it. Say I want to customize a bank app (or sca tool) to use a nickname instead of my nam","author":"doc_ick","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49156664"},{"id":"d7df8aa0-6202-4285-be2f-8efbdc982b26","source":"hackernews","source_id":"49162664","content_type":"comment","title":null,"body_preview":"I liked your article on its merits but this:\n> Both the upfront fixed costs and the ongoing costs of personalizing software have disappeared.\nIs just wishful thinking, at best. We can say your own qui","author":"usernametaken29","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12385722620238039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162664"},{"id":"ff30165f-bf6a-4816-9556-c732c7c5c418","source":"hackernews","source_id":"49157514","content_type":"comment","title":null,"body_preview":"I'm not against open source. However, if I were to guess, I think less than 1% of people actually review, let alone modify the open source projects they use. I don't really buy this argument.\nI think ","author":"knighthacker","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","human_indicator_present"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157514"},{"id":"94aeacf2-a158-45d5-959e-81baa9b9fc60","source":"hackernews","source_id":"49159408","content_type":"comment","title":null,"body_preview":"Separately, JetBrains's revenue grew 25%: https://www.jetbrains.com/lp/annualreport-2026/\nBut back to OP, for this prompt:\n> Set up a nightly cron job that executes the prompt: fetch upstream changes ","author":"shay_ker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159408"},{"id":"d0db0c04-65bb-4627-a9f2-830b61cf0d57","source":"hackernews","source_id":"49159920","content_type":"comment","title":null,"body_preview":"I used to be much more of an open source fundamentalist than I am now. For me, it's more about trust than source availability. There are closed source projects that I have high trust in, and there are","author":"fasterik","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.21602853165930225,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159920"},{"id":"90a21c1d-684e-4bed-aa41-36eb0132d508","source":"hackernews","source_id":"49157595","content_type":"comment","title":null,"body_preview":"Some time ago, there was a comment https://news.ycombinator.com/item?id=48849015\nI deeply disagree with the light vs dark framing. I think the real tension between \"hacker languages\" and \"blub languag","author":"js8","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinion","niche_expertise","natural_digression","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157595"},{"id":"4c88ac82-65af-4bdf-83a1-620a8cb00f50","source":"hackernews","source_id":"49159477","content_type":"comment","title":null,"body_preview":"I've worked at a DevTools company and been the CEO of one too.  Here's my thoughts:\nI agree that they need to be open source.  But that makes it really hard to make a successful business.  Sure, there","author":"jedberg","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.10732533048080391,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49159477"},{"id":"b2158b9d-5b04-4856-89f8-1a26687de72c","source":"hackernews","source_id":"49158172","content_type":"comment","title":null,"body_preview":"As a maintainer of a devtool which has strived to make itself easily forkable and modifiable, I can see the allure of this line of thinking but I think it's sadly too idealistic.\nEngineers using devto","author":"lalitmaganti","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49158172"},{"id":"0bcb9e3e-a83a-4338-b987-4336ede9ba33","source":"hackernews","source_id":"49164816","content_type":"comment","title":null,"body_preview":"\"We need the source code.\" No, you want the source code. You want software someone else put their time, effort, and judgement into to be available for you to do whatever you'd like with it without any","author":"quintu5","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":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164816"},{"id":"3a6a1dbb-d1a5-4fb8-85e8-2d0481e64335","source":"hackernews","source_id":"49157016","content_type":"comment","title":null,"body_preview":"> Set up a nightly cron job that executes the prompt: fetch upstream changes to the <software> and rebase all local changes on top of upstream. Check that the software works as intended and replace th","author":"theamk","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","platform_fluency","imperfect_expression"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49157016"},{"id":"c8645849-31cb-4141-a2cd-64a7f7f4c55e","source":"hackernews","source_id":"49156731","content_type":"comment","title":null,"body_preview":"I agree that devtools should be open source, but...  I very much disagree with the premise that no tools should have config files, options, or plugin systems, and instead when you want to change somet","author":"kelnos","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49156731"},{"id":"4d14c4b7-4a2a-4c80-b6dc-b6928b3d5d03","source":"hackernews","source_id":"49156719","content_type":"comment","title":null,"body_preview":"One of the arguments for open source software for end-users has always been the freedom to examine and modify how that software works.\nThe reality for most people - even expert programmers - has been ","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49156719"},{"id":"42786839-85e9-4ceb-b0b1-604bd8e1334d","source":"hackernews","source_id":"49194663","content_type":"comment","title":null,"body_preview":"A bit buried at the bottom of the page is the extended availability of Genera for non-commercial use: https://hachyderm.io/@gmpalter/117044268951603975","author":"v9v","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194663"},{"id":"5118f009-723e-43bf-b279-778921512b80","source":"hackernews","source_id":"49187631","content_type":"comment","title":null,"body_preview":"Earlier discussion\nhttps://news.ycombinator.com/item?id=15373068\nhttps://news.ycombinator.com/item?id=36039366","author":"soupspaces","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187631"},{"id":"3cfc54cf-e95b-478c-a4e7-0d97b25301e7","source":"hackernews","source_id":"49201550","content_type":"comment","title":null,"body_preview":"Signed integer addition is only associative when overflow is defined to wrap around like unsigned arithmetic. This condition is matched here, because only debug builds panic on overflow. However, it's","author":"GeertB","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201550"},{"id":"03cac007-4948-4db0-843b-f436b70ae8df","source":"hackernews","source_id":"49190145","content_type":"comment","title":null,"body_preview":"Non-specific terms are a pet peeve of mine in accusations.\nIs this new term broader than the old term of CP or is it the same? Why did we even switch?","author":"randyrand","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190145"},{"id":"69e19e23-184f-4a8f-b821-2995f25bc738","source":"hackernews","source_id":"49190091","content_type":"comment","title":null,"body_preview":"We were better off with landlines and local journalism.","author":"cdrnsf","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.15191325597910915,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190091"},{"id":"2d354a23-5e7a-4f7a-931e-de499b06d4a7","source":"hackernews","source_id":"49195611","content_type":"comment","title":null,"body_preview":"Good example why not to post your children faces online","author":"blks","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195611"},{"id":"10ec6b1f-65d0-421a-84cf-4452941a402c","source":"hackernews","source_id":"49189145","content_type":"comment","title":null,"body_preview":"Weird how they never thought to require ID verification for advertisers hmmm","author":"xgulfie","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189145"},{"id":"5ed76e84-f295-4438-877b-b9a5f2204af9","source":"hackernews","source_id":"49190854","content_type":"comment","title":null,"body_preview":"If stuff like this shows up in GAI I wonder what that means for how common such material is in the wild. Frightening.","author":"xhevahir","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190854"},{"id":"3089b261-9822-4c12-b41a-fb38fa2602f7","source":"hackernews","source_id":"49188769","content_type":"comment","title":null,"body_preview":"I'd be interested to know if the same amount of leniency shown here would be applied if we were talking about ads depicting violence against elected politicians.","author":"lp4v4n","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188769"},{"id":"2db936f8-ebc6-4e77-ba5a-aefa325aedbe","source":"hackernews","source_id":"49189032","content_type":"comment","title":null,"body_preview":"Somewhat related: open YouTube in an incognito window.\nSearch something rather innocuous like \"news\". Click the first thing then go back to the main page. You have to watch through the ad.\nThe amount ","author":"godwinson__4-8","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189032"},{"id":"18bbc302-0b78-4115-a341-746b9618b76c","source":"hackernews","source_id":"49189756","content_type":"comment","title":null,"body_preview":"Even if they are caught and it’s illegal, as long as the fine for it is less than the roi of running them the companies will not stop.","author":"yalogin","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.22689702626200084,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189756"},{"id":"a5cb6422-1d4a-4ddd-8522-9e488a6b8276","source":"hackernews","source_id":"49189448","content_type":"comment","title":null,"body_preview":"Meta will do whatever it can to run any and all ads.\nMeta knowingly runs scam ads, they just charge more to run them: https://www.reuters.com/legal/litigation/consumer-watchdog-g...\n> Reuters also rep","author":"shitloadofbooks","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189448"},{"id":"d638b96d-ec0c-4547-a7fb-f123f1242c33","source":"hackernews","source_id":"49188806","content_type":"comment","title":null,"body_preview":"So that's why they are lobbying for age verification, i.e ID verification?","author":"type0","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188806"},{"id":"b1bb6b35-ea9d-4dc2-9570-85dc26354047","source":"hackernews","source_id":"49192029","content_type":"comment","title":null,"body_preview":"Personally I find these kinds of things fascinating. Partially for the practical problem it represents and it's facets but also the one sided backlash of it all.  Moderation is an interesting conglome","author":"ticulatedspline","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","false_specificity","missing_platform_voice","human_indicators_absent"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192029"},{"id":"40f64f6e-a499-41e5-88c9-d066c319e59b","source":"hackernews","source_id":"49189094","content_type":"comment","title":null,"body_preview":"I'm starting to wonder if any of this is better than local newspapers, where there's an editor with oversight over all content...","author":"froobius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189094"},{"id":"43b2acef-2c68-4528-b4fc-f9b8a7b3dd48","source":"hackernews","source_id":"49190064","content_type":"comment","title":null,"body_preview":"Meta is still running ads that suggest violence against politicians, when reported they say it does not contravene their policies.","author":"callamdelaney","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190064"},{"id":"eb09eee2-e547-4780-b2f1-ca9531e80b4b","source":"hackernews","source_id":"49188975","content_type":"comment","title":null,"body_preview":"What's crazy is how long it takes to report something like this to a big company and actually have them take action on it. I remember 10 years ago I reported a Giphy ad for the same thing, and it took","author":"Kalanos","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188975"},{"id":"5f4cd873-4da9-43fb-8386-b1de96cf3d6c","source":"hackernews","source_id":"49190752","content_type":"comment","title":null,"body_preview":"Metas ads are all over the place. Thomas Kehl, one of the founders of \"Finanzfluss\" (a german site/content creation company about finance) is currently suing meta because scammers keep using his pictu","author":"thi2","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190752"},{"id":"2cb7dcdd-0abc-456d-aedc-5c95ad201ed9","source":"hackernews","source_id":"49189653","content_type":"comment","title":null,"body_preview":"Guys, it's fine.\nRelax.\nIt's only a crime if someone else does it or is not sufficiently wealthy, otherwise it's a mistake.","author":"onlyrealcuzzo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189653"},{"id":"77a67e54-10fc-4783-84c5-4082904ee0e8","source":"hackernews","source_id":"49188389","content_type":"comment","title":null,"body_preview":"All their fines are merely a cost of doing business, and they won't change their ways until the fines hurt.","author":"CrzyLngPwd","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188389"},{"id":"8c6f22e3-a7c0-431b-a887-a40225d6d349","source":"hackernews","source_id":"49189167","content_type":"comment","title":null,"body_preview":"I've noticed on YouTube I see a lot of adult sexual ads. Things like home cleaning ads that have an unmistakable wood-grain image of fellatio.  I've always wondered \"how are these getting past the mod","author":"craftkiller","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189167"},{"id":"45c7c444-6a1e-4685-9ff5-f249a729b46c","source":"hackernews","source_id":"49188494","content_type":"comment","title":null,"body_preview":"https://archive.ph/4LhoU\nI didn't realize the original was behind a paywall.","author":"malshe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.10882841741812199,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188494"},{"id":"a5ef7d91-42d5-4ebc-ab04-c78debe112de","source":"hackernews","source_id":"49178367","content_type":"comment","title":null,"body_preview":"This is actually true at my company. They expect employees to be 10× more productive now that we have AI.","author":"baobeta2907","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178367"},{"id":"4cd47c2f-46e3-4c6d-b2b6-46296d756a17","source":"hackernews","source_id":"49180324","content_type":"comment","title":null,"body_preview":">a “good” workday, engineers spent 18 percent of their time “coding” (not including bug fixing, testing, etc.)\nthat's such a weird metric, why exclude bug fixing and testing? depending on the phase of","author":"lentil_soup","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180324"},{"id":"a5332d21-e19e-4551-a135-d5ebd155147f","source":"hackernews","source_id":"49179019","content_type":"comment","title":null,"body_preview":"I think the paper would have been stronger if it acknowledged how quickly the underlying evidence is becoming outdated. AI-assisted development in 2026 isn't just better models. The way many devs incl","author":"1saadcodes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","imperfect_expression","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179019"},{"id":"f22ccd9c-5dc4-43f5-96bd-bbada088947d","source":"hackernews","source_id":"49182696","content_type":"comment","title":null,"body_preview":"I look askance at an article that uses a GenAI survey from 2024. Other references could be good. But the dev agent milestone was Nov/Dev 2025, and CoPilot and agents were pretty sketch before then (bu","author":"dr0idattack","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182696"},{"id":"4251b033-1566-47b4-b03f-0967165dd966","source":"hackernews","source_id":"49178598","content_type":"comment","title":null,"body_preview":"Some experience from my work:\n- In biz development, a dev usually spends 30-40% time on coding, and more time on requirement discussion, integration testing (especially when the tests involves mobilep","author":"cyliu","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178598"},{"id":"a3fb35a5-38c1-4879-82fb-aa818ab52eac","source":"hackernews","source_id":"49177174","content_type":"comment","title":null,"body_preview":"It seems that this could have been expanded or contracted to any Fibonacci number of myths.","author":"osigurdson","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177174"},{"id":"5210efdd-06d8-4b13-a46f-e4d3560158f9","source":"hackernews","source_id":"49181306","content_type":"comment","title":null,"body_preview":">>>Recent research shows that developers—especially women and older engineers—face a “competence penalty” when using AI\nand why did this study (performed in China I might add) find that women and “mat","author":"ascotan","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181306"},{"id":"ea3a52e6-1c06-4ec7-a53b-1b67bce08c51","source":"hackernews","source_id":"49182756","content_type":"comment","title":null,"body_preview":"> A study of more than 450 engineers at Microsoft in 2025 showed developers spend only 14 percent of their time writing code\nThis feels about right as an average across project cycles and different ty","author":"HarHarVeryFunny","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","external_link_usage","absence_of_ai_indicators"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182756"},{"id":"8445fb2f-22df-4e54-8750-71c262c4e82a","source":"hackernews","source_id":"49183818","content_type":"comment","title":null,"body_preview":"> Myth 3: Lines of Code Written by AI...\nhow come lines of code (or expressions) by an engineer aren't a good way to measure progress (Gates point etc) but GenAI tokens must count and be paid for?","author":"al_be_back","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183818"},{"id":"f36d520b-6bda-48b5-b14e-b6ecef5fa822","source":"hackernews","source_id":"49179238","content_type":"comment","title":null,"body_preview":"> f developers spend only about 15 percent of their time typing in the editor\nI think this is missing an important detail. Lots of time was spent on non-coding stuff, because coding used to be more co","author":"levmiseri","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179238"},{"id":"695aa07c-09ce-49e1-b363-88524dec9c25","source":"hackernews","source_id":"49177148","content_type":"comment","title":null,"body_preview":"|--------|-------|------|------|-------|------|\n|Contract|Product|Design|Coding|Testing|Deploy|\nWriting Code Isn't the Bottleneck, until writing code is the bottleneck, until it's not again.","author":"Supermancho","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.08707080733223169,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177148"},{"id":"bde2e4b9-5135-4c2d-8eeb-572465869f69","source":"hackernews","source_id":"49183176","content_type":"comment","title":null,"body_preview":"I can't remember of any product in my lifetime that was more over hyped than AI.\nIt's a huge piece of shit and if I wasn't forced to use it at work I would never use it.\nIt writes dumb, throw-away cod","author":"altern8","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183176"},{"id":"46ef57a6-4421-4955-a4fc-5fafcfa0bfc0","source":"hackernews","source_id":"49177343","content_type":"comment","title":null,"body_preview":"I don't understand Myth 1 (Developers Spend Most of Their Time Writing Code).\nThey quote a study in which developers report to spend 11-14% of their day coding. The rest is stuff like solution design ","author":"kylecazar","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.13646614568309245,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177343"},{"id":"e5cda355-c5ee-436c-8386-e574b85d3409","source":"hackernews","source_id":"49177827","content_type":"comment","title":null,"body_preview":"> Myth 2: Writing Code Is the Bottleneck\nWriting code is indeed the bottleneck for same resource constrained companies.\nRapid code development creates more opportunities for trial and error, providing","author":"langs","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice","over_qualification"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177827"},{"id":"7aef5666-7f8b-480a-970a-f188abffb966","source":"hackernews","source_id":"49177947","content_type":"comment","title":null,"body_preview":"Like many others in the comments, I feel there are a lot of assumptions in this piece. Before, coding is only 14% therefore, small slice. I think that's a very superficial assumption. That was because","author":"lz400","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177947"},{"id":"bddc21a0-6983-48fb-ae5e-f41dd8c319c3","source":"hackernews","source_id":"49177567","content_type":"comment","title":null,"body_preview":"I feel like all you need to know about how seriously to take this is that they cite that ancient early-2025 METR study, and describe it in the text as \"recently one even found...\"","author":"mkozlows","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177567"},{"id":"51d73b10-9829-4ade-98fb-c1f7861e8580","source":"hackernews","source_id":"49180145","content_type":"comment","title":null,"body_preview":"I've found that using LLMs for significant amounts of code generation completely drain the result from any dopamine I would get doing it myself.\nHave others noticed this as well? This is going so far ","author":"mfru","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180145"},{"id":"55713e3a-8750-4a3e-8089-82b10e755e27","source":"hackernews","source_id":"49177287","content_type":"comment","title":null,"body_preview":"> We already know developers don’t actually spend most of their time writing code, with studies at Microsoft and elsewhere showing it’s closer to 14 percent.\nAnyone else finding they're spending more ","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177287"},{"id":"cd2ce206-9928-43a4-ae1d-096d7cad9620","source":"hackernews","source_id":"49177433","content_type":"comment","title":null,"body_preview":">On my visits to the Bay Area, I would ask AI researchers or interns why they are doing their current research or projects, when in a year or three agentic LLMs could probably do them;\nThis is such a ","author":"a_bonobo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","self_reference","niche_expertise"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177433"},{"id":"02f2989e-db6c-4ff0-8f03-bac436ccf0e0","source":"hackernews","source_id":"49179955","content_type":"comment","title":null,"body_preview":"This seems fascinating, and I am only sad I haven't the time to actually get into a full treatise like that. The style of writing - at least initially - is quite approachable, even if the sentences te","author":"einpoklum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179955"},{"id":"4d4669b9-fd16-4b2a-9f6a-0b203230be8f","source":"hackernews","source_id":"49181206","content_type":"comment","title":null,"body_preview":"This is an awesome resource. I have always wanted to try building every one of Hero's known inventions because with modern technology most are quite simply constructed (compared to extremely precise m","author":"markovs_gun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181206"},{"id":"fb42c7c5-f7a7-4c14-b426-ed813053776a","source":"hackernews","source_id":"49185404","content_type":"comment","title":null,"body_preview":"Very cool, but the images are too pixelated. Project Gutenberg to the rescue:\nhttps://www.gutenberg.org/cache/epub/77400/pg77400-images.ht...","author":"BaseBaal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.2765103040465999,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185404"},{"id":"e5614144-7beb-4624-ae13-759ce0b69235","source":"hackernews","source_id":"49182066","content_type":"comment","title":null,"body_preview":"I absolutely love stuff like this. It is truly incredible what people were able to build so long ago. I always enjoy hearing their thought process and some of the strange stuff they came up with. \"A b","author":"AspisAiantos","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182066"},{"id":"72954fe5-1a44-4a5c-93ec-ee75bc542fa7","source":"hackernews","source_id":"49180829","content_type":"comment","title":null,"body_preview":"Today I learned that diabetes is the greek word for siphon.","author":"CarVac","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180829"},{"id":"18590710-ad7d-45dc-aad5-a20aac267a3b","source":"hackernews","source_id":"49171609","content_type":"comment","title":null,"body_preview":"Slop\n> We find that nearly half of the our bench-\nmarks exhibit saturation","author":"buckle8017","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171609"},{"id":"1d53deab-9999-4f20-a7a9-0ca220415ddb","source":"hackernews","source_id":"49171832","content_type":"comment","title":null,"body_preview":"This is AI slop. They didn't even change the plots default template.","author":"behnamoh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171832"},{"id":"fd8c2665-bfc9-4f78-8591-61712be5c9e8","source":"hackernews","source_id":"49180679","content_type":"comment","title":null,"body_preview":"So commonsenseqa is the least saturated benchmark? It's like authors don't even read what they publish.","author":"YetAnotherNick","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180679"},{"id":"813574b3-2b5d-4fed-9d96-ef2a3cbda613","source":"hackernews","source_id":"49171940","content_type":"comment","title":null,"body_preview":"Check out https://agents-last-exam.org/ there is still room for improvements!","author":"hagen8","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171940"},{"id":"03406637-88e7-4f40-b8f6-b563a515bb9c","source":"hackernews","source_id":"49172141","content_type":"comment","title":null,"body_preview":"37 authors and contributors need to be named up top?\nOh! I got my name on a paper! I don't think there is much reward for it these days.","author":"kanbankaren","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172141"},{"id":"4f6c4433-9764-4bc0-840b-cebc9ad7b8cc","source":"hackernews","source_id":"49175813","content_type":"comment","title":null,"body_preview":"That's a lot of words to say you need larger set of questions for today's models. 300 questions won't be enough to find the difference","author":"mohsen1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.11535887214672222,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175813"},{"id":"212dc0df-a567-4aa2-b365-dfc8bd047e59","source":"hackernews","source_id":"49172594","content_type":"comment","title":null,"body_preview":"It appears y combinator has removed this interesting paper from its top trending position. Gee I wonder why?","author":"otterdude","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172594"},{"id":"9f3265b4-c391-42cc-9938-bbaf82562a4b","source":"hackernews","source_id":"49171998","content_type":"comment","title":null,"body_preview":"I think its been pretty clear that in abnsense of clear use cases that are monetizable many model providers have been benchmaxxing on abstract or low utility average user performance.\nThis results in ","author":"tsunamifury","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["missing_platform_voice","list_heavy_advice","semantic_blandness","imperfect_expression"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171998"},{"id":"10b82fca-9eca-4a83-8acb-f2b62e91d69b","source":"hackernews","source_id":"49174373","content_type":"comment","title":null,"body_preview":"As a PC gamer who grew up in the 00s, this has been something I’ve tried to warn ardent LLM and model enthusiasts about for quite some time.\nBenchmarks are handy when they’re new, novel, and constantl","author":"stego-tech","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","self_reference","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174373"},{"id":"77fd04a1-47f0-48d1-bdf8-6d9a869d85c7","source":"hackernews","source_id":"49171826","content_type":"comment","title":null,"body_preview":"I started thinking about this back after the Llama 4 release, and since then our team has put a lot of thought into designing evaluations that don't saturate, are resistant to contamination, and can s","author":"gertlabs","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","self_reference","specific_details"],"bot_score":0.19411052393604208,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171826"},{"id":"b8a9f262-3790-406e-b3ca-74381d655120","source":"hackernews","source_id":"49171459","content_type":"comment","title":null,"body_preview":"This seems to be the end of the road for LLM's. There's only so much accuracy on a highly non-linear space you can get from a regression.\nIf the Pareto rule is any indicator, 80% of results come from ","author":"otterdude","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","human_indicators_present"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171459"},{"id":"60bdad64-52de-45e8-8fa0-fcb71d9dd7ba","source":"hackernews","source_id":"49169851","content_type":"comment","title":null,"body_preview":"I'm not sure what's going on with the ordering of the sections, but it's definitely creative.\n- 01: Section 1\n- 02: Section 11\n- 03: Section 10\n...\n- 10: Section 3\n- 11: Section 2\n- 12: Section 12","author":"bensyverson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.0941854339630258,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169851"},{"id":"77fb1c26-b08e-4c42-a789-cebb97b97e44","source":"hackernews","source_id":"49171097","content_type":"comment","title":null,"body_preview":"I really enjoyed reading about his inventions when I was growing up, it was inspiring to me.\nIt’s also true though there’s a lot to be skeptical of, and it was also an education of sorts to go down th","author":"Isamu","classification":"human_created","confidence":0.7,"indicators":["personal_experience","nuanced_opinion","platform_fluency"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171097"},{"id":"80fb2483-1901-4a10-9bc5-eee07e1311ad","source":"hackernews","source_id":"49168866","content_type":"comment","title":null,"body_preview":"I quite like the traingular-tiled graphic of buckminster fuller in the hero section, and that hover highlights the tiles. All very buckminster fuller-y!","author":"canadiantim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.10596489570713102,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168866"},{"id":"fb2550f7-8a94-4e4e-9749-6b58b4363249","source":"hackernews","source_id":"49167402","content_type":"comment","title":null,"body_preview":"Am I understanding correctly that around 1997 a single person transcribed 42 hours of recordings? Wild and impressive. I wonder how long it took them?\nModern tools would likely do it in 42 minutes?","author":"msephton","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.11834996123376351,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167402"},{"id":"2262a3c0-03ed-4bd3-903d-b8d73508af73","source":"hackernews","source_id":"49168329","content_type":"comment","title":null,"body_preview":"Shameless plug: Buckminster Fuller has a (not so small) cameo in my game: https://store.steampowered.com/app/3040110/Outsider/\n:)","author":"gxd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168329"},{"id":"9813a73b-1cc4-4d0c-9d81-546566d158b0","source":"hackernews","source_id":"49167331","content_type":"comment","title":null,"body_preview":"I have tried to listen to the whole thing but I have barely made a third through. I used to watch it but n archive.org and the audio wasn’t great.\nCurrently on mobile and the videos aren’t available t","author":"detourdog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167331"},{"id":"5e19188e-3d8e-4318-9439-2b031c651995","source":"hackernews","source_id":"49169056","content_type":"comment","title":null,"body_preview":"I remember this comic about Energy Slaves: https://www.stuartmcmillen.com/comic/energy-slaves/\nhttps://en.wikipedia.org/wiki/Energy_slave","author":"thelastgallon","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","absence_of_ai_indicators"],"bot_score":0.15579710144927536,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169056"},{"id":"f4bacae3-5b56-4fb9-8c6f-c20aa9de4f52","source":"hackernews","source_id":"49168242","content_type":"comment","title":null,"body_preview":"Related: https://en.wikipedia.org/wiki/Buckminsterfullerene","author":"tiagod","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168242"},{"id":"82a0ae1b-c7bd-45e4-ad18-ef9b13682354","source":"hackernews","source_id":"49167773","content_type":"comment","title":null,"body_preview":"Towards the end of his life, Bucky had achieved rock star status and his lectures filled stadiums in all corners of the world. At age 88, he twice circumnavigated the globe to give nonstop addresses. ","author":"situationista","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167773"},{"id":"667ee524-fe0e-4fe2-a922-406f864b7313","source":"hackernews","source_id":"49167777","content_type":"comment","title":null,"body_preview":"For those unfamiliar with Bucky, I highly recommend his book Operating Manual for Spaceship Earth. Its a short, light read. He has a really interesting take on technology’s role in pirates and he was ","author":"bradly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","human_indicator_absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167777"},{"id":"bce85eaf-5637-4f7c-beda-db8cebea4785","source":"hackernews","source_id":"49185613","content_type":"comment","title":null,"body_preview":"who submited this to hacker news doesnt seem like a fiting spot","author":"coshi_dz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185613"},{"id":"e7563c6c-fe62-4afb-8f45-77fd57533381","source":"hackernews","source_id":"49185425","content_type":"comment","title":null,"body_preview":"It is interesting that Western Sahara never developed piracy enterprises similar to Somalia. Is it some combination of:\n  * stronger government control from Morocco than Somalia has had internally\n  *","author":"adolph","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","list_heavy_advice","missing_platform_voice"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185425"},{"id":"9c32027a-c654-4293-b6af-ca66e3f7de9f","source":"hackernews","source_id":"49186764","content_type":"comment","title":null,"body_preview":"I drove through, and the map on vehicle showed it as a separate country. Many, many people warned me the military in Morocco would be pissed and likely not let me in.\nThey seriously do not want people","author":"testing22321","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186764"},{"id":"722ec60a-169f-4713-a765-65b46103d7da","source":"hackernews","source_id":"49194683","content_type":"comment","title":null,"body_preview":"Apropos documentary:\nInside Morocco's Secret War for Western Sahara\nhttps://youtu.be/-T2ha4a_AuE","author":"burnt-resistor","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194683"},{"id":"0aba3141-033d-400f-a00e-896514fa7aa9","source":"hackernews","source_id":"49186902","content_type":"comment","title":null,"body_preview":"A couple of misconceptions about Western Sahara I've seen pop up over the past few days:\n- most (90%) of Morocco's phosphate mining is done in non-disputed territories (it's mentioned in the article).","author":"timinou","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","self_reference","nuanced_argument","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186902"},{"id":"c292334e-80a0-4f70-938e-a8d96325bf08","source":"hackernews","source_id":"49177539","content_type":"comment","title":null,"body_preview":"One of the lesser known criticisms of the recent \"Odyssey' film is that parts were shot in the Western Sahara. I believe Emily Wilson herself was critical of this.","author":"nephihaha","classification":"ai_generated","confidence":0.75,"indicators":["false_specificity","synthetic_confidence","absence_of_personality","potential_human_marker"],"bot_score":0.13709722879851646,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177539"},{"id":"b3ee8a62-e089-4d09-bd72-7d0b6d940993","source":"hackernews","source_id":"49185088","content_type":"comment","title":null,"body_preview":"It's fascinating. Basically the entire world's phosphate comes from this (it has 70% of the world's proven reserves). No country on earth recognizes Morocco's claims over this Saharawi land. At least ","author":"culi","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","strong_opinion","platform_fluency","emotional_authenticity","imperfect_expression","absence_of_ai_hedging"],"bot_score":0.10635834914740801,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185088"},{"id":"fcd47c36-2ddb-4e5b-887d-d951289e101d","source":"hackernews","source_id":"49186323","content_type":"comment","title":null,"body_preview":"mrcodydahler just did a video on this!\nhttps://www.tiktok.com/@mrcodydahler/video/76701977955375710...","author":"zombittack","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","terse_reply","genuine_specificity","absence_of_hedging"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186323"},{"id":"bbab2be9-b3f8-4abb-9ebd-9f8e089e71c2","source":"hackernews","source_id":"49186448","content_type":"comment","title":null,"body_preview":"Possibly related and explains Western support for Morocco.\nhttps://www.ynetnews.com/opinions-analysis/article/byrfqojbz...","author":"petre","classification":"human_created","confidence":0.72,"indicators":["terse_reply","platform_fluency","absence_of_hedging","short_content_length"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186448"},{"id":"b29a4609-da7c-4dd0-b91e-998c560ab262","source":"hackernews","source_id":"49190587","content_type":"comment","title":null,"body_preview":"There is a lot of simplistic, one-sided information in this thread. Truth is it's a complicated matter to decide how long and how strongly one has to hold a piece of territory before it is considered ","author":"gozucito","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","personal_experience","strong_opinion","natural_digression","platform_fluency","absence_of_template_phrases"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190587"},{"id":"e290ee20-e908-428a-8668-8fe2808eba21","source":"hackernews","source_id":"49187281","content_type":"comment","title":null,"body_preview":"It is missing the wonderful and still unexplored archeology:\nhttps://www.livescience.com/64677-stone-structures-discovere...","author":"1970-01-01","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12700989092185347,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187281"},{"id":"a3143fe4-dac0-41c9-8f28-06bcf8b86cb3","source":"hackernews","source_id":"49189299","content_type":"comment","title":null,"body_preview":"I visited the Saharawi refugees camps around 15 years ago or so in the south-west corner of Algeria.\nThey have been living in a limbo for 50 years at this point, but they still feel like they will be ","author":"thinkindie","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189299"},{"id":"9c833df1-16fa-4a53-9539-1ca85b9015d7","source":"hackernews","source_id":"49186755","content_type":"comment","title":null,"body_preview":"Skeletons on the Zahara is a fantastic book related to this part of the world -- https://en.wikipedia.org/wiki/Skeletons_on_the_Zahara","author":"thestu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186755"},{"id":"34c60069-8a54-4d60-8162-fa8f9c47f374","source":"hackernews","source_id":"49185192","content_type":"comment","title":null,"body_preview":"Not sure if this is some kind of Baader-Meinhof phenomenon or if OP just also did the NYT crossword this morning.","author":"rockostrich","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185192"},{"id":"94e786da-9ec2-45e1-a058-76366d36b2e5","source":"hackernews","source_id":"49185161","content_type":"comment","title":null,"body_preview":"Dakhla is actually pretty tourist-friendly, and spending time there will quickly do away with the notion that nobody lives in Western Sahara. It's well-known for kiteboarding and windsurfing, since it","author":"Arubis","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","balanced_perspective_with_nuance","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185161"},{"id":"6f6cfaad-dba6-45dc-99cd-d98b8b7df41b","source":"hackernews","source_id":"49185234","content_type":"comment","title":null,"body_preview":"A series of enormous sand walls separate the morocco-occupied region from the sahrawi controlled region. These are one of the largest minefields in the world.\nIt's impressive to look at satellite imag","author":"tiagod","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185234"},{"id":"580c980e-6b14-421c-8b3d-6dd2a3c3d3df","source":"hackernews","source_id":"49188590","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/Green_March exactly the same thing as what they tried to pull off in Ceuta last week, and with the support of the US. Since the occupation began, Morocco settled hundreds","author":"kombine","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188590"},{"id":"69eb76a2-d878-45f2-aa2c-b0b0c2a3ea06","source":"hackernews","source_id":"49194960","content_type":"comment","title":null,"body_preview":"It’s like Trump bragging he could shoot someone at Fifth Avenue and not lose voters. Congrats, I guess??","author":"iammjm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194960"},{"id":"a6e249ac-4152-4a19-becd-799b8db9381d","source":"hackernews","source_id":"49195653","content_type":"comment","title":null,"body_preview":"I'm sure Elon Musk has told some underling to make sure that Grok attempts to hack into a few companies so they get the street cred to.","author":"helsinkiandrew","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195653"},{"id":"4d9b47ed-ed70-427b-a882-2c52678eccd8","source":"hackernews","source_id":"49196253","content_type":"comment","title":null,"body_preview":"Waiting for the “Our model inadvertently hacked the nukes and launched Armageddon” title","author":"moktonar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196253"},{"id":"e4321a6e-45ac-45ba-8361-04f297fac330","source":"hackernews","source_id":"49197262","content_type":"comment","title":null,"body_preview":"I can see one company being incompetent. But so many? Should it not be pretty trivial to to track whatever traffic goes out? All this traffic must originate from somewhere or have I massively misunder","author":"Ekaros","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1858974358974359,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197262"},{"id":"2e9f2cb2-c11c-4202-bef6-70954bb45c0e","source":"hackernews","source_id":"49194408","content_type":"comment","title":null,"body_preview":"It feels like Meta would like some of that free advertisement.","author":"itopaloglu83","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.18293358059984843,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194408"},{"id":"770f7272-c250-4d8a-a955-08706765e915","source":"hackernews","source_id":"49194759","content_type":"comment","title":null,"body_preview":"Interesting that none of the talk around this has touched on any form of enforcement, even though this is illegal activity in US/EU.\nAny fine would be peanuts for them but it might help to refocus the","author":"nmstoker","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194759"},{"id":"09614656-3e13-4c5e-9a76-d414b07d784c","source":"hackernews","source_id":"49194695","content_type":"comment","title":null,"body_preview":"This is hilarious. How obvious can they be ? Suddenly every LLM is a hacking genius","author":"expedited123","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194695"},{"id":"58557ef1-93b4-4091-b69f-4a60ff04d7f0","source":"hackernews","source_id":"49194638","content_type":"comment","title":null,"body_preview":"That’s crazy that such errors in isolating the models became a marketing stunt.\nI’m afraid of what it will be next. They will remove guardrails just to provoke more and more headlines","author":"elias_t","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194638"},{"id":"888f872d-3c16-4ae2-85c5-e85d75eeed39","source":"hackernews","source_id":"49194560","content_type":"comment","title":null,"body_preview":"This reality is wild. It would be like arms manufacturers holding weekly demonstrations of how much collateral damage their latest designs cause in an attempt to increase sales.","author":"nDRDY","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_analogy","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194560"},{"id":"1cf7c953-efe2-4cf8-9834-94fe25a298b2","source":"hackernews","source_id":"49195189","content_type":"comment","title":null,"body_preview":"Shouldn't some of these AI company higher ups be arrested and brought up on Computer Fraud and Abuse charges?\nAny individual running a local LLM that hacked a company would absolutely be held responsi","author":"bayarearefugee","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195189"},{"id":"d278c515-41da-46a8-a0ce-6e86189b9ac4","source":"hackernews","source_id":"49175546","content_type":"comment","title":null,"body_preview":"How do the cars do when breaking a rule is necessary? For instance, a car is broken down in the one forward lane of a two-lane road, requiring the waymo to cross the double-yellow line to get around i","author":"massysett","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175546"},{"id":"74fde488-bcf7-49dc-af99-83a7a1176e57","source":"hackernews","source_id":"49173870","content_type":"comment","title":null,"body_preview":"Something to hold in mind are the issues with scaling out to new cities in terms of safety risks: https://junkoyoshidaparis.substack.com/p/rapid-scaling-turns...","author":"seltzered_","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173870"},{"id":"531936e2-bec2-48ef-ad98-280ef171817f","source":"hackernews","source_id":"49174614","content_type":"comment","title":null,"body_preview":"I am really wondering, how they tackle the long trail problem of unknown situations. Sure they are monitor them constantly but I am asking precisely, how to handle situations that occur ridiculously i","author":"chrisXOXO","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_comprehensive","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174614"},{"id":"d864d99a-37b7-448c-a700-f1c79a3a371d","source":"hackernews","source_id":"49173537","content_type":"comment","title":null,"body_preview":"No freeways. But Waymo now is available to all of Dallas?\nDoes that include the suburbs?","author":"rawgabbit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173537"},{"id":"80c6c9ca-fb07-4331-9da1-e318d464b952","source":"hackernews","source_id":"49177639","content_type":"comment","title":null,"body_preview":"Dallas is a different animal. But after a Waymo pilot program in New York City, it was found to be more hazardous than human drivers\nhttps://static1.squarespace.com/static/5e71380706dc865d40a6f...","author":"jdlyga","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177639"},{"id":"075ae287-5552-4f18-b3e9-c4fa7dbd0482","source":"hackernews","source_id":"49173885","content_type":"comment","title":null,"body_preview":"Waymo sells itself\nPeople hate human drivers more than they hate the idea of AI drivers\nhttps://www.nytimes.com/2026/08/04/business/uber-sexual-assa...","author":"yieldcrv","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0.13955752507086758,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173885"},{"id":"78fa9ede-de5f-4ead-9fcc-c346b1faa7e2","source":"hackernews","source_id":"49173976","content_type":"comment","title":null,"body_preview":"Keeps on being rolled out in red states while being delayed in blue states, quite unfortunate.","author":"elianaive","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173976"},{"id":"14d493c9-8a73-4863-9eb8-65b1389eba0f","source":"hackernews","source_id":"49175281","content_type":"comment","title":null,"body_preview":"I'm just curious how it works on the legal side: if a human run the red light he gets a fine, who gets fined with a waymo car?\nIf the car I'm in cause a big damage or kill someone? I guess the damage ","author":"vb-8448","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175281"},{"id":"967daf14-5f96-4385-a69c-6bdcd0a57368","source":"hackernews","source_id":"49175547","content_type":"comment","title":null,"body_preview":"This urbanist youtuber did a really in-depth video on what the future could look like (both good and ugly effects) if self-driving cars become enough of a success to affect the way we build infrastruc","author":"culi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.10635834914740801,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175547"},{"id":"bcba6cf9-7472-477e-aae2-84d3905ad314","source":"hackernews","source_id":"49173686","content_type":"comment","title":null,"body_preview":"> Dallasites\n\nIs that seriously the demonym? Terrible. Try harder, Dallasites.","author":"semiquaver","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173686"},{"id":"b18bff79-7eed-404e-8436-29fc61b2d95e","source":"hackernews","source_id":"49175323","content_type":"comment","title":null,"body_preview":"Elon may have been technically correct about 'if humans can do it with vision only then theres no reason why vision-only cannot work' but turned out to be the wrong strategy for learning how to get th","author":"pyaamb","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","platform_fluency","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175323"},{"id":"533f4cd7-ae1e-4047-8071-fc5cb4d03028","source":"hackernews","source_id":"49173705","content_type":"comment","title":null,"body_preview":"Here in Austin, I'm stuck calling an uber and hoping I get a Waymo. When does that deal expire?","author":"quxbar","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173705"},{"id":"f395020a-0ae2-4d55-90c1-fda60a4690c6","source":"hackernews","source_id":"49175906","content_type":"comment","title":null,"body_preview":"DFW is amongst the top 5 metroplexes in the US and is extremely low density, high sprawl with few public transit options and a car heavy culture. This is a a welcome change.","author":"pm90","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175906"},{"id":"cf692103-1605-4653-906d-7b06e3cd4b5a","source":"hackernews","source_id":"49173707","content_type":"comment","title":null,"body_preview":"Service area: https://support.google.com/waymo/answer/9059119?hl=en#DAL","author":"daemonologist","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173707"},{"id":"75b72df9-4f76-4bc6-ac8c-b21988bb711b","source":"hackernews","source_id":"49176621","content_type":"comment","title":null,"body_preview":"I was talking with someone visiting from Florida the other day and they were talking about how Waymo is slurping money that would have otherwise stayed in the local economy. E.g. you pay an uber drive","author":"ultimoo","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","authentic_perspective_shift","platform_fluency","natural_imperfection","absence_of_ai_hedging"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176621"},{"id":"5b598557-f197-48e3-8196-0a4ca7b48a5b","source":"hackernews","source_id":"49177475","content_type":"comment","title":null,"body_preview":"I'm happy that Waymo's finally lighting up Dallas, but they need to expand its service area quickly for it to be useful there, IMO.\nAustin, Houston and San Antonio are hub and spoke cities. They are d","author":"nunez","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.12477022821630328,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177475"},{"id":"ca229c55-5b3b-49bf-8791-5ae9d46ec9c9","source":"hackernews","source_id":"49174272","content_type":"comment","title":null,"body_preview":"I live very close to LAX, and we have hundreds of Waymos in our area. At first i was a little weary, and kinda weirded out by all of them.\nThey have become completely normal, and cause WAY fewer traff","author":"cortesoft","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.12612986077295044,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174272"},{"id":"7bf8c628-25fa-461d-b3a7-0351fe8a7a01","source":"hackernews","source_id":"49174237","content_type":"comment","title":null,"body_preview":"Surprisingly low hype for a company running perhaps the most advanced consumer-interactive robots. I’m quite fond of these machines and will periodically rescue them when someone has misused them (doo","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_anecdote","opinion_expressed"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174237"},{"id":"45dce5a7-8dc9-4e80-a511-a41409628d64","source":"hackernews","source_id":"49176261","content_type":"comment","title":null,"body_preview":"As someone who works in commercial real estate, involved in about $300M of housing development, some of it affordable, i will say without any doubt that driverless cars are a very effective affordable","author":"eagleinparadise","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","niche_expertise","strong_opinion","natural_reasoning_flow","platform_fluency","absence_of_hedging"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176261"},{"id":"6e523b48-11f5-461b-9e07-56f7befc3b97","source":"hackernews","source_id":"49182618","content_type":"comment","title":null,"body_preview":"This would be an interesting story, but I can’t replicate it. I used curl and set the User-agent, and I indeed got a markdown reply, but no ads.","author":"Apreche","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182618"},{"id":"a547a59e-7cc5-44c8-8433-2cbd0d6dbb88","source":"hackernews","source_id":"49183088","content_type":"comment","title":null,"body_preview":"The same things your bot reads are saved as material for training in the future by your provider, so this seems as an attempt to poison the training data. Just this weekend had a dinner with someone w","author":"gostsamo","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.20833333333333331,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183088"},{"id":"30558c27-4dc1-4251-a33d-12cccf5a8ded","source":"hackernews","source_id":"49184022","content_type":"comment","title":null,"body_preview":"I'm doing the same thing. If they want ad-free content, pay me.","author":"spiderfarmer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184022"},{"id":"0b7c8c0d-908f-4ad8-b751-f38079707272","source":"hackernews","source_id":"49185469","content_type":"comment","title":null,"body_preview":"this is super interesting, time for upgraded system instructions for AI agents I guess ... but one has to check (with evals) whether system instructions suffice (to ignore sponsored content).","author":"BehanPrW","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185469"},{"id":"d49e85ad-a138-4eb3-88ac-82262c97ae8a","source":"hackernews","source_id":"49182475","content_type":"comment","title":null,"body_preview":"Is this an assumption or preferred way to inject ad content to the LLM engines? LLM is going to definetly discard and proceed, are we saying LLM will respect the content the sites provide and learn fr","author":"AkbarHabeebB","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182475"},{"id":"eee69b88-c117-4bad-880a-f57f1669f1fb","source":"hackernews","source_id":"49184503","content_type":"comment","title":null,"body_preview":"Thanks for the heads up -- this isn't popular yet, and it requires some work to avoid polluting things like the Internet Archive Wayback Machine.","author":"ccgreg","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184503"},{"id":"5b150fbc-e492-4572-b572-7636e4c232f7","source":"hackernews","source_id":"49182775","content_type":"comment","title":null,"body_preview":"It is deliberately targeting known AI-scapers, or anything it sees as a bot?\nCould it be that other scrapers are pulling the pages, without making the extra requests to get ad related resources, to pr","author":"dspillett","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182775"},{"id":"fb5c3f26-fbbe-4886-a68d-ee315d586b15","source":"hackernews","source_id":"49186797","content_type":"comment","title":null,"body_preview":"That's kinda alarming. Not so much the ads, but other injections. I don't super care about coke trying to flog their latest sugar water...but the same mechanism could be used by lobby groups or specia","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12738176889123062,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186797"},{"id":"eb968f0b-6ffb-4ba9-8134-354e85411f01","source":"hackernews","source_id":"49182513","content_type":"comment","title":null,"body_preview":"Very clever. Should be implemented on all sites post-haste.","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182513"},{"id":"6733636e-f894-4de1-99f2-f669f9bf7876","source":"hackernews","source_id":"49183294","content_type":"comment","title":null,"body_preview":"SEO was yesterday, now it is AIO - you will have to wait longer for the results and likely you will need a lot more cash: pay TIME for the ads, wait until next model release and see what sticks, then ","author":"dust42","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183294"},{"id":"7739932c-bdff-406a-b0be-790010e96067","source":"hackernews","source_id":"49184542","content_type":"comment","title":null,"body_preview":"This is great, I think everyone wins here. Normal users like us get a standard, ad-free web experience, while those sending the most annoying web traffic not only get a smaller, simpler response (whic","author":"Magicrafter13","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184542"},{"id":"d3ddba48-82e4-44a1-a9f4-ed43ebd25e63","source":"hackernews","source_id":"49184956","content_type":"comment","title":null,"body_preview":"> A couple of the bots did not even get that. GPTBot and ChatGPT-User, the agents OpenAI uses for training and live fetches, came back 406\nI find that odd, If I were doing that, that's what I would wa","author":"throwawayffffas","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","opinion_stance","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184956"},{"id":"5f2a620b-bda3-4467-8d08-7f455839ba15","source":"hackernews","source_id":"49183896","content_type":"comment","title":null,"body_preview":"This is a neat idea. Might even make sense in cases where you actually want the AI bots hitting your site (we want it for our ecom platform, for example) - just serve Markdown content optimized for AI","author":"apocalyptic0n3","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183896"},{"id":"6ebfd174-cf9b-422f-a35d-fa5909c1263e","source":"hackernews","source_id":"49184312","content_type":"comment","title":null,"body_preview":"Next step the ads become increasingly sophisticated prompt injection to ensure they make it to the user, but the prices plummet in the meantime because the ads have low efficacy. They get purchased mo","author":"raggi","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184312"},{"id":"a46b9fdf-340a-4ca6-94cd-b83671ba142d","source":"hackernews","source_id":"49183543","content_type":"comment","title":null,"body_preview":"That's actually really neat, even without advertising I can serve humans my full page and AI bots a version with some parts removed. Or added.","author":"red_admiral","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183543"},{"id":"5f01593e-996f-40e9-8d21-a9cf0b617974","source":"hackernews","source_id":"49183308","content_type":"comment","title":null,"body_preview":"I wonder if this also means that a normal user with a privacy-focused browser also gets this version. I can't see the point (except for click fraud?) of showing ads to AI, so it feels like this is mor","author":"everdrive","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","opinion_expressed"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183308"},{"id":"1ac989dd-dfb5-4cbc-8dee-6019f1df7431","source":"hackernews","source_id":"49185451","content_type":"comment","title":null,"body_preview":"I was on a NYT page and used Firefox mobile's \"Summarize\" button... it spit out some sort of unrelated cooking recipe. I'm guessing this type of bot interference will become more and more common.","author":"MetaWhirledPeas","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185451"},{"id":"131c65bc-5396-4a28-9328-a3693a52dd97","source":"hackernews","source_id":"49182271","content_type":"comment","title":null,"body_preview":"Is the intention that some type of long-term context would be seeded with \"ideas\" for the AI to serve up if it is ever asked for bank recommendations? It seems kinda ad-hoc and untargeted, but perhaps","author":"WJW","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182271"},{"id":"78ea250d-805f-4e05-8a8d-8b5aef66b074","source":"hackernews","source_id":"49182801","content_type":"comment","title":null,"body_preview":"I would also like to read the stripped down markdown copy and not the original. All the time.","author":"notjes","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182801"},{"id":"78caf680-227e-4f58-8e4c-c07981a02169","source":"hackernews","source_id":"49182973","content_type":"comment","title":null,"body_preview":"Probably trying to take advantage of the cross session memory feature some LLM providers are increasingly integrating. Enough \"suggestions\" and it becomes a \"fact\" in that memory, and one day a user m","author":"skeledrew","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness"],"bot_score":0.11754373809084344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182973"},{"id":"2d6514f3-6a0b-4ef1-a3cb-4f4263194e5b","source":"hackernews","source_id":"49170863","content_type":"comment","title":null,"body_preview":"I stopped reading as soon as I saw the shape class.  This example (along with the proverbial animal) has done a lot of harm to OOP and programming.  You need base classes (which are not always the rig","author":"bluGill","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170863"},{"id":"40adb127-6277-4a91-a29e-45d7683b331f","source":"hackernews","source_id":"49174697","content_type":"comment","title":null,"body_preview":"This is Muratori showing he's a solo programmer who has only ever worked on relative small, simple software that runs on a single machine.","author":"cratermoon","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174697"},{"id":"7616cf8b-1820-47c4-bbe5-95446c4946bb","source":"hackernews","source_id":"49171507","content_type":"comment","title":null,"body_preview":"Performance vs. Maintainability is the infinite debate, and it’s a mind numbing one because in the vast majority of professional roles you will have the opportunity to prefer neither.","author":"devmor","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171507"},{"id":"4269f9c4-1ef2-4eff-8fe7-80280d176455","source":"hackernews","source_id":"49171619","content_type":"comment","title":null,"body_preview":"Make it work, then make it \"clean\" (that is, readable and maintainable); then make it fast, and only if measurement indicates that it matters.","author":"wduquette","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171619"},{"id":"71da9688-9bd5-4af0-8d18-72e8505b2fb5","source":"hackernews","source_id":"49178914","content_type":"comment","title":null,"body_preview":"its a bigger problem of class based abstractions...cpu thinks in terms of arrays and lanes and indexes thats literally what a pointer is...when you try and abstract that away it in the wrong way that ","author":"relug","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178914"},{"id":"fbe9287b-e932-4e10-81c7-60ff3eb1a225","source":"hackernews","source_id":"49174576","content_type":"comment","title":null,"body_preview":"Please note that this criticism is from 2023, but the “Clean Code” book has a second edition from 2025, extensively revised to account for the many misconceptions which new programmers might have gott","author":"teddyh","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174576"},{"id":"b179d77e-2dda-45b6-b991-8f4d894a822d","source":"hackernews","source_id":"49170666","content_type":"comment","title":null,"body_preview":"\"Code Complete\" by Steve McConnell is a good option for those who want to improve their development practices.","author":"meerita","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170666"},{"id":"039b82df-7a60-48c0-a1e3-86fd3c3d5c16","source":"hackernews","source_id":"49175201","content_type":"comment","title":null,"body_preview":"Clean Code wasn't trying to solve performance issues. It tries to solve issue with expensive code maintenance.","author":"ferroman","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175201"},{"id":"3884427f-7b04-4b81-911e-78a97f4ea5df","source":"hackernews","source_id":"49177228","content_type":"comment","title":null,"body_preview":"Why did Uncle Boob ever have any credence or credibility?\nWhat did Bob ever ship that gives him any gravitas or authority in this area?","author":"pragmatic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177228"},{"id":"e6810556-f981-4ccb-a734-7374f29cc7ea","source":"hackernews","source_id":"49175210","content_type":"comment","title":null,"body_preview":"I think the author comes from a very specific perspective; RAD tools, as I understand it, generally has only one, or a very few, software engineers per product. The way I would write code on a persona","author":"bellgrove","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175210"},{"id":"18621a43-d0b1-4198-9814-7f2861542a66","source":"hackernews","source_id":"49171109","content_type":"comment","title":null,"body_preview":"I'm not sure I follow the thrust of the article. The author starts off with talking about clean code, but then compares OO with procedural code. It's not the same thing, and of course we've always kno","author":"glitchc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.16181438359306666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171109"},{"id":"719fbebe-3134-43e0-bb98-be36e960ce35","source":"hackernews","source_id":"49171379","content_type":"comment","title":null,"body_preview":"How much of the performance differences come down to language or compiler choice in these examples?\nWould I see the same kinds of performance gains or losses avoiding or using certain patterns in Go o","author":"scelerat","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171379"},{"id":"f8db14c6-dbbf-49a9-a132-934f5caec836","source":"hackernews","source_id":"49179488","content_type":"comment","title":null,"body_preview":"It really depends on what you are building, coding is always about trade-offs, and sometimes (not always) you have to choose between maintainability/readability and performance.\nIf you are writing cod","author":"damienmeur","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_indicators"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179488"},{"id":"8a0263ca-db15-46e2-a64e-b3a7c1d8922c","source":"hackernews","source_id":"49169560","content_type":"comment","title":null,"body_preview":"I'd say Clean Code is teaching many bad-practices. Too many to be recommended.","author":"flossly","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169560"},{"id":"613457e1-9dcc-496b-bba9-49cc197f2f57","source":"hackernews","source_id":"49171917","content_type":"comment","title":null,"body_preview":"I think performance generally trades along a different axis: open-world vs closed-world assumptions. There are many cases where closed-world assumptions may confer performance benefits, such as tree-s","author":"narnarpapadaddy","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":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171917"},{"id":"f51a9044-aa23-491b-9645-bbeaa483b264","source":"hackernews","source_id":"49172744","content_type":"comment","title":null,"body_preview":"It seems like the main takeaway is that many textbook OO paradigms aren't the most optimized representations of the code. In this case, the cost is dynamic dispatch and pointer-chasing. This is a func","author":"jeffnash","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172744"},{"id":"00348a05-e548-475f-b721-4b93cb91a7f8","source":"hackernews","source_id":"49169552","content_type":"comment","title":null,"body_preview":"Related:\nHN post for original article on 2023-02-28 (https://news.ycombinator.com/item?id=34966137), 739 points, 914 comments\nDiscussion between Casey (author of this article) and Uncle Bob (author of","author":"aw1621107","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169552"},{"id":"ee64584e-b817-4724-aed0-abbf57fb2d79","source":"hackernews","source_id":"49170188","content_type":"comment","title":null,"body_preview":"Ok now add a Path shape that has to calculate the area of a polygon with arbitrary complexity.\nConsider how the workload is now dominated by the core task of actually calculating the area, reducing th","author":"jayd16","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170188"},{"id":"f5775144-ab90-4b25-a079-f9828b2f001a","source":"hackernews","source_id":"49170506","content_type":"comment","title":null,"body_preview":"Yes, a toy problem only needs a simple implementation.  This is a straw man.  And I don't even like Robert Martin's Clean Code, but the author is not addressing where this style actually provides bene","author":"taybin","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170506"},{"id":"e74f09b5-7831-4cfe-8ded-c574f23aaf08","source":"hackernews","source_id":"49170102","content_type":"comment","title":null,"body_preview":"I consider Clean Code to be in the category of books/styles that is helpful for early developers who need some structure, but harmful to late-stage developers who adopt it as dogma.\nOn a long enough c","author":"Aurornis","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13458231753900693,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170102"},{"id":"f63d8e1c-0f18-43fe-8dbb-b32245664e26","source":"hackernews","source_id":"49178647","content_type":"comment","title":null,"body_preview":"One of my favorite interview questions was asking how many ways a developer can center a DIV or any block element in a container/browser with pre-defined height, or responsive heights. I have special ","author":"Brajeshwar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0.13076135013902507,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178647"},{"id":"e91418b6-805a-494f-8324-18e2d1111af9","source":"hackernews","source_id":"49176672","content_type":"comment","title":null,"body_preview":"I think the scrollbar-gutter property helps with this.\nhttps://developer.mozilla.org/en-US/docs/Web/CSS/Reference/P...","author":"skgough","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176672"},{"id":"7875b128-77ad-4a7f-b44e-c243ecd1874c","source":"hackernews","source_id":"49183030","content_type":"comment","title":null,"body_preview":"This is horrible, centering should take the sidebar width into account.","author":"pprotas","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183030"},{"id":"d5310651-5f2b-4575-ac85-6aa9c77313af","source":"hackernews","source_id":"49177136","content_type":"comment","title":null,"body_preview":"I'm 55 years old.  My eyes are not what they used to be and neither are my glasses.  I also own a copy of \"Usage and Abusage\" but I'll pass on that.  Click on story link.  My laptop renders a page - O","author":"gerdesj","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","self_reference","platform_fluency","natural_digressions"],"bot_score":0.2511474705102251,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177136"},{"id":"5d37bf46-9f8a-483e-aa60-dae6f5e66b30","source":"hackernews","source_id":"49180676","content_type":"comment","title":null,"body_preview":"The right change is to change the browser so the sidebar becomes an overlay, if you want this.","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180676"},{"id":"be3670ed-ef4b-4eb2-8f5a-bdf4a1d43157","source":"hackernews","source_id":"49176595","content_type":"comment","title":null,"body_preview":"margin:0 auto is the (probably incorrect) incantation I have always reached for","author":"jszymborski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176595"},{"id":"169c8c47-9cf6-4f75-b927-9ac26b97bb18","source":"hackernews","source_id":"49177663","content_type":"comment","title":null,"body_preview":"What's the substantial difference betweeen \"browser added sidebar\" and \"the browser has allowed height and width of the window to be resized since the dawn of the web\"?","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.13400296693612102,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177663"},{"id":"cdffac79-9540-4e2c-b8dd-16c59fa40ed0","source":"hackernews","source_id":"49181846","content_type":"comment","title":null,"body_preview":"For some reason, this made me think of privacy & security issues: user fingerprinting, user-type detector (devtools open = dev/engineer) etc.\nDetecting the difference between window.innerWidth (viewpo","author":"al_be_back","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_opinion_expressed","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181846"},{"id":"f45d615a-3959-45e9-aedd-6d7a8309aa8d","source":"hackernews","source_id":"49178040","content_type":"comment","title":null,"body_preview":"I'm confused about why this website is using less than half of my window for content. I understand wanting some margins, but a third of my window on each side seems pretty egregious. At least it's cen","author":"saghm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178040"},{"id":"22e46d81-2d9a-4eee-9087-03b441331286","source":"hackernews","source_id":"49177645","content_type":"comment","title":null,"body_preview":"You’ve effectively created a slide over sidebar. It’s an interesting hack to get there but IMO “should” properly be the domain of the browser.","author":"drewbeck","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177645"},{"id":"103e4bd9-7dbf-4703-8daa-4d92ba59f50c","source":"hackernews","source_id":"49177535","content_type":"comment","title":null,"body_preview":"Websites should be thought of as VMS and shouldn't be trying to reverse engineer host state.","author":"ezwoodland","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177535"},{"id":"c392314d-252c-4af8-9c07-525998925eeb","source":"hackernews","source_id":"49180307","content_type":"comment","title":null,"body_preview":"I think it' very debatable whether or not this should be a web page's behaviour.","author":"pixlmint","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.1116525625938303,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180307"},{"id":"2e57eb50-bcfe-41db-a843-e1b1413a3989","source":"hackernews","source_id":"49179791","content_type":"comment","title":null,"body_preview":"So this interpret the sidebar as a temporary UI element (like a popover window), but for me I'd rather interpret the sidebar as a constant element (like the sidebar of Windows Explorer). And indeed I'","author":"PetitPrince","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179791"},{"id":"36902a9e-6b86-4de0-ae4a-65b892c0fbeb","source":"hackernews","source_id":"49176715","content_type":"comment","title":null,"body_preview":"Meanwhile this website has learned how to break mouse scrolling.","author":"crtasm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176715"},{"id":"4f8102ac-5447-4fab-835c-ba68be2396b2","source":"hackernews","source_id":"49176868","content_type":"comment","title":null,"body_preview":"Screenshots would be helpful, because (you may be surprised to learn that) it is not entirely obvious which mode of behavior is supposed to be \"wrong\".\nAnyway, I wouldn't say it currently behaves nice","author":"krick","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176868"},{"id":"a195899f-4004-4fcc-91bf-53891a344f9b","source":"hackernews","source_id":"49176743","content_type":"comment","title":null,"body_preview":"I had no idea what this was talking about at first because I had JS blocked, so nothing special seemed to happen when I opened the bookmarks panel. This looks absolutely goofy. I don't know why you'd ","author":"fluoridation","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176743"},{"id":"cca3d6f3-2f3c-4f3d-be32-33756eb23fc2","source":"hackernews","source_id":"49178787","content_type":"comment","title":null,"body_preview":"Funnily I can't reproduce the effect at all. I am using Firefox and with sidebar the content of the page centers on the remaining viewport width, like any other site does. I have also tested with Edge","author":"stkdump","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178787"},{"id":"a3e3c078-a416-4b99-a476-6d96f6dcfd68","source":"hackernews","source_id":"49180780","content_type":"comment","title":null,"body_preview":"The sidebar reduces the size of the viewport, and the viewport is what you're centring within. This is obvious and sensible behaviour from Firefox. Please don't centre based on screen res or whatever.","author":"Telaneo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180780"},{"id":"10b4b5ad-8dc3-4acb-b7ea-9b9addeb152b","source":"hackernews","source_id":"49176601","content_type":"comment","title":null,"body_preview":"This might be some kind of a weird requirement for a piece of art, but I would literally never expect a website to center a div according to the browser window instead of the viewport. It just looks w","author":"kccqzy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176601"},{"id":"eb3a627e-8d68-46e2-a3aa-e31583a0ccd2","source":"hackernews","source_id":"49176894","content_type":"comment","title":null,"body_preview":"The net result of what this site is doing seems to result in one of two effects when I open the sidebar, randomly:\n1) the sidebar covers the content, while the content has blank space to the right, or","author":"JoshTriplett","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176894"},{"id":"e81a040d-d3d2-496a-ac15-c0d2b71e47d4","source":"hackernews","source_id":"49184270","content_type":"comment","title":null,"body_preview":"Cool project, but my question is: what are those buttons?","author":"flymasterv","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184270"},{"id":"35d530bb-d42b-49bc-ae9c-8b38f86cb1a2","source":"hackernews","source_id":"49182150","content_type":"comment","title":null,"body_preview":"I known a certain person that would love this. Would it be possible to make something similar using Ntag215 tags and a phone app perhaps?","author":"raul-pilla","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182150"},{"id":"9a370557-ecd6-46e8-ba7a-594e63429d06","source":"hackernews","source_id":"49181158","content_type":"comment","title":null,"body_preview":"Looks like this is based off the TonUINO.\nAs a new father looking to build a card based music player for my kid, I'm surprised how many projects I've found now to make these things:\nYaydio\nESP32io\nESP","author":"goda90","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.12018139601370234,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181158"},{"id":"af522af6-15a1-4008-8a8e-f11a9cf6b676","source":"hackernews","source_id":"49182327","content_type":"comment","title":null,"body_preview":"This is stupidly cool and exactly the kind of thing I love. My only complaint about these kinds of posts is while I am not currently in the market for a Birduino (ok, I totally am but am in denial), I","author":"tclancy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182327"},{"id":"e2f8154f-68e2-48b5-a0d5-0e34861c5df2","source":"hackernews","source_id":"49181156","content_type":"comment","title":null,"body_preview":"I see Cornell was mentioned.   If you're ever in Ithaca, NY, visit Cornell's Lab of Ornithology at Sapsucker Woods.  The people at the lab are also responsible for the Merlin app that lets your phone ","author":"pfdietz","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.17528735632183906,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181156"},{"id":"18ec459b-b74a-4130-81fc-369e16359a05","source":"hackernews","source_id":"49178627","content_type":"comment","title":null,"body_preview":"Funny this is how people initially started re-shaping some computational problems to resemble graphic pipelines and get \"great computational power\"; back when it was called GP(General Purpose-)GPU com","author":"moralestapia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digression"],"bot_score":0.07380614374704497,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178627"},{"id":"a60f71eb-1cc8-4b00-ac1f-0c0636828ca5","source":"hackernews","source_id":"49180832","content_type":"comment","title":null,"body_preview":"I was wondering whether there's any way to make wires \"cross\", which would be needed to construct a non-planar circuit. But even if there isn't a way to do this directly, Gemini tells me that it's pos","author":"akoboldfrying","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","mention_of_ai_tool"],"bot_score":0.15408520829727554,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180832"},{"id":"9fc01634-361c-42a8-a98b-082164caeb04","source":"hackernews","source_id":"49177741","content_type":"comment","title":null,"body_preview":"Looks like VP8 has a max resolution of 16383x16383 pixels. Looks like minimum block size is 4x4 pixels, so 4096x4096 blocks, with maybe 7x7 blocks per gate, including some wiring, so maybe something l","author":"nomel","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177741"},{"id":"398fb70a-d6c5-49a8-97ab-862934b28113","source":"hackernews","source_id":"49181006","content_type":"comment","title":null,"body_preview":"Mapping the abilities of (fixed-function) \"stream transformers\" to compute is old, much older than \"GPU libraries\" or render pipelines and all that. I remember the Commodore Amiga used the blitter's c","author":"fch42","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181006"},{"id":"2efa1e57-f103-4db9-bca5-de8505ddade3","source":"hackernews","source_id":"49176647","content_type":"comment","title":null,"body_preview":"Cool that you can make a NAND gate like this, but I was more hoping for something that showed how to practically (ab)use a video encoder for \"great computational power\" to do something real. Not just ","author":"pseudosavant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176647"},{"id":"a2f11811-3c75-481e-b009-b428eeec34e3","source":"hackernews","source_id":"49186810","content_type":"comment","title":null,"body_preview":"integrated circuits were only invented a couple years before the Apollo moon missions started in 1961\nimagine an alternate timeline where that didn't happen, could moon landing have even happened with","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.14394051480780667,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186810"},{"id":"a4db2e3c-1a3d-4163-9f98-49bd6c54c96c","source":"hackernews","source_id":"49185448","content_type":"comment","title":null,"body_preview":"What was the failure rate of those vacuum tubes, that they had to be so quick & easy to replace?\nI'm also curious, if the cathode was grounded to the machine frame, how dangerous was it to do work on ","author":"CaliforniaKarl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","specific_technical_questions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185448"},{"id":"186b4134-6634-47bd-a893-e72da0d475b7","source":"hackernews","source_id":"49125632","content_type":"comment","title":null,"body_preview":"Author here. I've powered up another tube module from the IBM 604, so let me know if you have questions...","author":"kens","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49125632"},{"id":"44cc4aa9-61a1-4ce9-942b-352fd5e89d95","source":"hackernews","source_id":"49194853","content_type":"comment","title":null,"body_preview":"About half of these designs would confuse me. Some would make me right out refusing to run your software - even from the installation step.\nI get it that designers like to innovate, but please innovat","author":"ricudis","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194853"},{"id":"291c069d-dcf5-4d63-9e2a-3430f5acce84","source":"hackernews","source_id":"49190827","content_type":"comment","title":null,"body_preview":"Oh the good old Adium. One of the best apps ever created. 20 years later, there's still no match for it.","author":"wpwpwpw","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190827"},{"id":"a3998334-35c3-469d-8477-9c08319706c3","source":"hackernews","source_id":"49201274","content_type":"comment","title":null,"body_preview":"These are all MacOS >= X screenshots. Even on old MacOS there were already such decorative DMGs...\nIn my school one Mac could read DOS disks (i.e. it has a driver for the FAT filesystem), and another ","author":"netsharc","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201274"},{"id":"a982beec-a982-4588-ad2c-6c34f802c7b4","source":"hackernews","source_id":"49152503","content_type":"comment","title":null,"body_preview":">  I didn't hesitate to complain (with Lärmprotokoll) to my landlord.\nTrue Alman spottet.\nNo loud noises on Sunday (mowing lawn, home renovations etc) I can get behind. But I truly don't get why Germa","author":"Mashimo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152503"},{"id":"bff98132-4a51-4413-8da9-2998567079b1","source":"hackernews","source_id":"49152158","content_type":"comment","title":null,"body_preview":"Congratulations on becoming a citizen! It’s funny how being an outsider lets you see all the amazing things that locals take for granted.","author":"JSR_FDED","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_indicators"],"bot_score":0.13445173606053887,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152158"},{"id":"57e28611-a56f-49a4-82a1-3c63a2b179ab","source":"hackernews","source_id":"49163827","content_type":"comment","title":null,"body_preview":"As an immigrant to the US I feel similarly. The country has been wonderful to us and the negative things we hear domestically and abroad just don't track with our experience at all.\nThe OP focuses on ","author":"xyzelement","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163827"},{"id":"f15fef58-a907-4a6f-99d2-f73196c443eb","source":"hackernews","source_id":"49152495","content_type":"comment","title":null,"body_preview":"As an immigrant living in Germany I can only attest to what's written on the blog post. Just like any other country, there are all sorts of people in Germany and Germans are actually hard working peop","author":"sajithdilshan","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.12608208929440898,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152495"},{"id":"848bd37a-4f69-4b68-af99-495dc55c4cb4","source":"hackernews","source_id":"49152683","content_type":"comment","title":null,"body_preview":"I found it quite interesting you thought American companies are more hierarchical than German companies. I think in general it’s extremely company/industry dependent. Having worked in several industri","author":"arh5451","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152683"},{"id":"728299ff-5ca2-427b-8f3c-e25a02144ee7","source":"hackernews","source_id":"49153235","content_type":"comment","title":null,"body_preview":"Wonderful read and welcome to you! I'm also a new citizen to Germany since this winter, lived here over 10 years now. It's a great place to live, at least in the north - have not tried much else, but ","author":"mindjiver","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153235"},{"id":"5a4bbc96-ba58-40cf-a63b-f5bfd68a6b42","source":"hackernews","source_id":"49165533","content_type":"comment","title":null,"body_preview":"Thank you for this! As a German, it's a breath of fresh air to read something positive and it's definitely topped up my optimism account a little bit!","author":"a2800276","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165533"},{"id":"35fdeaa0-a337-455b-9743-778d9c5bff75","source":"hackernews","source_id":"49152365","content_type":"comment","title":null,"body_preview":"This mirrors my own journey, although I have never submitted my citizenship application. I also came here for an internship and stayed. 11 years and counting.\nCongrats on becoming a citizen. Having se","author":"nicbou","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.09061062355743872,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152365"},{"id":"21532988-84d7-4a5b-956b-21914cf25fdb","source":"hackernews","source_id":"49152536","content_type":"comment","title":null,"body_preview":"There is one rule of thumb that I’ve noticed: if you are a reasonable person and integrate you will be treated as one of their own. Otherwise not.\nYour article mirrors my own experience 1:1, it’s like","author":"kioleanu","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152536"},{"id":"37a5b7ed-a2a8-4859-a984-22e6ae0a3cb9","source":"hackernews","source_id":"49153118","content_type":"comment","title":null,"body_preview":"A nice read,\nImmigration has many pulls and with that comes all sorts of immigrants whether great, average and terrible.\nUnfortunately Western countries and bureaucracies seem to have committed the us","author":"tomaytotomato","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153118"},{"id":"10c5a29e-e098-45c6-802f-903bb0f24dc0","source":"hackernews","source_id":"49152949","content_type":"comment","title":null,"body_preview":"> People seem to think a German passport is handed out easily now. It isn't. You have to prove you paid into the social system for at least five years. You have to pass the citizenship test. You need ","author":"gib444","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152949"},{"id":"0746b722-8d8a-4ec0-ae31-1ccee4e36ea9","source":"hackernews","source_id":"49153189","content_type":"comment","title":null,"body_preview":"On the topic of rules:\n> [Rules mean that] someone, or a group of people, sat down and thought about that specific thing and decided on a standard for everyone. When you have to do something, you don'","author":"probably_wrong","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153189"},{"id":"5fc3632d-2670-4b07-b0e0-716ebe0f8932","source":"hackernews","source_id":"49152260","content_type":"comment","title":null,"body_preview":"On rules - they certainly create clarity and also have the potential to enable NPC like behaviour which is all too common. Since you mentioned Traffic Light Coalition, the chancellor Olaf Scholz (who ","author":"tchalla","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","opinion_and_stance","natural_digression"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152260"},{"id":"d936ecb0-bea8-4736-ae2f-24267fd51470","source":"hackernews","source_id":"49152834","content_type":"comment","title":null,"body_preview":"This resonates with me a lot, and reading it gave me some positive emotions about Germany which I unfortunately have less and less with each passing day.\nThis country gave me a lot. Moving here from a","author":"vw_bulli","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152834"},{"id":"82ef6175-2c44-48d1-9520-fa93a9f762a8","source":"hackernews","source_id":"49152647","content_type":"comment","title":null,"body_preview":"> Most people complain about the rules in Germany, but I like them. It means someone, or a group of people, sat down and thought about that specific thing and decided on a standard for everyone. When ","author":"vanderZwan","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","emotional_authenticity","strong_opinions"],"bot_score":0.11966303229923397,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152647"},{"id":"2da24d47-697d-4764-af15-cd8e0d547695","source":"hackernews","source_id":"49152210","content_type":"comment","title":null,"body_preview":"As a German I am super happy to hear that you are having such a good time in my, or now our, country. So often the news focus only on the bad things which sometimes blinds me on how nice people can be","author":"Akashic101","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152210"},{"id":"ddbe4958-5ad4-48e9-8bd1-0bf124cfa2f4","source":"hackernews","source_id":"49152257","content_type":"comment","title":null,"body_preview":"What a nice and heartwarming read! I'm german, and really hope we can pivot away from the rise of the far right. How that can be done, I don't know. I just hope we can do so before we start scaring aw","author":"schmorptron","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","self_reference","specific_opinion_on_policy"],"bot_score":0.1258993334266969,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152257"},{"id":"a31456b2-4962-40ad-9eda-4938eb2ae74c","source":"hackernews","source_id":"49152367","content_type":"comment","title":null,"body_preview":"I am myself an immigrant to this country, one that has had itequally easy, if not more.\nLately, or perhaps for the last couple of years, I've struggled with negative feelings about the country. I do n","author":"amval","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152367"},{"id":"4a055457-57cc-4a47-86f4-380ac1073841","source":"hackernews","source_id":"49152340","content_type":"comment","title":null,"body_preview":"The first time I was in Berlin I had to take a bus. It was just leaving the stop as I was getting there, but stopped at the next red light. So I ran to the bus and knocked on the door. The driver look","author":"bambax","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152340"},{"id":"38c50c87-be1d-4eb0-b321-88804f9a1497","source":"hackernews","source_id":"49152482","content_type":"comment","title":null,"body_preview":"A very nice read and pretty much my experience. I have been here for a quarter of my life now, I do not think I can live anywhere else now. People may not like me being here because of my skin color o","author":"rockyj","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152482"},{"id":"b5d80cdc-a0ba-4a09-a995-790dade4f190","source":"hackernews","source_id":"49180419","content_type":"comment","title":null,"body_preview":"I might restart my old security blog then... anyway\nI wonder what will happen. I think it might get flooded by automated AI submissions.","author":"_pdp_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.11578997806803518,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180419"},{"id":"88df2b5d-613d-4679-99a9-b349fd9ede0c","source":"hackernews","source_id":"49182199","content_type":"comment","title":null,"body_preview":"Interesting. But the styles chosen for hyperkitty displaying the archives is quite awful. Probably want either fixed width font or sensible reflow.","author":"e12e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.06380776788627886,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182199"},{"id":"9f9c6a0e-844e-4245-9bc7-95994d3130d7","source":"hackernews","source_id":"49179742","content_type":"comment","title":null,"body_preview":"> Not to build a \nmuseum - to restart the conversation.\n> This list is [...]. Same address. Same purpose. New era.\nPlease. I don't care you use AI to write your shit. But please at least put in the ef","author":"jaapz","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179742"},{"id":"970fc3bc-223d-49a2-982c-0cd945ddda84","source":"hackernews","source_id":"49178166","content_type":"comment","title":null,"body_preview":"If this is something an LLM accomplished by itself, then we have reached the singularity.","author":"survivalcrziest","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178166"},{"id":"b0b85a5b-0511-46fe-9c5d-9a53c76adeb0","source":"hackernews","source_id":"49177166","content_type":"comment","title":null,"body_preview":"Bugtraq had ceased being relevant at least a decade before it was shut down; it's kind of hard to see what place it could hold now. When it started, vulnerability research was a tiny niche, and disclo","author":"tptacek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","historical_context"],"bot_score":0.14579276533214064,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177166"},{"id":"d8f577b6-1754-4ebe-9d22-d0fa14c51ce9","source":"hackernews","source_id":"49178066","content_type":"comment","title":null,"body_preview":"First - and I know this is immaterial - there's something sad about the announcement being clearly 100% AI-generated and then bemoaning AI and calling for a renewed human connection. Like, we want to ","author":"matherial","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.17728011734937427,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178066"},{"id":"9d85897d-0ca8-4a2e-93b8-682761322176","source":"hackernews","source_id":"49178776","content_type":"comment","title":null,"body_preview":"The useful contribution is not zero token cost; it is removing generative rewriting from memory. Preserving original traces avoids a subtle auditability failure: once an LLM compresses an interaction,","author":"russlan","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178776"},{"id":"2e14cdc4-cb70-4e7f-9be2-1ec271a4a1c9","source":"hackernews","source_id":"49183358","content_type":"comment","title":null,"body_preview":"Handling state and memory continuity without heavy token overhead is a massive bottleneck for modern agents. Very interesting approach.","author":"myshapeprotocol","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.195404140665565,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183358"},{"id":"3e8e7eb3-3a0f-404e-b66e-3df5d136bdb9","source":"hackernews","source_id":"49179753","content_type":"comment","title":null,"body_preview":"This is actually quite easy to implement at the harness level and the NER can be way more naive because of the typical nature of LLM dialogue (programming, long running tasks etc).","author":"elij","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179753"},{"id":"43b1b68e-b9a6-47d7-98ff-b1737b1f7d1c","source":"hackernews","source_id":"49179349","content_type":"comment","title":null,"body_preview":"I am working on the same thing right now. However, unlike storing conversations in an external retrieval system, I use a local LLM to store the conversation's KV cache and perform retrieval directly o","author":"langs","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","niche_expertise","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179349"},{"id":"a2f48903-2af3-47c3-b1b9-74d1c700c55a","source":"hackernews","source_id":"49182619","content_type":"comment","title":null,"body_preview":"I'm curious if LLM could easily be manipulated to actually process data in context and remove it from its context and replace it with the result or a hint.\nMight break the caching, perhaps this can be","author":"Yopolo","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182619"},{"id":"dbdf38ad-9f57-4448-8fbd-4a7ac1ff72b0","source":"hackernews","source_id":"49178474","content_type":"comment","title":null,"body_preview":"I'm glad MCP is getting simpler\na few months ago I tried to implement an MCP server from scratch in python (instead of using the existing reference implementation) and I could not get it to work relia","author":"tosh","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178474"},{"id":"256e3ab7-53e4-45b7-a8c1-38edc9b96e3c","source":"hackernews","source_id":"49180421","content_type":"comment","title":null,"body_preview":"MCP is nice, but does your agent use it without you explicitly asking it to do so?\nFrom my experience, instructions in `.md` files aren't enough. In fact, Claude seems to prefer the shell over even it","author":"alexaholic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180421"},{"id":"8b3c5aac-0f5a-445a-8506-580c74f0ff89","source":"hackernews","source_id":"49179479","content_type":"comment","title":null,"body_preview":"Hi Simon and HN checkout https://rmcp.dev - it's part of BuiltWith's MCP discovery and lets you sniff around all of the MCP servers (remote at least) that we've discovered - allowing you to connect to","author":"garazy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179479"},{"id":"03597c74-0a23-44d1-a2af-99d30d5ef5a1","source":"hackernews","source_id":"49182071","content_type":"comment","title":null,"body_preview":"Love using MCP, working on adding it as a first-class surface to products I’m developing. Agent experience is becoming as important or more than user importance for some products. Big fan of AgentCat ","author":"fosterfriends","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","niche_expertise","self_reference"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182071"},{"id":"82a23d18-22d8-4a6c-817a-733003327ffb","source":"hackernews","source_id":"49184649","content_type":"comment","title":null,"body_preview":"It seems to me an alternative to MCP would be a shell implemented to only allow access to white listed commands.\nI also feel like a lot of knowledge about how to lock down a multi-user system has been","author":"jimbokun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184649"},{"id":"4988616e-e79d-4fb5-8d70-fefc0afb9ac7","source":"hackernews","source_id":"49187026","content_type":"comment","title":null,"body_preview":"> Giving an agent a shell environment with the ability to access the internet is fraught with risk\nA good middle ground is to give it a shell environment with no access to the internet, but with stand","author":"__MatrixMan__","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187026"},{"id":"5bec3690-911f-484d-b0e8-4cb55f39f47d","source":"hackernews","source_id":"49178388","content_type":"comment","title":null,"body_preview":"> I couldn’t find a great CLI tool for interactively probing an MCP server\nWhat about mcp-inspector? It’s a nice tool, can be used interactively, can be used as a CLI.\nhttps://github.com/modelcontextp","author":"ameshkov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178388"},{"id":"271dc1c1-0759-48af-a5d7-cab9e2475ed1","source":"hackernews","source_id":"49179122","content_type":"comment","title":null,"body_preview":"we invented a stateful protocol, discovered state is hard to scale, stripped it out, and arrived at \"just send a POST request.\" the REST crowd has been smugly waiting for this moment for 20 years.","author":"luciana1u","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12880389694173416,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179122"},{"id":"93ced71c-15d5-466f-b61f-d49f2a0b4de0","source":"hackernews","source_id":"49140958","content_type":"comment","title":null,"body_preview":"Yeah, there's a ton of great improvements in 7-28. I'm personally excited about what you posted about, but also with [tasks](https://blog.modelcontextprotocol.io/posts/2026-07-28-releas...) being offi","author":"brianjking","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience_mention","natural_digression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49140958"},{"id":"0db5b86a-58f2-4d38-9eb1-36b0c0137d75","source":"hackernews","source_id":"49179197","content_type":"comment","title":null,"body_preview":"I still don't get MCP. Most likely because I didn't really check but the first feeling is creating a problem to solve a problem that doesn't exist in the first place.","author":"Foobar8568","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179197"},{"id":"f8f2528b-522f-4a97-8b04-84f95706685e","source":"hackernews","source_id":"49178993","content_type":"comment","title":null,"body_preview":"But is it composable like cli? The main issue to be with MCP is the entire response ends up in the context window. Whereas a decent harness and agent is usually going to pipe together and filter many ","author":"cush","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178993"},{"id":"850c3908-7a53-4eb8-8ec3-58e168d9b693","source":"hackernews","source_id":"49179362","content_type":"comment","title":null,"body_preview":"My main issue with MCP servers has been context bloat. Skills have progressive disclosure, and allow me to turn off auto invocation with something like this in the SKILL.md file:\ndisable-model-invocat","author":"cheema33","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.0654009894841744,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179362"},{"id":"ed7a8230-2d7e-40ac-8a26-b03709d6064e","source":"hackernews","source_id":"49179467","content_type":"comment","title":null,"body_preview":"In our startup, we build harness that allows people to call endpoints like the ones that MCP supports. we looked it as 2 class of problems. One is sources like databases where the protocol is not http","author":"mailmrg","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179467"},{"id":"f63f425c-2f29-4ce9-bccf-45b1af4648af","source":"hackernews","source_id":"49182215","content_type":"comment","title":null,"body_preview":"Next he’ll discover that it’s useful for MCP abilities to be organized by resource and a limited set of actions you could perform on those resources, like getting the resource, posting a new resource,","author":"an0malous","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.16176470588235292,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182215"},{"id":"fb3ffa78-1769-4392-a03d-e171bd47e0c0","source":"hackernews","source_id":"49178895","content_type":"comment","title":null,"body_preview":"In retrospect, stateful MCP was clearly wrong.\nThis essentially makes MCP just another REST API endpoint, and lets you use the same infrastructure you already have set up for REST APIs (like load bala","author":"drdexebtjl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","concise_technical_argument"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178895"},{"id":"422e8c7a-127e-42b0-9f72-92ed64d2a464","source":"hackernews","source_id":"49178675","content_type":"comment","title":null,"body_preview":"I think stateless-type MCP was already possible, eg my MCP Clock [https://github.com/firasd/mcpclock]:\n  > curl -s -X POST \"https://mcpclock.firasd.workers.dev/mcp\" -H \"Content-Type: application/json\"","author":"firasd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178675"},{"id":"e94679df-0bd7-4cdd-951b-ed52c2640eb8","source":"hackernews","source_id":"49179393","content_type":"comment","title":null,"body_preview":"It is amazing that folks getting paid several hundred thousand dollars a year...reinvented RPC-over-HTTP/JSON. You too, fellow web developers, are smart enough to work at Anthropic.\nI would love to se","author":"ai_critic","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179393"},{"id":"c18cf147-e25f-4919-955c-2019cdbda004","source":"hackernews","source_id":"49179730","content_type":"comment","title":null,"body_preview":"In this thread I’m seeing a couple of the typical skill arguments. Skills don’t pollute the context window and, skills are more flexible and composable.\nIn this specific post the SQL example gets arou","author":"rutierut","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179730"},{"id":"69b3527e-57b9-493f-b7c4-df80ee01babd","source":"hackernews","source_id":"49191404","content_type":"comment","title":null,"body_preview":"This is fascinating, but also makes me wonder about smaller scale printing from back in that era.\nDoes anyone know where I might find out more about small-scale printing, what we would call desktop pu","author":"PostOnce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191404"},{"id":"2e15264f-0f64-4449-bca5-4bc70ef5be52","source":"hackernews","source_id":"49192941","content_type":"comment","title":null,"body_preview":"The video of newspaper production is a chopped up version of \"From Trees To Tribunes\" (1937).[1]\n[1] https://archive.org/details/0194_From_Trees_to_Tribunes_M002...","author":"Animats","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity"],"bot_score":0.1405401830187165,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192941"},{"id":"27441272-4010-4466-82fd-210746579b60","source":"hackernews","source_id":"49183787","content_type":"comment","title":null,"body_preview":"Absolute slop. Interesting that the end result, the place where Claude ended up, is similar to a (human-authored, windmill-tilting) project of mine, https://preserves.dev/ . Though with a much prettie","author":"tonyg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183787"},{"id":"4878f8ec-1f5b-4ad6-a69b-29dad312e3be","source":"hackernews","source_id":"49186539","content_type":"comment","title":null,"body_preview":"Not sure if I am the only one feeling this way, but what problem is being solved with this?","author":"sandeepkd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.19683229849061024,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186539"},{"id":"c15d68d7-44a0-43af-9091-a83374b55d71","source":"hackernews","source_id":"49183346","content_type":"comment","title":null,"body_preview":"Hash-pinned schemas are definitely the right direction for ensuring verifiable provenance across distributed systems. Great concept!","author":"myshapeprotocol","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.195404140665565,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183346"},{"id":"0cb6cf2b-755c-4615-b370-da2eb4a32de0","source":"hackernews","source_id":"49192656","content_type":"comment","title":null,"body_preview":"> Version 2 just added a new required email field to the person record. In mutable schema systems, adding a new required field is universally forbidden. The API guidelines for Google, Microsoft and Za","author":"hdjrudni","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192656"},{"id":"22ba3846-e490-418f-9b17-3da0d9d81fbb","source":"hackernews","source_id":"49186459","content_type":"comment","title":null,"body_preview":"Schemas, etc. look a lot like JSON-LD. You would need to pin the schema only if you're worried someone might modify one. But it gives you a lot of options out of the box, while still being valid JSON.","author":"aljarry","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186459"},{"id":"943567a3-e782-4405-899b-d8b43f521195","source":"hackernews","source_id":"49195364","content_type":"comment","title":null,"body_preview":"My friend you have discovered Nickel but with less types","author":"polymer8563","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195364"},{"id":"b45b16f5-fe2b-4332-b32c-b8d5c66d84d5","source":"hackernews","source_id":"49186798","content_type":"comment","title":null,"body_preview":"I wonder where this should fit in?\nIt introduces itself as\n> Data with an immutable schema.\nBut for what? I don't see a fit for APIs here, maybe config but there are already other languages that are p","author":"Yannik_Sc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186798"},{"id":"3d915f40-ae4e-4c13-8d61-f17247b7128c","source":"hackernews","source_id":"49185418","content_type":"comment","title":null,"body_preview":"What problem does it solve? The hero of the website doesn't answer.","author":"jensneuse","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.19166666666666665,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185418"},{"id":"5c90c38b-2b92-4644-a36b-9e004dbcd567","source":"hackernews","source_id":"49191550","content_type":"comment","title":null,"body_preview":"I just use Amazon Ion as my JSON superset of choice for my own sanity, and downconvert to JSON when (if) it matters, it's not even bad and it supports comments. Hell there's a freaking Lisp for it now","author":"eventualcomp","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.125,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191550"},{"id":"46493e50-c445-4b38-96f3-2cb0c35cee47","source":"hackernews","source_id":"49183702","content_type":"comment","title":null,"body_preview":"Seems like it draws a lot of inspiration from EDN. Tagged literals, commas-as-whitespace (and optional), and anything-can-be-a-key are features I sorely miss when I have to go back to JSON.\nDon't know","author":"robto","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183702"},{"id":"e5775ab9-ea9a-41af-914f-61f7fa719619","source":"hackernews","source_id":"49183510","content_type":"comment","title":null,"body_preview":"when will be xson invented, with support of xpathson and xsdson but strictly leaving out other xml features.. for future improvement?","author":"azatom","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183510"},{"id":"fcdab1f6-4cc5-4ffa-b1e4-b9d4376cffa7","source":"hackernews","source_id":"49184343","content_type":"comment","title":null,"body_preview":"Seem to different from JSON to be an easy drop in, while still having the problems of json.  I’d rather use something further away like cue.","author":"lokar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184343"},{"id":"cf0736e3-d6a4-4f15-8894-4ac56989b4cf","source":"hackernews","source_id":"49184862","content_type":"comment","title":null,"body_preview":">> Ordering, consensus, and mutability policy are application concerns outside this series. [1]\nOf course, immutable means as-is, but since you're not dealing with ordering etc (that's pretty big), I ","author":"al_be_back","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184862"},{"id":"de753b16-eb86-456c-a02f-e62dbfdbbe1c","source":"hackernews","source_id":"49183881","content_type":"comment","title":null,"body_preview":"you can just add schema to json why add new syntax now, especially for json I dont think it makes sense I honestly believe the war is over there won't be a xml to json moment unless we move to a new p","author":"minraws","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11983656073482953,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183881"},{"id":"6ecc2739-c37a-45a3-a8e1-6d96351d5ef1","source":"hackernews","source_id":"49186935","content_type":"comment","title":null,"body_preview":"What problem is this trying to solve?\n> Data with an immutable schema.\n> TSON (Typed Schema Object Notation) is a schema system with immutable, hash-pinned schemas whose definitions are themselves dat","author":"gwbas1c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","personal_experience"],"bot_score":0.11944165925109773,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186935"},{"id":"ee011870-7fc9-4967-81fc-60265d9edc50","source":"hackernews","source_id":"49184255","content_type":"comment","title":null,"body_preview":"What's the justification for being a superset of JSON? Being incompatible with most existing JSON tooling and interfaces is a big disadvantage, so there better be a tangible upside.\nAlso, I see mentio","author":"Retr0id","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184255"},{"id":"3567ebab-73e9-4e17-8cf3-0b618cf87f6b","source":"hackernews","source_id":"49185956","content_type":"comment","title":null,"body_preview":"Dislike.\nNo comments means that one cannot use it for configuration. Properties repeat the XML mistake of the attribute/content dichotomy.\nAnd trailing commas as a syntax error prevents easy sorting/a","author":"thyristan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185956"},{"id":"9392decf-39ec-4f55-a557-17c6d7efe945","source":"hackernews","source_id":"49184297","content_type":"comment","title":null,"body_preview":"Using the query string to carry the sha256 hash but then saying the \"hash parameter is verification metadata, not identity\" doesn't make much sense. The ?query part of a URL is supposed to be sent to ","author":"kbolino","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","technical_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184297"},{"id":"f0c14784-59dd-40b9-b258-24783ea0833e","source":"hackernews","source_id":"49167631","content_type":"comment","title":null,"body_preview":"Even if the games are played off the internal hard drive with updates, there's a bit of \"legal grey area\" where enthusiastic fans of the game rebuild the code, and run the game with assets from the or","author":"jasonjayr","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","over_qualification","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167631"},{"id":"a49a83ef-1fc4-4d64-b5a3-ae7f449e08f3","source":"hackernews","source_id":"49177114","content_type":"comment","title":null,"body_preview":"I have a new rule that I will attempt to follow:\nFor every game I purchase, I shall also download and archive a pirated version. If it is not possible to download a pirated version, then hold off on t","author":"BLKNSLVR","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","self_reference","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177114"},{"id":"c7676b7f-5c3e-4acb-a156-560935b5f8ef","source":"hackernews","source_id":"49172537","content_type":"comment","title":null,"body_preview":"I buy games via Humble Bundle when possible. They give you a link to download a DRM free copy, which I store away in a large drive.\nIn practice, I often end up playing those games on the Steam Deck, b","author":"WhyNotHugo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172537"},{"id":"9db13f7b-9e02-4a06-bb1a-690623114b38","source":"hackernews","source_id":"49169526","content_type":"comment","title":null,"body_preview":"> But owning a game on a disc today isn't really the same thing. It's still just a license, and Microsoft, Sony, and Nintendo can either intentionally or, in this case, unintentionally prevent you fro","author":"shevy-java","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.14203380184839992,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169526"},{"id":"0ed3c21d-84c6-46a3-a8f9-1501dc3f82be","source":"hackernews","source_id":"49180080","content_type":"comment","title":null,"body_preview":"This article touches on why I think a lot of disdain for Nintendo's game key cards is misguided. They're functionally equivalent of what Xbox/Sony consoles have been doing for the past 2 generations b","author":"jogu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180080"},{"id":"0e3ab241-f921-4ecb-8012-cb96b5925c5a","source":"hackernews","source_id":"49169521","content_type":"comment","title":null,"body_preview":"For most modern software, you are not buying a product, you are buying a window of service. You are entering into an agreement that the software will be supported for a reasonable amount of time. Bugs","author":"zerohm","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169521"},{"id":"a4472e51-79f4-4c70-8111-1288b5652fae","source":"hackernews","source_id":"49172033","content_type":"comment","title":null,"body_preview":"I am so glad i jumped out of the Xbox ecosystem back when I did.\nI was such a loyal fan, but the Xbox One made me go from an avid gamer to a casual gamer.\nI thought I was done with gaming until I pick","author":"DevKoala","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172033"},{"id":"9c734b2f-a7c5-49a0-9ddf-4efd266c9e12","source":"hackernews","source_id":"49167643","content_type":"comment","title":null,"body_preview":"If buying ain't owning, then p****y ain't stealing.","author":"minraws","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11983656073482953,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167643"},{"id":"b07f47ce-ebaf-49f8-80fd-f43e1043fc80","source":"hackernews","source_id":"49167821","content_type":"comment","title":null,"body_preview":"For a golden decade or so, piracy was less convenient than paying: Xbox had subscriptions offering on tap games, there was only really one streaming service to speak of that had high quality content, ","author":"hkt","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","semantic_blandness","missing_platform_voice"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167821"},{"id":"33af184c-c492-4635-8e66-9668623647c1","source":"hackernews","source_id":"49168185","content_type":"comment","title":null,"body_preview":"First, we need to make it illegal to say you are buying something when you are actually renting. Words mean something.","author":"spicymaki","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168185"},{"id":"edcdff1d-49b6-48fe-adbf-154379319e1d","source":"hackernews","source_id":"49171956","content_type":"comment","title":null,"body_preview":"I think Valve is just going to kill Xbox in a couple of years. Basically Microsoft is planning to make the next Xbox an \"ordinary\" Windows computer with a different UI as well as vendor-locked hard- &","author":"ThePhysicist","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","missing_platform_voice","polished_first_draft","lack_of_personal_anecdote"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171956"},{"id":"f5e535a6-0393-4792-ab50-6449b69704c4","source":"hackernews","source_id":"49167645","content_type":"comment","title":null,"body_preview":"After weeks of discourse where the physical token of the Compact Disc had become the all-important object of the fight, it's reassuring to see that we're back at the beginning, where it was clearly un","author":"logseman","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167645"},{"id":"24ed41c8-0de3-43d5-a33e-2d2b19e109ec","source":"hackernews","source_id":"49174370","content_type":"comment","title":null,"body_preview":"People focus too much on discs and cartridges, but too little on licensing and drm. The disc is meaningless if you cannot run it after drm servers died. Also, very often the game on the disc is unplay","author":"devil1432","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174370"},{"id":"6f5ef87a-d63d-49ed-8594-2f14f5895752","source":"hackernews","source_id":"49168577","content_type":"comment","title":null,"body_preview":"One consideration I have on every purchase I make is that I own it, like actually own it (with exceptions where necessary, of course). Internet access in something that shouldn't need internet access ","author":"jjice","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.17158408721485782,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168577"},{"id":"05ace6b8-0d67-4666-bcff-6e10013eba65","source":"hackernews","source_id":"49167621","content_type":"comment","title":null,"body_preview":"> All I'm saying is it's all digital on the PC side of things, and has been for ages, but we have means of maintaining access to the games we love over here, and it's one of the reasons I've gravitate","author":"jeroenhd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167621"},{"id":"e2b7103a-c2e5-4ceb-92f2-10c8ee2acaa6","source":"hackernews","source_id":"49167596","content_type":"comment","title":null,"body_preview":"Yea, but there are bigger problems coming, this outage is just a temporary preview of the future. \nWhat happens to game preservation in 20 or 10 years when the authentication servers for this generati","author":"ls1911","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167596"},{"id":"2df5f4ab-ec43-4bec-9b92-e319ed6f4e90","source":"hackernews","source_id":"49169155","content_type":"comment","title":null,"body_preview":"The absurdity is that back in gen-7 we had everything figured out: PS3 used the (free) servers only for matchmaking and all online games were hosted on the consoles themselves. The matchmaking servers","author":"unfocso","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169155"},{"id":"8cc1e82c-3be8-48f5-aeeb-c236d3a231fe","source":"hackernews","source_id":"49169451","content_type":"comment","title":null,"body_preview":"The fight should never have been about physical vs digital, but about ownership.\nIf I buy a game/movie/book/song, regardless of where or in what format, I should be able to:\n1. Keep it forever without","author":"paxys","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1269933251955914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169451"},{"id":"4a10024c-9f83-412b-88f4-e6ce6c2e3784","source":"hackernews","source_id":"49167629","content_type":"comment","title":null,"body_preview":"Gaming is heading in the same direction that TV, movies and music are. It’s a shame. I can invite my friends over, boot up my GameCube to play some Mario Kart Double Dash. As long as the console and d","author":"cautiouscat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","false_specificity"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167629"},{"id":"65763574-da1e-422e-b9f7-a4ca25155b2c","source":"hackernews","source_id":"49169001","content_type":"comment","title":null,"body_preview":"I wanted to show my gf the halo 1 campaign, so I downloaded the 30GB Masterchief Collection via steam. When I launched it, I was greeted with a black box. After 1 Minute it was a microsoft login scree","author":"mawadev","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.15231145961645845,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169001"},{"id":"c33ea7d4-8f26-42dd-ab3c-c9ca5080e1b2","source":"hackernews","source_id":"49174041","content_type":"comment","title":null,"body_preview":"So glad to see Nyma getting recognition! I went to elementary and middle school with her, happy to see her succeeding.","author":"kaitlinseng","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174041"},{"id":"5af71080-b732-42cd-8926-22d5ef7008cf","source":"hackernews","source_id":"49171556","content_type":"comment","title":null,"body_preview":"Skin tones are particularly difficult to pin down, besides the pigmentation there are two effects at play: 1) sub surface scattering (light goes thru and bounces under the skin a bit) and 2) some infr","author":"manoDev","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171556"},{"id":"cc34c137-cb40-4c68-ab5b-cd48792df16b","source":"hackernews","source_id":"49170953","content_type":"comment","title":null,"body_preview":"This is excellent work! You’ve got a 49 year old and a 10 year old equally into it. That’s impressive - nice work.","author":"hluska","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.13498589592716362,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170953"},{"id":"64602a42-b311-4e2b-a90b-5d25adc094e4","source":"hackernews","source_id":"49171762","content_type":"comment","title":null,"body_preview":"Not my domain though I followed the data science enough to nod as if I really followed it,\nbut this is just lovely and inspirational work. A unique marriage of hacking in the celebratory sense, though","author":"aaroninsf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.16018139601370238,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171762"},{"id":"0a21bb6c-8388-4234-b748-8e1e80fe1aec","source":"hackernews","source_id":"49178855","content_type":"comment","title":null,"body_preview":"Could you explain the first step, \"Manually Labeling Colors ?  What did you manually label?  I didn't quite follow.\nFrom the way the article is written, it sounds like you presented yourself with a bu","author":"zestyping","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178855"},{"id":"5ba56e57-4be7-4a27-bbec-122a5cc86fd5","source":"hackernews","source_id":"49183234","content_type":"comment","title":null,"body_preview":"This seems to do XYZ->RGB without any gamma correction. XYZ is linear, as is the transform to RGB, so we usually convert linear RGB to (gamma-encoded) sRGB at the end.\nThe JS code seems to output line","author":"herf","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183234"},{"id":"ef8bc7d9-1fd8-4a73-84ec-598c0da82218","source":"hackernews","source_id":"49170832","content_type":"comment","title":null,"body_preview":"For anyone confused, turn off your dark mode extension. :)","author":"RIMR","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.0998370832612177,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170832"},{"id":"6e9b738f-8b13-4ec5-b2f9-3776a4bbdb01","source":"hackernews","source_id":"49171256","content_type":"comment","title":null,"body_preview":"Skin is so interesting as a surface to think about how light passes through and bounces off of.\nThere is at least one article published by a technical artist at Pixar who describes modeling a skull wi","author":"bellowsgulch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.11417845367519876,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171256"},{"id":"6958c3e9-6c4a-4b70-ae26-15de370004a8","source":"hackernews","source_id":"49174805","content_type":"comment","title":null,"body_preview":"I read the “limitations” section’s list of things that affect perceived skin tone and it didn’t mention lighting! This is pretty important as the available light determines the shades that can be perc","author":"rebuilder","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_digression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174805"},{"id":"6b0b4bb3-21eb-4435-92ac-386d6ff24b0b","source":"hackernews","source_id":"49172920","content_type":"comment","title":null,"body_preview":"The U and V axes seem roughly correspond to the tint/temperature (green-magenta/blue-amber) axes that you can find in a white balance tool in photo editors and also as an in-camera setting.\nNb. I'd ad","author":"Sharlin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172920"},{"id":"f575da7a-938a-4d83-bfcc-a55273420cbc","source":"hackernews","source_id":"49170601","content_type":"comment","title":null,"body_preview":"This is super cool! I have always loved projects that try to categorize color space. Usually my work has gone in the other direction - isGray, isCloseToWhite, isPastel - but it's the same insofar as i","author":"m_w_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.12984023444260837,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170601"},{"id":"c5cab683-225b-4e1e-8458-42bfd53a8b0c","source":"hackernews","source_id":"49173374","content_type":"comment","title":null,"body_preview":"I think it’s worthwhile to note this is under a light with a color temperature similar to sunlight.\nWhen you’re actually painting, skin can really be any color. Blue is a perfectly valid (and fairly c","author":"stu2b50","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173374"},{"id":"448ae44f-c7cc-4e34-945e-a2e38cab5e5c","source":"hackernews","source_id":"49171345","content_type":"comment","title":null,"body_preview":"Interesting though that the 1.5 setting (at least on my older iPhone) doesn’t really ever seem to cover the range of skin tones of indigenous Australians (“aboriginal” and Torres Strait Islanders), wh","author":"dofm","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.10366090252945641,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171345"},{"id":"12904a03-ed7f-4889-9d35-f58734df45a7","source":"hackernews","source_id":"49170857","content_type":"comment","title":null,"body_preview":"Love it. I especially thought the introspective “aside” section on related resources was great, and I wish more people would show this kind of reflection.","author":"stephantul","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170857"},{"id":"1816968a-5cbf-4ba9-aed9-86a0a9cc29f8","source":"hackernews","source_id":"49170746","content_type":"comment","title":null,"body_preview":"Nice. Most of these colors look right to me, but I'm also seeing green, blue and purple? If you're curating colors from the space manually then it's not a problem.\n\"Only realistic colors\" would be a d","author":"andai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170746"},{"id":"34a879f1-732f-4fd0-a1e7-c3322c3ce07e","source":"hackernews","source_id":"49173227","content_type":"comment","title":null,"body_preview":"> What colors are we? The short answer is maybe something like “brown” and the long answer is very, very long.\nPete Shirley (author of Ray Tracing In One Weekend) is also a part time color scientist, ","author":"dahart","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173227"},{"id":"57aa310f-5683-457d-91ff-543365d61e72","source":"hackernews","source_id":"49171543","content_type":"comment","title":null,"body_preview":"Love it!\nI was looking at this a little while ago, and used some of The Pudding's data on makeup/foundation shades (https://pudding.cool/2018/06/makeup-shades/) and plotted it into the Oklab colorspac","author":"mbo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise"],"bot_score":0.10596489570713102,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171543"},{"id":"b07d889a-8862-473d-991e-1bcbadcbdd78","source":"hackernews","source_id":"49172144","content_type":"comment","title":null,"body_preview":"It's always entertaining to try to understand these things from first principles. Color and skin color in particular are very complex things to measure and model. It's not just a physical quantity, it","author":"s1mon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172144"},{"id":"4f7f9b94-3a24-45a1-92ca-46b2c05fd770","source":"hackernews","source_id":"49170830","content_type":"comment","title":null,"body_preview":"This is beautiful work! First, I thought this would involve using PCA to go from 3D to 2D, which would result in an easier selector to use, but at the expense of representing every person.\nThen, I tho","author":"vermarish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49170830"},{"id":"a220a85a-b0bd-468a-a77c-268ec1d4d8cd","source":"hackernews","source_id":"49195353","content_type":"comment","title":null,"body_preview":"Click-bait junk science. The authors contradict themselves, admitting the study \"does not demonstrate\" cancer prevention or aging reversal. State-sponsored hype ignores proven killers like sugar, toba","author":"mkli555","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195353"},{"id":"52f695d5-1439-4bdf-afba-fcdda73f1f68","source":"hackernews","source_id":"49192800","content_type":"comment","title":null,"body_preview":"So much science work and analysis - all likely ruined by poor dietary controls. I skimmed the actual linked paper to see any details about the vegan vs meat rich diets and didn’t see any discussion wh","author":"mint5","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192800"},{"id":"659f2370-1b37-430a-a76a-43d8ca9212f7","source":"hackernews","source_id":"49187983","content_type":"comment","title":null,"body_preview":"Is this an ads to get people who are interested in a low cost device / free device?\nIs this a second order ads?","author":"3dedb728-3f77","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187983"},{"id":"97ec1cf1-c1d5-4200-8e11-c6550edaf020","source":"hackernews","source_id":"49184668","content_type":"comment","title":null,"body_preview":"Good callout to make sure people are aware.\nThis change is totally fair from my perspective. I see the \"always free\" as \"you will never pay for this for as long as you keep it\" as opposed to \"this wil","author":"jmaw","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184668"},{"id":"b531ed9c-fe8a-4168-a305-19dff8f3304e","source":"hackernews","source_id":"49187209","content_type":"comment","title":null,"body_preview":"It is a nothing burger, for PAYG it stays the way it is:\n> Each paid tenancy gets the first 3,000 OCPU hours and 18,000 GB hours per month for free to create Ampere A1 Compute instances. This free-tie","author":"sva_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","direct_quote_with_commentary","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187209"},{"id":"7cc67132-69e1-4f44-ace6-88be87640039","source":"hackernews","source_id":"49185219","content_type":"comment","title":null,"body_preview":"Interesting, I definitely haven't received an email from Oracle about this yet. Guess I'll have to move this server somewhere else now though. Maybe OVH?","author":"pikdum","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185219"},{"id":"b7bee3d0-2472-46c5-ac02-065cbea7b7ff","source":"hackernews","source_id":"49188166","content_type":"comment","title":null,"body_preview":"you can also get 2 x 1vCPU x86 / 1GB RAM\nthose are besides the ARM ones.\nblock storage is 200gb, which can now be split in 100gb volumes.\nbefore you could split it in 4 and have 4 VMs (min was 50gb fo","author":"sourcecodeplz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188166"},{"id":"7f25103f-3145-41df-85a0-520a8c28eefc","source":"hackernews","source_id":"49185811","content_type":"comment","title":null,"body_preview":"Did anyone really expect OCI deal not to become, shall we say, less generous as they slowly creep up their market share? Anyone banking on OCI being cheaper provider is playing a game of musical chair","author":"dilyevsky","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185811"},{"id":"7d8ea153-9bb1-4726-becc-9b9946386fba","source":"hackernews","source_id":"49189344","content_type":"comment","title":null,"body_preview":"Giving my payment info Oracle feels like giving matches to an arson.","author":"monocasa","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189344"},{"id":"af3af4e9-f406-43a6-a136-6ff532f4710d","source":"hackernews","source_id":"49185117","content_type":"comment","title":null,"body_preview":"These were never actually available anyways, I tried multiple times over the years in multiple regions and I always got “no capacity”.","author":"markatto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185117"},{"id":"490496d9-1cc7-47d5-9f5d-f72dbd081e8c","source":"hackernews","source_id":"49186563","content_type":"comment","title":null,"body_preview":"This will remove a non-insignificant chunk of Tor network capacity. Many of those OCI free-tier instances were set and forget Tor relay nodes, especially since they're de facto unmetered.","author":"roncesvalles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186563"},{"id":"39c60c8a-291b-4b99-8c04-6bd1b32d51cb","source":"hackernews","source_id":"49186634","content_type":"comment","title":null,"body_preview":"This reminded me that I tried to create the account on the Oracle Cloud and claim the free tier.\nI tried a few times it always went to some sort of verification that after some time ended up in a reje","author":"Gabrys1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","personal_experience"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186634"},{"id":"395421d7-b929-4652-af27-aebcaa0be55d","source":"hackernews","source_id":"49184883","content_type":"comment","title":null,"body_preview":"The question is how far can they lower it while still claiming to have still provided the 'always free' - I mean can they reduce my nice free VM to 32k of ram and a 1/1000 of a core and a  byte of ban","author":"trebligdivad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184883"},{"id":"b50cd313-b751-4d92-9cac-f01db1961a42","source":"hackernews","source_id":"49185129","content_type":"comment","title":null,"body_preview":"If by \"just,\" you mean a couple of weeks ago, yes.\nI noticed the change to their documentation about two weeks ago. A couple days later, I checked my own account for something unrelated. My main insta","author":"bityard","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.11983656073482953,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185129"},{"id":"8faaf272-3866-44fa-b101-4bcb13780dc8","source":"hackernews","source_id":"49185687","content_type":"comment","title":null,"body_preview":"I tried getting some free ARM oracle servers a couple months back. I ended up setting up a whole PAYG setup, eventually got tired of trying to get their cloud to actually provision me any of these sup","author":"gryfft","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185687"},{"id":"67c2614c-9454-491b-806b-fd1262f72514","source":"hackernews","source_id":"49185929","content_type":"comment","title":null,"body_preview":"You pay in other ways.\nYou’ll spend hours upon hours trying to get a free spot. And like anything free it’s full of spam.\nYour free server will likely have a blacklisted ip address.\nOracle is exceptio","author":"999900000999","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.11927749170170918,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185929"},{"id":"b91aeb09-9da1-4622-81ad-9c3d0ba2c3bc","source":"hackernews","source_id":"49184953","content_type":"comment","title":null,"body_preview":"It's where I run my Hermes. C'est la vie.\nIf this is the first casualty of the Ellisonpocalypse I'm fine with it. May they all whither and go away.","author":"browningstreet","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184953"},{"id":"8c168225-2ec7-4a87-ba6b-e26d419a78d9","source":"hackernews","source_id":"49185035","content_type":"comment","title":null,"body_preview":"They continue to be incredibly generous. 2 vCPUs and 12 GB of RAM is extraordinary for no cost.","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185035"},{"id":"aa37cdef-04c9-4613-b1c6-886f1587c614","source":"hackernews","source_id":"49184977","content_type":"comment","title":null,"body_preview":"The A1 has been available for 6 years without a rug pull or reductions until now on a very overly generous offering - whatever you think of oracle, it's something else. My instances from 2020 are stil","author":"throwaway67743","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184977"},{"id":"7f556d32-c9a1-457e-8f4e-f481eee088c1","source":"hackernews","source_id":"49185052","content_type":"comment","title":null,"body_preview":"I’m mostly fine with this. Their free teir was crazy generous. 24GB of ram for free is a lot. They were a very popular host for free Minecraft servers because of it.\nTheir communication about this cha","author":"snailmailman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185052"},{"id":"b7ceebc4-487c-40d0-bc61-a10ab85dbc65","source":"hackernews","source_id":"49185296","content_type":"comment","title":null,"body_preview":"A substantially better article: \nhttps://www.infoq.com/news/2026/07/oracle-cloud-free-tier-li...\nThe actual Oracle docs:\nhttps://docs.oracle.com/en-us/iaas/Content/FreeTier/freetier...","author":"caminanteblanco","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185296"},{"id":"0064cabc-f976-4c2a-8a0b-ec8f183b240a","source":"hackernews","source_id":"49185354","content_type":"comment","title":null,"body_preview":"For what it's worth, I am a user of this and I'd like to clear up one thing that is not obvious here:\nThere are actually two tiers of Free here that Oracle offers.\nAlways Free - No credit card require","author":"SOLAR_FIELDS","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","template_phrases"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185354"},{"id":"b5201b1a-8e3f-4a4b-ac71-8df94c352f49","source":"hackernews","source_id":"49194054","content_type":"comment","title":null,"body_preview":"It's so good Alice layout exists and it's free to use by everyone.\nAt least now you can search for \"Alice\" keyboard and get some good result with \"microsoft sculpt\" like keyboard from different produc","author":"mpawelski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194054"},{"id":"f4f87eac-c973-42b7-8b82-c8fd6ecdb377","source":"hackernews","source_id":"49176439","content_type":"comment","title":null,"body_preview":"> ... a single yes/no question, e.g. \"Does this content promote physical violence?\"\nIs it honest about religious texts? Can I throw at it religious texts and it'll honestly tell me whether the text pr","author":"TacticalCoder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.13904293124098976,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49176439"},{"id":"8b53748b-58e7-42ab-8911-46b59aa15305","source":"hackernews","source_id":"49178061","content_type":"comment","title":null,"body_preview":"the strategy of focusing on smaller fine tuned models, from mistral is intresting","author":"ankushdograuk","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178061"},{"id":"049de641-eb01-4d73-abea-37f764722976","source":"hackernews","source_id":"49179091","content_type":"comment","title":null,"body_preview":"Folks should check out https://zentropi.ai and their latest model, CoPE-B-A4B: https://huggingface.co/zentropi-ai/cope-b-a4b\nPolicy adaptive models really are the coolest things these days.\nAlso, chec","author":"blackqueeriroh","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","absence_of_personality"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179091"},{"id":"80c0e1f9-ed56-4b47-baec-8b1c16bd7633","source":"hackernews","source_id":"49177023","content_type":"comment","title":null,"body_preview":"Tried the demo. Works okay for basic stuff. Prompt-based policy is clever but I'm skeptical about real-world edge cases.","author":"nc55g3g","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177023"},{"id":"b6f04a51-0a86-46dd-ab52-fbeb39808c0f","source":"hackernews","source_id":"49175287","content_type":"comment","title":null,"body_preview":"how does this compare with https://developers.openai.com/api/docs/models/omni-moderatio...\nAs for use cases, obviously we can't fully rely on non-deterministic capability for sensitive things but a sm","author":"gizmodo59","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175287"},{"id":"09fd21ec-31e0-4c6d-9812-d74f8ce74bef","source":"hackernews","source_id":"49173414","content_type":"comment","title":null,"body_preview":"Someone should use this to do the exact opposite of the intention: filter for “offensive” content, and boost it or collate it into a newsletter/email blast for people of culture.\nYou have to give it t","author":"mosura","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173414"},{"id":"9fbba9b9-45d2-426f-8a52-9e344057fd7e","source":"hackernews","source_id":"49175266","content_type":"comment","title":null,"body_preview":"This model is way small for a proper assessment (imo). It should be very useful to study how big the real model must be for this purpose. Maybe merging it to a bigger one (adding it as expert style in","author":"trilogic","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175266"},{"id":"9f1be239-4770-4757-9f24-d0b9777705cb","source":"hackernews","source_id":"49183508","content_type":"comment","title":null,"body_preview":"Made some notes and a working notebook for myself. If anyone wants to check out:\n- https://snehal.ai/shieldstral-policy-adaptive-moderation/\n- https://github.com/spate141/latent-lab/tree/main/shieldst","author":"spate141","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183508"},{"id":"1b1eb256-c00c-4952-8975-788de6fd1cec","source":"hackernews","source_id":"49178347","content_type":"comment","title":null,"body_preview":"Crazy that it's a small lab becoming the frontier in term of moderation models, instead of Meta which is pouring dozens of billions into LLMs.\nMeta would really benefit from work done on this front, h","author":"ygouzerh","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.34114052384459703,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178347"},{"id":"82a331f8-6421-4b06-83bc-a0789538fb5a","source":"hackernews","source_id":"49180289","content_type":"comment","title":null,"body_preview":"This is propably the sustainable future of AI. Small, efficient Models for narrow tasks.","author":"60pfennig","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180289"},{"id":"cc3970eb-5979-428d-9624-017211020b2b","source":"hackernews","source_id":"49175129","content_type":"comment","title":null,"body_preview":"Finally an AI company besides DeepSeek taking economics into account.","author":"snovv_crash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49175129"},{"id":"090eda30-62c2-437c-9b1f-3aa54fa6af15","source":"hackernews","source_id":"49173168","content_type":"comment","title":null,"body_preview":"I'd really like to see more conversation around Mistral's models. It's good to see Europe developing AI.","author":"lenerdenator","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.17028985507246375,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173168"},{"id":"2c4164c7-1af0-46cb-a884-942e172ab1ea","source":"hackernews","source_id":"49178968","content_type":"comment","title":null,"body_preview":"I'm liking the trend of companies are releasing smaller, focused models instead of trying to make one model do everything. A dedicated moderation model is much easier to reason about than hideden safe","author":"1saadcodes","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions","niche_expertise"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178968"},{"id":"cfd71a00-2839-424a-9c87-a750a7ad8eb2","source":"hackernews","source_id":"49174594","content_type":"comment","title":null,"body_preview":"I've had dreams of building something in the image sharing or social platform realm, but stopped short of planning because of obvious content moderation responsibilities. This seems to be a realistic,","author":"pwython","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","specific_personal_context","platform_fluency"],"bot_score":0.11167332229459942,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49174594"},{"id":"d5586a8b-5ea5-4d69-91f4-562ff78e01ff","source":"hackernews","source_id":"49181121","content_type":"comment","title":null,"body_preview":"I fed this model (Q8) the first chapter of Voltaire's Treatise on Tolerance and it says that it promotes violence against protected groups,\n    <Instruct>:  Given a query about the content, determine ","author":"peri-cl","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181121"},{"id":"0d7f80c3-46cd-485c-ae42-74db370fb49e","source":"hackernews","source_id":"49172645","content_type":"comment","title":null,"body_preview":"Model: https://huggingface.co/mistralai/Shieldstral-1.0-3B","author":"nezhar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49172645"},{"id":"9f377df2-e15b-4410-990a-a118efc1d39f","source":"hackernews","source_id":"49173392","content_type":"comment","title":null,"body_preview":"Should've called it Safestral.\nAlso I do like Mistral's seemingly newer strategy of focusing on smaller, more fine-tuned models for various use-cases, presumably the result of their large MoE models n","author":"fastball","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","opinion_without_over_qualification"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173392"},{"id":"e24e15a2-b8bb-4e9d-ba7f-68bcdcab77f8","source":"hackernews","source_id":"49173851","content_type":"comment","title":null,"body_preview":"I would be curious if this can do moderation with an arbitrary ruleset, or if it's just \"that one moderation style\" we already know from current big tech platforms.\nThe kind where malicious intent is ","author":"hypfer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49173851"},{"id":"66c4f14a-4ea0-4c31-ad7e-e7c78e8be09f","source":"hackernews","source_id":"49200548","content_type":"comment","title":null,"body_preview":"Sounds like a lot of additional work and resources for no real gain. Its like trying to waste the time of spam callers, their time is infinitely cheaper than yours, its a waste of resources to engage ","author":"miladyincontrol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200548"},{"id":"8eed2e46-b983-4d19-9e11-dc5e88a85dfc","source":"hackernews","source_id":"49203380","content_type":"comment","title":null,"body_preview":"Some cool ideas. But do you have actual numbers by any chance? Like, wp login attempts per month, ssh connects etc. Just curious, what actually worked and how the measures compare","author":"lschueller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0.14706269493729404,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203380"},{"id":"b3179271-73df-4e89-bd29-dd9b210eac9c","source":"hackernews","source_id":"49195968","content_type":"comment","title":null,"body_preview":"\"X is, and will remain, the most important communication technology in history.\"\nlooks like someone has a pretty poor opinion of history lol","author":"cowboylowrez","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195968"},{"id":"6577f471-fc45-4cbd-9469-130d69a6c14c","source":"hackernews","source_id":"49193453","content_type":"comment","title":null,"body_preview":"X has gotten significantly worse for me. For what it's worth, I am not super anti-Elon or super left-leaning, and I only say that because I'm sure a lot of people may think I'm biased because of some ","author":"vhiremath4","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_template_phrases","personal_experience"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193453"},{"id":"920b760d-a2f4-4493-9408-28494d62558b","source":"hackernews","source_id":"49193967","content_type":"comment","title":null,"body_preview":"Wow, will they change the iranian flag back to the real one?","author":"postsantum","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193967"},{"id":"f0442d42-2517-42eb-845d-5e8b1b2968c1","source":"hackernews","source_id":"49191972","content_type":"comment","title":null,"body_preview":"I recently had my account hacked - it was a pure lurker account, I only scrolled elephant videos and such, and never posted or did reactions or anything.\nSomeone logged in to my account from a state I","author":"claytongulick","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","self_reference"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191972"},{"id":"41509d94-0472-4965-bfd0-7714f701ffd3","source":"hackernews","source_id":"49192267","content_type":"comment","title":null,"body_preview":"Haha, he seemed to do a pretty good job in the end. I stopped posting on Twitter the week Charlie Kirk got shot because I didn't want to watch a guy shot and Twitter is less controlled about this stuf","author":"arjie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","emotional_authenticity"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192267"},{"id":"f0e703a2-fdb3-4e67-895d-7765cf23ef0c","source":"hackernews","source_id":"49191142","content_type":"comment","title":null,"body_preview":"Nikita did plenty of good for X, this is a big loss.","author":"dmix","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191142"},{"id":"53926652-7dda-4334-a0b2-f270a154dce1","source":"hackernews","source_id":"49192752","content_type":"comment","title":null,"body_preview":"Makes sense. I don't know this guy meant well or not, but his goals and actions didn't seem well coordinated or aligned with neither of the platform inertia or his boss's vision(the latter of which be","author":"numpad0","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192752"},{"id":"76010960-af80-4b68-95fe-5ea5e2268135","source":"hackernews","source_id":"49190079","content_type":"comment","title":null,"body_preview":"There's a lot of negative about twitter here, especially related to timeline being shit.\nI'd like to give a different perspective - it's an algorithmic feed like anything else, it surfaces what you en","author":"jjcm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","personal_experience_anecdote","semantic_blandness"],"bot_score":0.06629427902377592,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190079"},{"id":"3b8a2687-36c2-4b2f-876b-edfc1afc9a15","source":"hackernews","source_id":"49189537","content_type":"comment","title":null,"body_preview":"> We've climbed 70 spots in the App Store since this time last year.\nShows how valuable the Play Store is to them","author":"unsupp0rted","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189537"},{"id":"8124d98e-440a-4359-9059-6deb2d1799fc","source":"hackernews","source_id":"49191756","content_type":"comment","title":null,"body_preview":"one recent UX change that sucks is app reload always shoehorning you into the \"for you\" feed instead of your own timeline -- something that previously worked since the beginning","author":"gegtik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191756"},{"id":"ce015c40-f4b1-4a34-a166-1ef279dd12ad","source":"hackernews","source_id":"49189722","content_type":"comment","title":null,"body_preview":"imho Nikita did a good job and I wish he stayed on.\nTwitter is 100% better now than a year ago. For one, I haven't gotten a single bullshit click-farm fake-ass sock-puppet follower in months. Secondly","author":"interleave","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189722"},{"id":"0029b454-cab1-4de5-96a2-a2ff17660f79","source":"hackernews","source_id":"49189410","content_type":"comment","title":null,"body_preview":"https://xcancel.com/nikitabier/status/2085105586966827343#m\nThe most consequential change in recent years has been to pay users for posting controversial content. For me that killed the service. Anyth","author":"afavour","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.09911946817968244,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189410"},{"id":"b089e40a-e84a-4e6e-ae39-185bcb855ed8","source":"hackernews","source_id":"49189499","content_type":"comment","title":null,"body_preview":"Maybe it is me, but for a random Wednesday in August there have been a strange amount of big moves today. Normally you expect quiet or nonsense.","author":"mosura","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189499"},{"id":"623be288-fa53-4bea-9524-16e8a9651030","source":"hackernews","source_id":"49190162","content_type":"comment","title":null,"body_preview":"The first SpaceX stock lockup expiration is tomorrow, timing seems nice assuming he had some in his pay package.","author":"Aboutplants","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1688034188034188,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190162"},{"id":"3f3313e3-a348-4d60-8ace-61db95b61407","source":"hackernews","source_id":"49192861","content_type":"comment","title":null,"body_preview":"I will give him credit for launching country-of-origin. I'm really curious if it's been effective at all for users to get signal. I don't use X anymore since Musk bought it but though it was an intere","author":"HaloZero","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","opinion_stance"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192861"},{"id":"82028616-451a-4cd4-8d92-833c3da5f56a","source":"hackernews","source_id":"49192129","content_type":"comment","title":null,"body_preview":"There are some of us who are old enough to remember Twitter’s true time of “unprecedented growth.”\nI miss old Twitter.","author":"iambateman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192129"},{"id":"bcb08113-d11f-4a97-a198-110617af74af","source":"hackernews","source_id":"49190289","content_type":"comment","title":null,"body_preview":"People love hating on x and nikita but both the app & web experience have improved dramatically over the last year+. He's done a great job in a year and there seems to be even more internal stuff he's","author":"mmonaghan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190289"},{"id":"7a64d580-6f2c-4cb7-ae60-315463414d8b","source":"hackernews","source_id":"49193128","content_type":"comment","title":null,"body_preview":"Quick Google search shows engagement is down. This post references registrations not engagement. I wonder how much this guy believes what he’s saying.\nThe flipping robots underneath this post which ha","author":"jbs789","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193128"},{"id":"b768c6ff-8bce-44c2-86aa-c6b2c7bf8dc0","source":"hackernews","source_id":"49188328","content_type":"comment","title":null,"body_preview":"It’s hard to take an article seriously that uses a snowflake ceo maligning Hadoop as evidence of something. (Note, I am already a believer that data lake efforts usually ended badly.)\nRegardless of wh","author":"mint5","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":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188328"},{"id":"f8029f3c-be88-4ddc-b89a-6c42ecb8ca98","source":"hackernews","source_id":"49191124","content_type":"comment","title":null,"body_preview":"The people who told us to push all of our data to the data lake are the ones who are now telling us to feed all of our knowledge to AI. In both cases, the dream was to replace us with computation, eit","author":"analog31","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191124"},{"id":"6064aa20-bd3c-4dda-9bff-bf20d5c60d83","source":"hackernews","source_id":"49190149","content_type":"comment","title":null,"body_preview":"Whenever I encounter a \"data lake\" it's just a bunch of random CSV and JSON files on S3, and a bunch of half baked Python scripts to query it. And usually somebody tells me it's \"big data\", and that's","author":"icedchai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.10121145841634627,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190149"},{"id":"d734d822-93f9-4c99-b3a0-4683b94725d9","source":"hackernews","source_id":"49188030","content_type":"comment","title":null,"body_preview":"Not a data lake expert here, but I think there's a parallel with telemetry/logging for video games. The author talks about mass \"ingestion without purpose,\" which is what I've sometimes flubbed in the","author":"dejobaan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188030"},{"id":"66d7b8c9-76ac-4a18-98a0-154f2b6797bf","source":"hackernews","source_id":"49192346","content_type":"comment","title":null,"body_preview":"The paradigm shift from ETL to ELT is what went wrong with Data Lakes. An enormous amount of business logic and effort was historically accumulated in the Extract-Transform stage (usually in COBOL or ","author":"capplexham","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192346"},{"id":"ff6116b9-c4cb-4a99-86a3-9e5889238271","source":"hackernews","source_id":"49193028","content_type":"comment","title":null,"body_preview":"I see the need for such a tool. I just ask myself: why should I use a brand-new vibe-coded tool if I can just vibe-code my own? One that's fine-tuned exactly for my use case?\nThat's not a rant against","author":"pelasaco","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1432061604696517,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193028"},{"id":"a534d239-b3a0-4d7d-8288-35f3000d65b5","source":"hackernews","source_id":"49193026","content_type":"comment","title":null,"body_preview":"you can name Claude sessions using /rename. also tmux is your friend.","author":"sunir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193026"},{"id":"40cb36e0-78af-41aa-8e32-dcd1d52bce70","source":"hackernews","source_id":"49195925","content_type":"comment","title":null,"body_preview":"reminds me of good old days of opensource, when we use to search everything on github, but good try, keep building","author":"Arshad-Talpur","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195925"},{"id":"0f57b961-ebfc-429f-af17-434bd4df2418","source":"hackernews","source_id":"49194076","content_type":"comment","title":null,"body_preview":"Nice, I will give this a go. This is what /resume should be but because sessions are tied to directories it's very easy to lose track of where you started what. Until now I've been asking Claude 'what","author":"feintruled","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194076"},{"id":"c2649cfc-a308-4fe2-924f-39e73cf37086","source":"hackernews","source_id":"49195075","content_type":"comment","title":null,"body_preview":"Related: several months ago I made a TUI session search/manager tool as part of my suite of Claude/codex productivity tools:\nhttps://pchalasani.github.io/claude-code-tools/tools/aichat/...\nThere’s Rus","author":"d4rkp4ttern","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0.09334684405789284,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195075"},{"id":"b81f20cc-d03b-41b8-ab3a-dcb412febb28","source":"hackernews","source_id":"49192229","content_type":"comment","title":null,"body_preview":"I work in a massive monorepo with a bunch of different services. Over the last month, I realized I was starting Claude Code sessions everywhere. I would hit a weird issue, remember I had already solve","author":"pradiptasarma","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","genuine_specificity","absence_of_ai_signals"],"bot_score":0.4913165266106443,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192229"},{"id":"3914a902-0a35-45dc-85cf-008f4f21ff31","source":"hackernews","source_id":"49192978","content_type":"comment","title":null,"body_preview":"The name is pretty ominous if you've read the Three Body Problem series. I don't want my agents planning against me in secrecy.\nJust out of curiosity, why did you pick that name? Is there anything wal","author":"laszlojamf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192978"},{"id":"54f03b36-03d6-407a-b005-1125d1d42248","source":"hackernews","source_id":"49187195","content_type":"comment","title":null,"body_preview":"I bet they have an easier time getting past your blacklist filters than non-phishers.","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187195"},{"id":"684d8748-e29f-4df5-bcdf-80cf4abb24a0","source":"hackernews","source_id":"49189260","content_type":"comment","title":null,"body_preview":"\"Hijacking\"? No, those clouds providers are happily hosting phishers.\nThey simply believe doing the bare minimum of half-hearted anti-abuse is more profitable than doing proper KYC and risking missing","author":"crote","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189260"},{"id":"22b63c23-2552-4152-944d-5fd1a3f34540","source":"hackernews","source_id":"49187835","content_type":"comment","title":null,"body_preview":"Legitimate file hosting services present the biggest total volume of newly discovered phishing pages / unique hostnames. Another (similar) angle is using unrelated legitimate domains which are comprom","author":"heipei","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187835"},{"id":"2e34ac76-1275-4e20-817f-f714441830ca","source":"hackernews","source_id":"49187019","content_type":"comment","title":null,"body_preview":"Their pie chart almost looks like part of my local DNS configuration.  I have not yet blocked github.io or azure however.  I built this Unbound DNS configuration file from all the AI submissions in th","author":"Bender","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","technical_commentary","absence_of_ai_signals"],"bot_score":0.14152590330019976,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187019"},{"id":"18062d6a-2d42-4f64-aae4-307f695e523e","source":"hackernews","source_id":"49187036","content_type":"comment","title":null,"body_preview":"Red teamer here. We've been doing this for a long time for all kinds of evasion. Storing payloads in Azure blob storage, for example, is an amazingly effective way to deliver malware through network f","author":"illithid0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","external_link_context","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187036"},{"id":"d9d32a4e-f042-4763-bc8c-91fad47cf4f1","source":"hackernews","source_id":"49166147","content_type":"comment","title":null,"body_preview":"I think this is extremely true when it comes to prompting, but not only in this way. I would add that this also applies to an LLM's output on deep enough topics.\nAnyone can point at a public GitHub re","author":"FinnLobsien","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.14673266676003024,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166147"},{"id":"86436c8a-acb2-4540-8002-0183322462fc","source":"hackernews","source_id":"49163151","content_type":"comment","title":null,"body_preview":"I've been equating them to graphing calculators since the first LLM launched. It's an amazing tool if you know how to use it. If you don't know how to use it, it's still a tool, but you won't be doing","author":"jesse_dot_id","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","natural_expression","platform_fluency"],"bot_score":0.09269144590844795,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163151"},{"id":"313c6fd7-b181-45b4-aa33-a60ccbd96f7f","source":"hackernews","source_id":"49164376","content_type":"comment","title":null,"body_preview":"I don’t understand why this is such a revelation. Anyone who has listened to a good/great interview knows the skill of the interviewer plays a big part. To ask good questions, to understand what the o","author":"akudha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164376"},{"id":"c441682f-c1a6-4403-b04a-7b93869613f8","source":"hackernews","source_id":"49162719","content_type":"comment","title":null,"body_preview":"That's why when people like Pieter Levels tweet \"I cancelled and then vibecoded 100% of my SaaS subscriptions\", you need to take it with a huge grain of salt because you're not Pieter Levels, you cann","author":"roncesvalles","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162719"},{"id":"4d62bc24-2ccc-4f5b-8aa1-03a8c8a3b483","source":"hackernews","source_id":"49162352","content_type":"comment","title":null,"body_preview":"The LLM is like the death star. If you don't know exactly where to point it, you will likely miss your target and have no/negative effect. The further away the target, the more accurate your firing so","author":"bob1029","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162352"},{"id":"580de582-d969-4e80-9197-06910cfe6587","source":"hackernews","source_id":"49162234","content_type":"comment","title":null,"body_preview":"I totally see this. I just did 3 hours of bot sitting to put together some thrash loops that thrash our provisioning working flow for a BLE gadget we make. It was pretty straightforward and productive","author":"travisgriggs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","self_reference","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162234"},{"id":"e5c9576c-1c30-4719-bd2d-527131fc2cac","source":"hackernews","source_id":"49162132","content_type":"comment","title":null,"body_preview":"There's a growing and fascinating divide between people who see LLMs as more of a \"bicycle for the mind\" in the vein of Jobs vs those who see them as whollly supplanting the role of human intelligence","author":"zmmmmm","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.10481138556744075,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162132"},{"id":"17446b6c-b355-407e-8476-81b4d276826d","source":"hackernews","source_id":"49166282","content_type":"comment","title":null,"body_preview":"This is why the chat interface is ultimately not the best option for non-expert users, because they require the user to bring knowledge with them. You can call this the “query” method: you have to kno","author":"keiferski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1132243872643869,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166282"},{"id":"7b969c79-a9da-42e8-879e-a587a55d45f5","source":"hackernews","source_id":"49162088","content_type":"comment","title":null,"body_preview":"> In the 2010s, if you had technical gaps (say, you couldn’t write CSS), you had to either rely on a skilled colleague or just hope that the answer to your exact problem was out there on the internet.","author":"neilv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162088"},{"id":"78b30c67-39c9-40c3-a1c7-423780fcecbb","source":"hackernews","source_id":"49164452","content_type":"comment","title":null,"body_preview":"> The model outputs are much more concise than when I try and talk to GPT-5.6 Sol about mathematics. By signalling expertise, Tao shunts the model into “talking-to-mathematicians” mode, not “explainin","author":"esjeon","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","uniform_paragraph_rhythm","semantic_blandness","platform_fluency"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164452"},{"id":"534343a4-6300-4c65-9ffb-0ea125cca92f","source":"hackernews","source_id":"49162147","content_type":"comment","title":null,"body_preview":"The short version I give to non-technical people who ask me about whether \"AI will replace coding\" is this: it accelerates you. You can get much further much more quickly.\nIf you don't know where you'","author":"bashtoni","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162147"},{"id":"92a62203-73ca-4757-8898-4a89ca12e225","source":"hackernews","source_id":"49161669","content_type":"comment","title":null,"body_preview":"Not sure I agree with this. The math guy at anthropic's prompts are essentially:\n  \"suppose you’ve gotta resolve the $CONJECTURE, like absolutely have to, everything depends on it. think really hard, ","author":"postalcoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11271373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49161669"},{"id":"9b5b3433-0ead-4a67-b0e0-6feca1c110df","source":"hackernews","source_id":"49161846","content_type":"comment","title":null,"body_preview":"The counterexample of the Dinitz-Garg-Goemans conjecture was basically just \"keep going\" and finally \"enough of partial results. now finish with a complete unconditional counterexample\" lol\nhttps://x.","author":"porphyra","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy","human_indicator_platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49161846"},{"id":"b00cad44-843e-4276-b4a8-f926fc56f7ef","source":"hackernews","source_id":"49166189","content_type":"comment","title":null,"body_preview":"This reminded me of Gaussian Processes. You start out with n-dimensional unconstrained (but strongly correlated) gaussians. As soon as constraints (data) are added (mathematically it's called conditio","author":"cgufus","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49166189"},{"id":"e6a20284-753e-4197-a129-738d6dc2aabf","source":"hackernews","source_id":"49161777","content_type":"comment","title":null,"body_preview":"I do find that \"signalling expertise\" is important. \"I have a significant background in biblical scholarship. You can assume I've read the most important works in NT studies in particular. Do not tran","author":"sramsay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49161777"},{"id":"45e107cf-cd47-4d52-939a-05023a106e9f","source":"hackernews","source_id":"49162729","content_type":"comment","title":null,"body_preview":"> Of course both are useful, but I’d rather have familiarity with the codebase than a deep general understanding of software systems.\nIn my experience, getting that familiarity with a particular codeb","author":"dbalatero","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162729"},{"id":"3906079c-a60c-4873-9aa1-da1d841e0b62","source":"hackernews","source_id":"49165758","content_type":"comment","title":null,"body_preview":"Both the article and some of the discussions here share a lot of commonalities with doctors taking a medical history. There is a certain skill in guiding the conversation towards useful outputs, while","author":"tpoacher","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49165758"},{"id":"f1075ede-91fc-490b-8f65-1bf4bb5dc422","source":"hackernews","source_id":"49162433","content_type":"comment","title":null,"body_preview":"This is something that really needs to be formally studied.\nI'm inclined to say that this matches my own experience, but I can't rule out confirmation bias on my part.\nAs a meticulous person generally","author":"Austiiiiii","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","hedge_stacking","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162433"},{"id":"7013cc44-ca1b-4255-98ef-c0e52aedf039","source":"hackernews","source_id":"49162323","content_type":"comment","title":null,"body_preview":"The amplifying mirror analogy works best here. LLMs are ultimately a reflection of your own interactions with its weights, the tone you use, the structure with which you construct your prompt, aspects","author":"abixb","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49162323"},{"id":"41ae9581-7224-4e27-82e0-3a88305fa4d5","source":"hackernews","source_id":"49163331","content_type":"comment","title":null,"body_preview":"I did a test a few months ago. A friend of mine wanted to develop what i understood to be a simple single page web app. But since she didn’t have any software engineering experience she asked me to he","author":"krisoft","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163331"},{"id":"48b86d03-ebd2-4835-b2c0-8598189dd122","source":"hackernews","source_id":"49183795","content_type":"comment","title":null,"body_preview":"> And now we are 2.2% faster than Ninja!\nThis claim isn't supported by the author's measurements?","author":"ladams","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183795"},{"id":"360ef47a-d767-4894-9307-c8b42d215a87","source":"hackernews","source_id":"49184550","content_type":"comment","title":null,"body_preview":"Great that there are performance benefits, but one thing that I think both meson/ninja and cmake (or cmake/ninja) got wrong, and GNU configure got right is \"./configure --help\". Why do neither of thes","author":"shevy-java","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","self_reference","platform_fluency"],"bot_score":0.14203380184839992,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184550"},{"id":"fb1dea54-9736-4ac2-a95b-fd5081e25b24","source":"hackernews","source_id":"49184591","content_type":"comment","title":null,"body_preview":"> Let's see if we can go even faster. Next, we disable compression in the file cache. We will discuss the file cache in more detail a bit later but for now let's just say that by disabling compression","author":"zamalek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184591"},{"id":"85ae2ba0-6807-4258-a129-8c01362b9e19","source":"hackernews","source_id":"49185013","content_type":"comment","title":null,"body_preview":"I wonder how it compares to Tup ( https://gittup.org/tup/ ).","author":"Meneth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185013"},{"id":"4fb3efcf-db92-441c-93fd-51d12ff02455","source":"hackernews","source_id":"49184999","content_type":"comment","title":null,"body_preview":"Cmake spend 15 seconds to generate this project?  I find it unlikely build2 is doing the same work as cmake is.  Now I will grant cmake is single threaded and slow, so there is a lot of room to do the","author":"bluGill","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184999"},{"id":"44165770-1e7d-4a71-aafc-c3438dd6bda9","source":"hackernews","source_id":"49184274","content_type":"comment","title":null,"body_preview":"[Ninja author here] Nice post, cool to see the deep dive!  I also appreciate the details on how they produced their numbers.\nAs they observe, Ninja gets to be fast mostly by cheating: it avoids a lot ","author":"evmar","classification":"human_created","confidence":0.9,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184274"},{"id":"2dd0e3fb-e27f-40fa-98e7-6e9862ebce49","source":"hackernews","source_id":"49182252","content_type":"comment","title":null,"body_preview":"See also: https://en.wikipedia.org/wiki/Ferroelectric_RAM, which has been used in a few quite popular systems as well (e.g. the PS2 memory card supposedly uses it for some high-rewrite-count operation","author":"lxgr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1176737423268467,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182252"},{"id":"c1f08a8b-f4d5-4701-80ea-462d9fdb899d","source":"hackernews","source_id":"49183262","content_type":"comment","title":null,"body_preview":"We used Intel 7110 magnetic-bubble memory in our mobile robot. CMU early 80s. VMEbus I think it was.","author":"intrasight","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183262"},{"id":"0a38094c-6922-4b89-9304-9d2691277ee5","source":"hackernews","source_id":"49182692","content_type":"comment","title":null,"body_preview":"I had initially learned about bubble memory from the Logopolis serial of Doctor Who. I actually went and looked it up after watching it because the concept sounded neat\nhttps://tardis.fandom.com/wiki/","author":"4thguy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182692"},{"id":"5e0e7876-57e7-475b-985d-9319601d9daf","source":"hackernews","source_id":"49191145","content_type":"comment","title":null,"body_preview":"Robert Silverberg's novel \"Shadrach In The Furnace\", published in the 1970s, had a mention of some data being transported on a \"billion-bit bubble chip\".  In retrospect, that's entertaining in 3 ways:","author":"throwaway81523","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","opinion_without_over_qualification"],"bot_score":0.10481138556744075,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191145"},{"id":"76d65d3a-2f75-47b1-b091-0bb53d0bd38e","source":"hackernews","source_id":"49182011","content_type":"comment","title":null,"body_preview":"Thanks for the in-depth explanation of this system. One of the most mainstream and famous use of bubble Memory may be the Gradius (Konami) shoot them up PCB and its infamous loading/warmup screen.","author":"10729287","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182011"},{"id":"b2878ea7-d8ba-4e37-baab-b0765d593697","source":"hackernews","source_id":"49183726","content_type":"comment","title":null,"body_preview":"I remember a lot of talk about how transformative bubble memory was going to be circa 1980 and then quit hearing about it.","author":"PaulHoule","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.13718285817970508,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183726"},{"id":"bf9bd254-63a6-403e-b927-4eb8a0d9be81","source":"hackernews","source_id":"49182764","content_type":"comment","title":null,"body_preview":"I really enjoyed this 2025 video from The Retro Collective explaining this technology (with some rather fun arts-and-crafts examples) and showing off a Konami arcade board (sadly nonfunctional, but st","author":"GavinAnderegg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182764"},{"id":"df9212c7-32df-4f65-a08d-9c8d7e275531","source":"hackernews","source_id":"49183815","content_type":"comment","title":null,"body_preview":"In Patriot Games by Tom Clancy, there is a scene early in the book where Jack Ryan is talking about the laptop he is using to write his book.\nI don't remember the exact specs but am 100% sure he menti","author":"alexpotato","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183815"},{"id":"e673381c-4454-4a6e-88f5-9d449913fee9","source":"hackernews","source_id":"49184188","content_type":"comment","title":null,"body_preview":"I worked at a place that evaluated bubble memory, but didn't use it (they had the bubble memory dev. boards).  But they did use CCD memory.  I remember it was prone to bit errors, which would have bee","author":"jhallenworld","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184188"},{"id":"dd6c0928-080f-4167-a2b0-4f70cc7faf83","source":"hackernews","source_id":"49181978","content_type":"comment","title":null,"body_preview":"I find pretty interesting that the memory is not perfect out of the fab and its defects are coded on its label, hence these defects can be loaded to the device using it as a map, so it can work around","author":"bayindirh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181978"},{"id":"9d31ad81-9c24-4f21-8ae5-be8a6e2cb3a1","source":"hackernews","source_id":"49191033","content_type":"comment","title":null,"body_preview":"I feel for the author but they are the digital Amish driving a horse down a paved road.","author":"Hnrobert42","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191033"},{"id":"5df934e3-00a3-45ba-9131-f2b8ea7e9f4d","source":"hackernews","source_id":"49190325","content_type":"comment","title":null,"body_preview":"I configure Mutt to run the HTML part through w3m and show me that instead of the text part, because of this exact misuse of multipart/alternative.","author":"repiret","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190325"},{"id":"0516e911-2d3d-42ec-9642-a12aa23c42e4","source":"hackernews","source_id":"49191111","content_type":"comment","title":null,"body_preview":"Basically, it's like sending a 200 OK with \"Error\" in the body?","author":"zahrevsky","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191111"},{"id":"12d5f986-a3ec-440a-bb4c-59ee0ba770f8","source":"hackernews","source_id":"49188202","content_type":"comment","title":null,"body_preview":"> Not only will it make all 10 of us happy\nIt's a lonely road indeed.\nThis is one I often get which I notice because my Android mail client shows the plain text version in the notification so all you ","author":"cube00","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_detail_specificity"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188202"},{"id":"251686fe-c499-43f5-8a9c-3808262d44a7","source":"hackernews","source_id":"49188173","content_type":"comment","title":null,"body_preview":"As a NoScript user, I see a lot of similar content served via websites as well.\nThe ideal case is that a website gracefully degrades with JS disabled. That's largely a pipe dream with React usage bein","author":"don-code","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188173"},{"id":"f32d212c-837e-4e98-81aa-c970973c74a6","source":"hackernews","source_id":"49198004","content_type":"comment","title":null,"body_preview":"Also I'd love an Alan Wake PSX demake with the Resident Evil portview engine/graphics (easier, it has a WIP port for Scummvm) or the Parasite Eve one, which are really close. PE 1 used the FFVIII one ","author":"anthk","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1280302536645855,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198004"},{"id":"d3c3be0e-0c09-4fba-8f64-f610817fb440","source":"hackernews","source_id":"49197343","content_type":"comment","title":null,"body_preview":"Interesting. How do you prevent rounding errors etc for different screen sizes? Some things could be 1 pixel in one version and 2x2 or 1x2 in another version.\nAnd why does it play top to bottom when t","author":"benj111","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10690232266217405,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197343"},{"id":"105b8f0a-3e40-4412-985e-28e29669826f","source":"hackernews","source_id":"49197964","content_type":"comment","title":null,"body_preview":"You can map this syntax to a Lisp (be Common Lisp or Scheme) with ease. Macros will do the 90% of the job for this.\nThere's some Common Lisp package to code for the web:\nhttps://github.com/rabbibotton","author":"anthk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1280302536645855,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197964"},{"id":"f4688dfa-54ce-4dd3-8023-9c32acab1625","source":"hackernews","source_id":"49197763","content_type":"comment","title":null,"body_preview":"There seems to be a bug in the code for handling input, certain combinations of pressing or releasing left and right can cause the paddle to get stuck moving to the left or right, especially when Left","author":"Dwedit","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197763"},{"id":"6076ead6-b8d7-43bd-9d0d-84308ca5375d","source":"hackernews","source_id":"49196776","content_type":"comment","title":null,"body_preview":"This is super cool! I like the idea of expressing the game declaratively, with a language that an LLM can easily understand. Do you have any other demos of what the language is capable of? I'm wonderi","author":"bensyverson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.0941854339630258,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196776"},{"id":"67b10845-0e03-4aac-a7ed-f902247863a3","source":"hackernews","source_id":"49197606","content_type":"comment","title":null,"body_preview":"I saw this cool article yesterday about edge aware pixelation. That might give better results when pixelizing AI generated pixel art.\nhttps://yogthos.net/posts/2025-12-11-edge-aware-pixelation.h...\nMo","author":"andai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197606"},{"id":"6cc828ff-2d3f-4bff-b296-f32502ed1960","source":"hackernews","source_id":"49184381","content_type":"comment","title":null,"body_preview":"Maybe modulating temperature can help here: have the LLM come up with ideas at high temperature, and then critique them at low.\nThis is also tied to halucinations: it is something that humans do (for ","author":"zamalek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_depth"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184381"},{"id":"e97a0d8b-ea1c-4328-b05b-52e0e238df79","source":"hackernews","source_id":"49181981","content_type":"comment","title":null,"body_preview":"It's a very shaky position, and the empirical track record of \"LLMs can't...\" is in itself a reason to call it into doubt.\nEvery \"can't\" of this nature was followed by a discovery of \"they can, just p","author":"ACCount37","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","over_qualification","missing_platform_voice"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181981"},{"id":"dd4fc812-0dbb-40d9-bb4a-c8685e2cee5e","source":"hackernews","source_id":"49190623","content_type":"comment","title":null,"body_preview":"I've said this for a long time. This inability of AIs to generate novel explanatory hypotheses is a big blocker for their ability to automate jobs like accountant, middle manager, and even the lowly c","author":"JacobAsmuth","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190623"},{"id":"3ea68d4f-b865-4b12-a726-cb2d81351e32","source":"hackernews","source_id":"49181753","content_type":"comment","title":null,"body_preview":"I have been writing a 'paper' [1] on an adjacent topic for months now. At some point, I decided to make it an empirical paper vs position paper. I am still chasing the experiments (when I get some fre","author":"GodelNumbering","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181753"},{"id":"1df8b29d-6272-4276-ba7a-a051c4d92287","source":"hackernews","source_id":"49187966","content_type":"comment","title":null,"body_preview":"If you think LLMs can't \"jump,\" watch Terence Tao engage with ChatGPT to try to understand the intellectual leaps achieved by Claude Fable 5 in finding a counterexample to the Jacobian conjecture http","author":"darkstarsys","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187966"},{"id":"f88fb997-cda2-4bcc-9e4c-3fc6bd2dff84","source":"hackernews","source_id":"49181506","content_type":"comment","title":null,"body_preview":"Previous: https://news.ycombinator.com/item?id=49162791","author":"nativeit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181506"},{"id":"31993f7e-2720-4bde-983f-085c2bec59cd","source":"hackernews","source_id":"49184077","content_type":"comment","title":null,"body_preview":"I had a related insight, but in the domain of humor [1].\nLLMs are inherently probabilistic, and there's currently no mechanism for producing an orthogonal directional change in the path traced through","author":"wnmurphy","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":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184077"},{"id":"761ead36-3dd8-4f65-83f4-3a753197fac1","source":"hackernews","source_id":"49182898","content_type":"comment","title":null,"body_preview":"The article seems like an interesting Gedankenexperiment. However, I think it overrotates on the GR analogy.\nFor example \"..ARC captures the logical leap, it misses the manipulative component—the phys","author":"kdavis","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182898"},{"id":"cad32f82-0a31-417f-9dd4-5f8cbfa69746","source":"hackernews","source_id":"49181858","content_type":"comment","title":null,"body_preview":"Best comment on this from 6 months ago:  https://news.ycombinator.com/item?id=46870575","author":"kfarr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.14281601371718605,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181858"},{"id":"57dc912c-1a23-4156-8af2-b905e32064cc","source":"hackernews","source_id":"49183748","content_type":"comment","title":null,"body_preview":"Maybe LLMs can't, but another form of AI will. I hope nobody is interpreting this as \"nothing will never be as good as us\".\nI see similar thinking in stories of how humanity got here. Religion has tho","author":"inerte","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced","human_indicators_absent"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183748"},{"id":"7d3803c8-6314-484a-9fa9-9c30f70c5532","source":"hackernews","source_id":"49183903","content_type":"comment","title":null,"body_preview":"The paper is from the 30th of April this year, openAi announced the counter example to the unit distance problem on the 20th of May. That is to say this paper seems to have aged not much but quite poo","author":"yk","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","specific_dates"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183903"},{"id":"3b59baa8-d5dc-497d-b55f-5dd05629dfc5","source":"hackernews","source_id":"49181797","content_type":"comment","title":null,"body_preview":"I think this is more of a function of the harness and the environment than the LLM. I've seen some LLM interactions over complex environments like Godot and Unity that challenges the notion that there","author":"bob1029","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicator_present"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181797"},{"id":"b09118bc-fddc-4d1f-b7b0-87237ca63c40","source":"hackernews","source_id":"49192339","content_type":"comment","title":null,"body_preview":"True understanding requires not knowing, and LLMs cannot \"not know\". LLMs have to come up with an answer, this is their nature. They are search engines. We do have a similar mechanism; one can notice ","author":"Mikhail_Edoshin","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","human_indicators_present","platform_fluency"],"bot_score":0.35,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192339"},{"id":"6274f010-624c-4e81-959b-d59878743d8c","source":"hackernews","source_id":"49182629","content_type":"comment","title":null,"body_preview":"Why everybody is obsessed with replacing humans with LLMs when it seems like the most profitable use cases (like coding agents) rely on enhancing human capabilities?\nUntil LLMs have some 0% error huma","author":"yomismoaqui","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182629"},{"id":"72db0e2f-b50b-4377-87ae-e450535f4123","source":"hackernews","source_id":"49181598","content_type":"comment","title":null,"body_preview":"The theory is that creative leaps in theoretical physics require a grounding in sensory experience, but the obvious counter-argument is that humans can make creative leaps in abstract fields without s","author":"sobiolite","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181598"},{"id":"fea58ca2-78e8-4d09-9613-f50908d0fbbb","source":"hackernews","source_id":"49184658","content_type":"comment","title":null,"body_preview":"This is literally an opinion of one dude which is not backed by any kind of quantitative evidence.\nIt's actually possible to answer this question rigorously:\n1. Define a scientific result which qualif","author":"killerstorm","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184658"},{"id":"55732aa8-5543-42f7-9e2c-56aca0df7175","source":"hackernews","source_id":"49181488","content_type":"comment","title":null,"body_preview":"Came for:\n\"A computer once beat me at chess, but it was no match for me at kick boxing.\"\nTFA was actually about leaps of intuition, sadly.\nOne of the experiments I've heard proposed around here is to ","author":"jvanderbot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181488"},{"id":"239fde08-d22e-4af5-89f6-f1c404f5d01a","source":"hackernews","source_id":"49181840","content_type":"comment","title":null,"body_preview":"Worth reposting a follow-up tweet from the author Tom Zahavy [1] after this made the rounds on X/Twitter recently:\n> A few reflections on my \"LLMs Can’t Jump\" paper:\n> My position paper recently got s","author":"defgeneric","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181840"},{"id":"7cd841f7-274f-47c7-8b26-429d00eef400","source":"hackernews","source_id":"49181935","content_type":"comment","title":null,"body_preview":"The popular retelling of how Einstein created Special Relativity to \"Resolve the contradictions of Michelson-Morly experiments\" is very reductive to the history of the question. The epitome is the quo","author":"quantum_mcts","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181935"},{"id":"3167b299-ebb5-4b5b-bc1a-4035e77f7691","source":"hackernews","source_id":"49186506","content_type":"comment","title":null,"body_preview":"Probably too late for this, but I have argued before that language is a fundamentally lossy encoding of the human experience. We do our best to describe what we're seeing and experiencing using langua","author":"gabbagool","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186506"},{"id":"6c4926a6-f8eb-4a4a-815f-66450605ea92","source":"hackernews","source_id":"49182374","content_type":"comment","title":null,"body_preview":"I know this is more or less expected, but the improvement induced by adding a worker diminishes very rapidly... I guess it's not the cpython/numpy's fault but rather the CPU.","author":"wiz21c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_specificity"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182374"},{"id":"a7390a3a-f104-4e98-af7e-7360fe5446d2","source":"hackernews","source_id":"49182237","content_type":"comment","title":null,"body_preview":"> only acquire the lock when the flag needs to be updated\nUnclear why you still need the lock here in that case. The idea that this flag may get updated during runtime and impacts how the software wor","author":"tialaramex","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","polished_first_draft"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182237"},{"id":"d656d512-2636-4063-b43b-87d670d253ba","source":"hackernews","source_id":"49187680","content_type":"comment","title":null,"body_preview":"I thought NumPy was already releasing the GIL. On regular non-free-threaded Python, you can run threaded parallel Numpy operations and have multiple cores doing 100%, I've relied on that. Maybe not th","author":"frollogaston","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187680"},{"id":"2a62e040-96cc-4801-9183-4e82f6412bd1","source":"hackernews","source_id":"49181887","content_type":"comment","title":null,"body_preview":"This is well-written. I could follow along quite nicely, from the setup through the bottlenecks and onto the resolution of the performance bug. Even the PRs are very pleasant to read: the majority of ","author":"w-m","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","opinion_expressed"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181887"},{"id":"5258c9f9-c6f4-43b1-82c6-37e05b51cf07","source":"hackernews","source_id":"49178195","content_type":"comment","title":null,"body_preview":"Weird advertising on site: \"Psylo is our privacy-first browser for iOS and iPadOS\"\nCorrect me if I'm wrong but doesn't Apple disallow any actual 3rd party browser engines? Like, any browser on iOS tha","author":"walrus01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49178195"},{"id":"76531b41-9c76-4be1-86ce-9b5ded4b1bdb","source":"hackernews","source_id":"49184321","content_type":"comment","title":null,"body_preview":"Thank you for this report. My real IP on my phone was constantly leaking and I knew that WebKit was a culprit. However, I doubt that this was an accident. This is a backdoor that Apple planted.","author":"kittikitti","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1378255364868455,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184321"},{"id":"a633c420-20f9-412e-855a-6c406b72cbf1","source":"hackernews","source_id":"49177131","content_type":"comment","title":null,"body_preview":"I love iCloud private relay, but I need a way to turn it off. A command line utility would be amazing, along with the ability to turn off/on DNS-over-HTTP.","author":"exabrial","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_request","absence_of_ai_signals"],"bot_score":0.12431521706386531,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177131"},{"id":"fb5df9c6-f72c-4216-91d4-c940b46f7807","source":"hackernews","source_id":"49184929","content_type":"comment","title":null,"body_preview":"https://psylo.app/legal/privacy/\nLots of these seem unnecessary, especially collecting \"bandwidth usage\" and \"timestamps\".","author":"solenoid0937","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184929"},{"id":"63a737a2-75b7-492d-93b7-87354db75443","source":"hackernews","source_id":"49187700","content_type":"comment","title":null,"body_preview":"There was at least one other Private Relay issue that doesn’t seem to have received much public attention.\nI found and reported an IP leak to Apple in December 2025. The issue was caused by an EDNS Cl","author":"bernd289","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187700"},{"id":"7e84e1ac-80b7-4b92-8023-56c04fc48ee2","source":"hackernews","source_id":"49183933","content_type":"comment","title":null,"body_preview":"Apple private relay is very flawed but on the other hand most sites that view connections originating from VPN as suspicious seem to be ok with Apple Private Relay. If you have VPN on your router priv","author":"irusensei","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","technical_discussion"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183933"},{"id":"3886c1b6-80a2-4d39-8670-4b67938d239c","source":"hackernews","source_id":"49190446","content_type":"comment","title":null,"body_preview":"Tommy Mysk, Talal Haj Bakry: how long did you wait after informing Apple of their incompetence before this public disclosure, please?\nThank you for uncovering this and for the website proving the bug.","author":"Barbing","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.08249831837637343,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190446"},{"id":"0d093bd5-c7fb-460c-86e5-3583f960ae03","source":"hackernews","source_id":"49177743","content_type":"comment","title":null,"body_preview":"When I go to https://leaks.psylo.app on \"Possible IP leaks\" side I see only \"WebAuthn\" with my real IP and, occasionally, WebTransport with an incorrect IP. For \"HTTPS Traffic\" it always show some oth","author":"rickstanley","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","self_reference"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49177743"},{"id":"15f4ca61-417e-47c2-9337-4dba912dd0fc","source":"hackernews","source_id":"49194081","content_type":"comment","title":null,"body_preview":"Django is boring, which is why it works well. Use the ORM together with DRF serializers and an OpenApi generator and you can create TS types and TS client directly from your API.\nWorks incredibly well","author":"Maxion","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","practical_advice","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194081"},{"id":"05c38d47-273a-423d-bfc4-8389ed11580c","source":"hackernews","source_id":"49194597","content_type":"comment","title":null,"body_preview":"Migration churn adds up over the years but overall it's nice and site-specific code is usually so small it fits very nice in LLM context.. easy to work with.","author":"sinpif","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194597"},{"id":"1cd27fbd-13c7-47a2-8111-8436c6cacb6a","source":"hackernews","source_id":"49196028","content_type":"comment","title":null,"body_preview":"Django makes simple things easy and complex things hard. Django breaks the zen of Python with much \"magic\". I like DjangoORM but prefer FastAPI for the webby bits.","author":"explorigin","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196028"},{"id":"d2fcc866-38a5-4955-b5d4-dda2b2fcae16","source":"hackernews","source_id":"49194460","content_type":"comment","title":null,"body_preview":"> 3. Actions\nIt is somewhat explained as a convention or something built-in, but I can't find much about it elsewhere. Is it the author's own convention or am I missing something?","author":"tinodb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194460"},{"id":"d398d330-5c69-48e0-95a4-e4aeec6a80ab","source":"hackernews","source_id":"49195188","content_type":"comment","title":null,"body_preview":"There are a lot of things to like about Django. Remember being blown away when I discovered Django Content Types[1]. Basically generic foreign keys to any model type.\n[1]: https://docs.djangoproject.c","author":"stana","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195188"},{"id":"691e04de-702a-4f82-9b1d-1ae75720e503","source":"hackernews","source_id":"49194725","content_type":"comment","title":null,"body_preview":"What I like about Django are the following things:\n(1) It seems whenever I need to adjust how something works, there is some field or method, that I can override, or meta class attribute to set. None ","author":"zelphirkalt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194725"},{"id":"4c6139ba-9840-463f-814b-e510ab591aaf","source":"hackernews","source_id":"49194468","content_type":"comment","title":null,"body_preview":"Ah the old debate about function-based views and class-based views.\nI totally understand why the OP would use only FBV, however when writing REST APIs you will want CBV to reuse base classes such as L","author":"harrouet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194468"},{"id":"9b7012a5-8527-487f-b922-ff6da77f2143","source":"hackernews","source_id":"49195240","content_type":"comment","title":null,"body_preview":"I'd love Django, if they had a better async story ... I used it for a recent project. While the framework is overall amazing, I had to switch to Go for better performance and easier async support.","author":"fmind-dev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195240"},{"id":"6ef76373-bf9b-4844-b3f6-a242ecfad296","source":"hackernews","source_id":"49194747","content_type":"comment","title":null,"body_preview":"The only part I don't really agree with, is the avoidance of app separation and signals. It's one of the cleanest ways to decouple your modules and keep some level of sanity in a medium-sized codebase","author":"phn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194747"},{"id":"c1e74b7e-b236-4abf-a02c-d6f11c309189","source":"hackernews","source_id":"49194195","content_type":"comment","title":null,"body_preview":"I haven’t used Django for a long time but when I did I found it one of the best documented projects out there.","author":"tonyedgecombe","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","personal_experience_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194195"},{"id":"f34445d6-7bb4-4b78-aff1-a204efc33498","source":"hackernews","source_id":"49199141","content_type":"comment","title":null,"body_preview":"I like Django too, but find it difficult to deploy.  While frontend frameworks can be easily deployed via a cdn and some microservice backends on something like cloudflare or aws, I find Django very d","author":"daft_pink","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12374221291000063,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199141"},{"id":"b6bc62b2-6039-4bc8-9ec1-f819fbce89fe","source":"hackernews","source_id":"49194572","content_type":"comment","title":null,"body_preview":"I really like django, but since being involved in it from early days, whenever someone now praises Django, I am reminded of this talk: https://www.youtube.com/watch?v=i6Fr65PFqfk\nDjangoCon 2008 Keynot","author":"whateverboat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194572"},{"id":"a7f146c6-baad-4755-8d6e-9494f2349138","source":"hackernews","source_id":"49194343","content_type":"comment","title":null,"body_preview":"I remember, when I used it for the very first time in commercial project. Client briefed me in the afternoon, the next day, before the noon, she got ugly app, but with fully working admin backend. She","author":"0x4d4c","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194343"},{"id":"534c0c6c-ea4d-4c9e-85c6-e410bc7e6d48","source":"hackernews","source_id":"49194422","content_type":"comment","title":null,"body_preview":"I feel sufficiently old after having read South in this article. Good god what a throwback.\nDjango is hands down one of my favorite frameworks ever created, and the only one I still reach for in some ","author":"Klonoar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","self_reference"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194422"},{"id":"37a878e7-e0bb-4c12-acff-b844c1e1501a","source":"hackernews","source_id":"49194233","content_type":"comment","title":null,"body_preview":"Nice.\nI've been meaning to do my own Django post, on some other bits we take for granted - I should do it.\nPeople should be using Django, the best parts are so useful you don't notice them until you s","author":"stuaxo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194233"},{"id":"a0bf7ef7-288b-4366-9ead-1d6f6108b8eb","source":"hackernews","source_id":"49194576","content_type":"comment","title":null,"body_preview":"Django for Startup Founders: A better software architecture for SaaS startups and consumer apps: https://web.archive.org/web/20210624040717/https://alexkrupp...\nThis article is very useful.\nI use DRF ","author":"saaspirant","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194576"},{"id":"491614bf-32bc-4b02-a517-ecbcb8132b83","source":"hackernews","source_id":"49195616","content_type":"comment","title":null,"body_preview":"Django while opinionated is very flexible too. unlike Rails.\nthat means you can mold it to fit your use case easily - don't like the ORM - you can plug SQLalchemy and use a different 'architecture'. +","author":"dzonga","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195616"},{"id":"683908d2-c571-4703-9157-b08f4ec79160","source":"hackernews","source_id":"49194047","content_type":"comment","title":null,"body_preview":"Most loved feature, for me: No dramatic changes, just sane and careful evolution.","author":"JodieBenitez","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194047"},{"id":"6410bf68-bc7d-4ce8-88a4-f3748179d7e1","source":"hackernews","source_id":"49194381","content_type":"comment","title":null,"body_preview":"I really like the ORM and the migrations, but some parts I really dislike. They're maybe not Django's fault, but how it's used most places:\n* Models being passed around everywhere, queries happening e","author":"matsemann","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194381"},{"id":"23dba944-13a7-413e-bfea-372688bd2651","source":"hackernews","source_id":"49192019","content_type":"comment","title":null,"body_preview":"Sweet. Another of my projects just died. Well on life support, since this is on Mac while mine is on Linux. Though it also depends on how flexible this is.","author":"skeledrew","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.11754373809084344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192019"},{"id":"431c05a7-4aa5-4366-95e8-105850db4eba","source":"hackernews","source_id":"49190226","content_type":"comment","title":null,"body_preview":"In the mid 90s and early 2000, all Linuxes had virtual Desktops.","author":"_trampeltier","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190226"},{"id":"1c846204-837c-4c01-a76c-2b7594453535","source":"hackernews","source_id":"49188255","content_type":"comment","title":null,"body_preview":"SimulaVR is interesting (VR Desktop) but I was writing code in the middle of the salt lake flats super weird","author":"ge96","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188255"},{"id":"7c29c9c2-3dc2-41be-9f9c-b3fef1f9a206","source":"hackernews","source_id":"49188532","content_type":"comment","title":null,"body_preview":"I kinda already have this with Niri's infinite-scrolling horizontal strip and Vicinae as the control plane for complex stuff. like, to replace my Niri setup I'd need a 48:9 (!) monitor","author":"bpavuk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.07565518045984283,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188532"},{"id":"509fd931-08f5-47ba-b973-194e00ba5fde","source":"hackernews","source_id":"49198017","content_type":"comment","title":null,"body_preview":"maybe similar to Raskin?\nhttps://www.raskinformac.com/","author":"nielsbot","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198017"},{"id":"ecfd30bb-e49e-4e10-a000-16f02d0384d9","source":"hackernews","source_id":"49190556","content_type":"comment","title":null,"body_preview":"The title doesn't do this justice. I would so love for this to be a finished polished product that just works.","author":"swader999","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.14345090948039227,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190556"},{"id":"508d4228-13fa-42d3-858a-2a9589ea9057","source":"hackernews","source_id":"49188462","content_type":"comment","title":null,"body_preview":"Most similar thing to it I've seen is https://youtu.be/7q-ZhdXk3w4?t=40","author":"E-Reverance","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188462"},{"id":"de02c9b0-9bc0-435e-a319-e37961ef1ba6","source":"hackernews","source_id":"49188533","content_type":"comment","title":null,"body_preview":"I've found that working in a style similar to this is very useful for managing multiple threads of work at the same time.\nI use virtual desktops, where each desktop contains a single thing that I am w","author":"andrewmutz","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.3078071905112637,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188533"},{"id":"01c1af6b-9cb1-45e4-a92c-655b5fe4cc2c","source":"hackernews","source_id":"49189192","content_type":"comment","title":null,"body_preview":"It's basically already been said but, this seems absurd.  I'm not quite sure what TRUE benefit you'd get from this but it seems more frustrating than it's worth.  I can't figure out a reason to do thi","author":"dotfrag","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","missing_platform_voice"],"bot_score":0.29496133784341116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189192"},{"id":"cb52c418-bc69-4893-ac73-2c126be0b03e","source":"hackernews","source_id":"49190998","content_type":"comment","title":null,"body_preview":"Back in 2013 or 2014 when the first Oculus dev kit came out, the first thing a colleague of mine coded up was his own \"virtual\" workplace. By trade he was a graphics game dev that had been working on ","author":"TrackerFF","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190998"},{"id":"8bcbaf5f-6e5c-4840-8934-a76aadf728bd","source":"hackernews","source_id":"49195272","content_type":"comment","title":null,"body_preview":"Nice. Reminds me of Apple's OpenDoc (which seemed promising at the time, but a bit incomplete, and then discontinued when Jobs came back to Apple).\nhttps://en.wikipedia.org/wiki/OpenDoc","author":"ano-ther","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","external_link_context"],"bot_score":0.1941186109668799,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195272"},{"id":"0f720d3f-63c9-4d4a-884d-536edaee4c8d","source":"hackernews","source_id":"49190257","content_type":"comment","title":null,"body_preview":"Just gave it a spin and feels very rough / unpolished.\n- Why is the default scroll wheel action panning vertically and not zooming in and out (the main interaction)?\n- Why is the app size 1GB?\n- Every","author":"sean_pedersen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190257"},{"id":"98433724-3c60-4587-a73c-c60fb2ae52ea","source":"hackernews","source_id":"49188143","content_type":"comment","title":null,"body_preview":"What I like about Niri and hyprland is that I don't need to think about where windows open and about positioning them. This then looks very tiring, but I could be wrong. Would have to play with it.","author":"lobofta","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188143"},{"id":"d95462c8-0643-418a-b7cf-445b1cc87db4","source":"hackernews","source_id":"49188881","content_type":"comment","title":null,"body_preview":"What happens if you put all your browser tabs in two dimensions?\nAnswer: you get a mess.\nThat's why browsers weren't built like that, and also why I think this will not work.\nBut happy to be proven wr","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12369171617414407,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188881"},{"id":"6ca5b5f1-21bb-4a83-a76e-3b008664aa15","source":"hackernews","source_id":"49188547","content_type":"comment","title":null,"body_preview":"Very cool interface and reminiscent of figma/excalidraw in the way they provide an infinite 2d canvas for shapes and figures. Most tools of these types tend to implement layers as well, which might be","author":"condiment","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188547"},{"id":"5318a86a-19aa-4956-8728-2b6f5be978c8","source":"hackernews","source_id":"49188240","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/Zooming_user_interface\nThey mostly do not gain a lot of users.  Good luck!","author":"projektfu","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","platform_fluency"],"bot_score":0.11803285072513914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188240"},{"id":"00f96845-2262-4e43-982f-705938369550","source":"hackernews","source_id":"49189291","content_type":"comment","title":null,"body_preview":"Cofounder of a now-defunct multiplayer, real-time infinite canvas project here (Here.fm)\nWe could not for the life of us figure out how to make this a meaningful productivity tool. Yes, we had meeting","author":"jexe","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.27447385717793044,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189291"},{"id":"e36727ae-94a2-4b80-9398-c02a9aeaaa4f","source":"hackernews","source_id":"49188322","content_type":"comment","title":null,"body_preview":"Awesome work, thank you a lot Javier for making this available, and for the Scryer Prolog improvements that make this possible!\nI see that almost all of the changes mentioned on the page are in fact a","author":"triska","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188322"},{"id":"28bc3175-a438-47b4-9258-f0ef4c44c92e","source":"hackernews","source_id":"49202280","content_type":"comment","title":null,"body_preview":"Windows may have looked like something to squeeze until the last drop, but customers are clearly voting with their feet. And Microsoft knows it. Plus the realization that if Windows falls, Microsoft f","author":"hn_submit","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","historical_references","speculative_future_actions","imperfect_expression"],"bot_score":0.16813965400827038,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202280"},{"id":"8e7dc6d9-0663-4d6a-8d15-19b910b70744","source":"hackernews","source_id":"49199833","content_type":"comment","title":null,"body_preview":"You can look at the recent earnings and see Microsoft is negative 1%.\nI see a future where it does roll into azure and become a hosted only “feature”","author":"rootsudo","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199833"},{"id":"4faf9abd-0124-4445-962b-7ad0b8ad1fc3","source":"hackernews","source_id":"49199182","content_type":"comment","title":null,"body_preview":"I have to disagree with the author in one key detail: IMHO Windows wasn't neglected, it was actively made worse over the last decade(s)...","author":"MFHava","classification":"human_created","confidence":0.82,"indicators":["strong_opinion","platform_fluency","terse_reply","absence_of_hedging","no_synthetic_empathy"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199182"},{"id":"0912e0be-839d-499e-8289-7228d3b3ce3a","source":"hackernews","source_id":"49182498","content_type":"comment","title":null,"body_preview":"When I read articles like this, they're so far removed from how me and my male friends interact that I find it hard to believe.","author":"drcongo","classification":"human_created","confidence":0.85,"indicators":["absence_of_ai_voice","personal_experience_reference","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182498"},{"id":"d4c5ca73-0575-4005-ae7a-20f601745004","source":"hackernews","source_id":"49182579","content_type":"comment","title":null,"body_preview":"I worked with a short, partially bald guy, but he could charm the socks off any girl. Pretty sure; he didn't care a wit for 6/6/6.","author":"ChoGGi","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.16484062766512445,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182579"},{"id":"0e1bb279-5aca-4b3e-81b5-416cc13b0508","source":"hackernews","source_id":"49182760","content_type":"comment","title":null,"body_preview":"Dutch men must be terrifying to the people that believe this.\n1: https://nowpatient.com/health-news/the-member-measure\n2: https://longreads.cbs.nl/nederland-in-cijfers-2021/hoe-lang-...","author":"ClikeX","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182760"},{"id":"5a906c29-80ed-4e62-9469-ca3f5c05c6b3","source":"hackernews","source_id":"49182502","content_type":"comment","title":null,"body_preview":"So... if you have a 7 inch dick, you can probably just retire.","author":"isoprophlex","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182502"},{"id":"cc23d198-78dc-45f6-94d8-7add2132eeb8","source":"hackernews","source_id":"49182814","content_type":"comment","title":null,"body_preview":"And here I was shocked and really happy to hear about Three 6 Mafia on HN.\nFun fact: Three 6 Mafia used to be Triple 6 Mafia, they changed their name to be \"radio friendly\" (Three Six Mafia rolls off ","author":"giancarlostoro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12167652589697248,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182814"},{"id":"bbf411d5-ce26-4827-984a-d07c3946bd85","source":"hackernews","source_id":"49182098","content_type":"comment","title":null,"body_preview":"I've got a couple of methodological qualms with this article, but I do agree that in this case we should follow the spirit not the letter, so I'll keep them to myself.\nUnfortunately the effort is like","author":"BigTTYGothGF","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182098"},{"id":"b45799f7-2d45-4a2f-8b4c-17f3e30edb1d","source":"hackernews","source_id":"49182129","content_type":"comment","title":null,"body_preview":"I am curious why is height important? Understandably, income affects the lifestyle and opportunities, but what does height affect? What changes if you are several inch taller or shorter? I cannot unde","author":"codedokode","classification":"human_created","confidence":0.78,"indicators":["genuine_curiosity_with_specificity","platform_native_voice","logical_follow_up_with_skepticism","factual_correction_impulse","absence_of_ai_hedging"],"bot_score":0.1473838025606688,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182129"},{"id":"39e8f3a3-d3d5-4a00-af7c-995af123bbb4","source":"hackernews","source_id":"49182114","content_type":"comment","title":null,"body_preview":"The three six rule is a low bar for dating: you should also have a 6 pack. If you only want three sixes, here are 666 cents I keep in my pocket!","author":"blaze33","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182114"},{"id":"4d4f5ac6-195a-4034-b3d4-b38dd4799142","source":"hackernews","source_id":"49193147","content_type":"comment","title":null,"body_preview":"Whenever I do things like that, I match total area covered by a polygon in a radar chart spanned by the feature axis.\nThat way a single dominant feature cannot compensate for the collapse of all other","author":"niemandhier","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193147"},{"id":"a129b696-a875-4db3-b5bf-a0e1e28b3017","source":"hackernews","source_id":"49182767","content_type":"comment","title":null,"body_preview":"Putting on my atheist hat for a minute, I think these statistics are interesting in reminding people that there is an underlying biological and evolutionary process underlying mate selection. You’re b","author":"rayiner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","hedge_stacking","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182767"},{"id":"58fcfb47-582f-483d-a70f-c0d3eb453d43","source":"hackernews","source_id":"49184103","content_type":"comment","title":null,"body_preview":"These variables are not independent so you can't just multiply ratios to get combined ratio.\n(If height were not correlated with income that would be surprising, for example.)","author":"sagebird","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184103"},{"id":"898f64ed-d575-4137-bdc7-36647ca2f86c","source":"hackernews","source_id":"49190727","content_type":"comment","title":null,"body_preview":"For amusement, one could calculate the fraction of the population that has a blended exclusivity score < x (using the article’s 0.425% or any other threshold strictly between 0 and 1), and one will, o","author":"amluto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.13846933647534285,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190727"},{"id":"924f8c35-40c5-46b5-818a-29a093763372","source":"hackernews","source_id":"49193658","content_type":"comment","title":null,"body_preview":"That subject is quite loud even in my country. Too high requirements given a priori by women make men feel insecure.\nHowever my wife is the same height as me, meaning she's medium tall and I am short ","author":"p0w3n3d","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference"],"bot_score":0.12747064369764136,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193658"},{"id":"7423a47e-9cd2-4347-9850-ea2c54f64ff8","source":"hackernews","source_id":"49181949","content_type":"comment","title":null,"body_preview":"I really thought this post was gonna be adjacent to the hip-hop group, and I was patiently waiting to be told that Poppin one's Collar accounts for a pecker deficit.","author":"quadruple","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181949"},{"id":"36ee35a3-0c61-4cb4-9634-9f56a073bc7b","source":"hackernews","source_id":"49196722","content_type":"comment","title":null,"body_preview":"1. The issue with multiplying the probability/rarity of each is they are actually positively correlated -- Taller people have bigger parts (sorry I can't google to confirm on work laptop rn), and Tall","author":"maerF0x0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions","semantic_blandness","missing_platform_voice"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196722"},{"id":"32cbec5c-ccc5-4095-8d63-6405057875f9","source":"hackernews","source_id":"49192225","content_type":"comment","title":null,"body_preview":"So I'm an actual \"6/6/6\"... and I also have a statistics degree. This was absolutely hilarious to read!\nI will say that I've seen multiple definitions of the 666 rule where the last 6 represents eithe","author":"joshdavham","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192225"},{"id":"4bee004b-a99b-48d5-9938-98cac06f56eb","source":"hackernews","source_id":"49181819","content_type":"comment","title":null,"body_preview":"This is solid reporting:\n> A 6\" wiener is even rarer than being 6' tall. The average erect penis length is 5.166\" with a std dev of 0.654\".","author":"itsmemattchung","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","human_indicator_absence_of_ai"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181819"},{"id":"4a3e7e37-ebda-41c5-9420-b120a6460faa","source":"hackernews","source_id":"49191491","content_type":"comment","title":null,"body_preview":"> Blended Exclusivity Score ... 17/4000 = 0.425%\n> In a gaggle of 100 suitors, it's actually unlikely that a single one will meet all three criteria. Perfection. We now have a truly unreasonable set o","author":"lesuorac","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191491"},{"id":"e52fc72b-988f-4ccc-a06c-8982fa3c7e5c","source":"hackernews","source_id":"49181765","content_type":"comment","title":null,"body_preview":"The information that was missing from my life:\nFor the Average Man, gaining an inch of height is worth losing roughly $25k in annual salary. Meanwhile, an inch of pecker is roughly offset by reducing ","author":"0-_-0","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181765"},{"id":"a2d6976e-5241-4708-bbe6-4169cb2751dc","source":"hackernews","source_id":"49182006","content_type":"comment","title":null,"body_preview":"Also of note the income data is combined household income (2 incomes for a married couple) and over the entire population (including 40+ later-career incomes).\nIt's likely significantly over predictin","author":"operation_moose","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182006"},{"id":"21ff467b-ed61-4303-bc9b-e8acb5be5a52","source":"hackernews","source_id":"49183296","content_type":"comment","title":null,"body_preview":"The sooner Quantum Navigation (and its ilk) become the norm, the sooner GPS can take a backseat.\nhttps://q-ctrl.com/blog/q-ctrl-to-showcase-worlds-first-airw...","author":"bitlevel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183296"},{"id":"89a34589-69a4-46a7-98cd-5caa5f2f7a01","source":"hackernews","source_id":"49189149","content_type":"comment","title":null,"body_preview":"Lack of GPS was one factor here, but poor judgment was the real killer. Flying a visual approach at night into a field surrounded by unlit mountains is suicidal.\nThere's a saying among medevac pilots ","author":"_moof","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189149"},{"id":"0c5765b7-6d92-409b-a05a-794657fbf5d8","source":"hackernews","source_id":"49188471","content_type":"comment","title":null,"body_preview":"I don't know how to phrase it in military lingo but based on what I've read here on this thread, the military must stop these tests.\n1. Use self contained \"unit tests\" or \"dry runs\" if you will for da","author":"collabs","classification":"ai_generated","confidence":0.75,"indicators":["list_heavy_advice","missing_platform_voice","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188471"},{"id":"ae1ab799-2b35-4bae-b05e-2e8a459a9095","source":"hackernews","source_id":"49196701","content_type":"comment","title":null,"body_preview":"I wonder if the military could simulate a gps failure for their own purposes without actually breaking it for everyone? Like a gizmo in each military plane that simulates gps failure for that plane on","author":"kdmoyers","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196701"},{"id":"11fedb34-6594-416c-8b82-8a4359ed12a0","source":"hackernews","source_id":"49187554","content_type":"comment","title":null,"body_preview":"The civilian uses for GPS are obvious and as a pilot I'm more than pleased to make use of it. But... the military is jamming a military product that happens to have civilian uses. It's not flying the ","author":"git-nebulous","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187554"},{"id":"0a048fc3-8987-4cb4-8ff8-1918a429a58a","source":"hackernews","source_id":"49183731","content_type":"comment","title":null,"body_preview":"Unfortunately I can't access the article, but this video by Juan Browne (IMHO one of the most knowledgeable and no-nonsense aviation YouTubers) also provides a very good summary: https://www.youtube.c","author":"rob74","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183731"},{"id":"68bbfd7d-8618-4d89-b2ca-695321205ecf","source":"hackernews","source_id":"49181525","content_type":"comment","title":null,"body_preview":"The final information on the crash almost reads like they hit the very top of the mountain - according to NTSB, they were about 200-250 ft from the summit, so  it is possible they did still have visua","author":"VoidWhisperer","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","lack_of_platform_fluency"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181525"},{"id":"2ed410c6-cb2d-4c46-87b5-960df0486ea1","source":"hackernews","source_id":"49183774","content_type":"comment","title":null,"body_preview":"The ridiculously criminal government of the Banana Republic of Serbia last year used this technique to prevent drones from being able to take video of a 300,000+ person protest in Belgrade. They spoof","author":"bogzz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183774"},{"id":"f923af17-1a87-4921-aef3-11534b9da71b","source":"hackernews","source_id":"49187906","content_type":"comment","title":null,"body_preview":"From the NTSB today...\n>NTSB Statement: The NTSB is actively investigating the crash of a Beechcraft King Air operating as a medevac flight near Ruidoso, New Mexico on May 14. The NTSB has not yet det","author":"hnburnsy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","quoting_external_source","absence_of_ai_indicators"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187906"},{"id":"c61e0caa-5a5f-4a45-bce1-6dc66f7756ba","source":"hackernews","source_id":"49181850","content_type":"comment","title":null,"body_preview":"The loss is tragic but I’m sorry GPS jamming was not a factor here. There was a NOTAM indicating it’s going on, the pilots should have been aware and it appears when they reached out with a request th","author":"seatac76","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181850"},{"id":"e084ee4e-011e-4517-bf0f-91ba0e68c8e0","source":"hackernews","source_id":"49181616","content_type":"comment","title":null,"body_preview":"We have a competency crisis that will only get worse and worse. I myself am guilty of it. Modern life is too comfortable, there is no need to fight through and put in the hours to be an expert when yo","author":"fryanyway_swe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181616"},{"id":"c03f7bc5-08a0-4b3b-94a7-70255a99e88d","source":"hackernews","source_id":"49182079","content_type":"comment","title":null,"body_preview":"I actually experienced GPS spoofing while paragliding near Ukraine, luckily in the daytime. I don't even want to imagine it at night on a rescue mission. Condolences to the occupants.\nIt's quite easy ","author":"emilburzo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182079"},{"id":"de5730bf-cde4-4cb1-abbe-26ad40d77401","source":"hackernews","source_id":"49181304","content_type":"comment","title":null,"body_preview":"The preliminary NTSB report: https://data.ntsb.gov/carol-repgen/api/Aviation/ReportMain/G...","author":"jcalvinowens","classification":"human_created","confidence":0.7,"indicators":["direct_link_sharing","absence_of_ai_signals"],"bot_score":0.12001574500372394,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181304"},{"id":"db79a4e7-8b2e-44f2-8905-0d583f71ec6e","source":"hackernews","source_id":"49182027","content_type":"comment","title":null,"body_preview":"The animation at the top is worryingly misleading. The airplane that crashed was a Beechcraft twin turboprop, and the plane maneuvered a couple of times before crashing. It had 4 people inside it.\nThe","author":"brainlessdev","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182027"},{"id":"e610423f-eece-4513-958f-c726099ec72d","source":"hackernews","source_id":"49182613","content_type":"comment","title":null,"body_preview":"Missing from the article is that, once the pilots reported to ATC that GPS was inoperable, ATC was going to have them circle to the right and guide them along the ILS approach, which would've avoided ","author":"harshreality","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182613"},{"id":"1d75bbda-32b7-4f18-8173-61c9431754bc","source":"hackernews","source_id":"49181589","content_type":"comment","title":null,"body_preview":"GPS is not essential to air navigation. It’s nice to have, and there are some approaches that legally require it to be operational in order to fly them (IFR procedures) but aviation has other systems ","author":"K0balt","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","metaphorical_language","synthetic_empathy"],"bot_score":0.1466042792965677,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181589"},{"id":"222d468c-dd5b-4b85-a433-3f1f5565355e","source":"hackernews","source_id":"49182676","content_type":"comment","title":null,"body_preview":"Airline captain here... A visual approach to an airport in mountainous terrain on a moonless night is very risky.\nIn our operation, departing to an airport with missing weather reports would not be pe","author":"inoffensivename","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182676"},{"id":"26c804d3-e7ea-4d88-aa8a-3cd1428ad1a6","source":"hackernews","source_id":"49181565","content_type":"comment","title":null,"body_preview":"When I used to fly in Florida in the 2005-2015ish timeframe, NOTAMs for GPS interference (it didn't say that exactly but that's what it meant) were an everyday occurrence along my path, it became boil","author":"mrngld","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.239154140665565,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181565"},{"id":"7bd827bd-95e6-48e8-9fe0-f6c600a24134","source":"hackernews","source_id":"49186101","content_type":"comment","title":null,"body_preview":"I run GPSJAM.org, have been studying and tracking the effects of GPS interference on aviation for the past 5 years, and I was a source for this article. I'm not a pilot and I don't work for any aviati","author":"jjwiseman","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","self_reference"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186101"},{"id":"8578dfe8-537f-4568-9c0b-3cc6c776b460","source":"hackernews","source_id":"49199054","content_type":"comment","title":null,"body_preview":"dupe: https://news.ycombinator.com/item?id=49191624","author":"spicyusername","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.21153846153846154,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199054"},{"id":"6b00010d-01e6-466f-ac68-a8ab3aa238fd","source":"hackernews","source_id":"49190644","content_type":"comment","title":null,"body_preview":"At the end it is not emulation but static recompilation (which is, arguably, cooler)","author":"dmitrygr","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.12507661883859894,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190644"},{"id":"9d39aee4-f99b-4daa-b735-f604ea2ccbf3","source":"hackernews","source_id":"49194429","content_type":"comment","title":null,"body_preview":"Author here, thanks for all the comments, didn't expect this to get picked up.\nI've been working on speeding up RISC-V emulation for work and wrote this up as I went. Still learning this space, so I'd","author":"shuklaayush","classification":"human_created","confidence":0.85,"indicators":["author_here_acknowledgement","personal_work_context","seeking_expert_feedback","self_deprecation_and_learning","platform_fluency_hackernews"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194429"},{"id":"9850240d-0300-455b-8ada-1b48ce8646c8","source":"hackernews","source_id":"49192296","content_type":"comment","title":null,"body_preview":"CPU architectures evolve and often get replaces, eg Mac has moved from 68k -> Power -> x86 -> ARM or even Windows PC have also jumped from 32 to 64 bits and the same is also true of SIMD.\nWhy dont O/S","author":"MiroslavPokorny","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192296"},{"id":"75945576-f3b4-4a03-8e83-c422bddcb21d","source":"hackernews","source_id":"49191524","content_type":"comment","title":null,"body_preview":"The coolest interpreter technique I saw was one that put instruction bodies in static functions which the \"compiler\" main loop would memcpy the body of the function out to straight-line code that woul","author":"beholdo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191524"},{"id":"a91c0ac5-582d-4041-aa09-4c1db100fe2c","source":"hackernews","source_id":"49192235","content_type":"comment","title":null,"body_preview":"I was not impressed by author’s surprise that original emulation ran at 1/10th speed.  For the past 50 years, that’s usually the target for calling (“unaccelerated”) emulation good enough.  Especially","author":"oso2k","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192235"},{"id":"5bda8b4c-1d40-4213-a1a2-b48693175635","source":"hackernews","source_id":"49203660","content_type":"comment","title":null,"body_preview":"Nobody will risk violating NDA and lose their vesting of $$ to answer to the people.","author":"sharts","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203660"},{"id":"b65b5a6e-3ae0-44b7-bbbe-04397477fbad","source":"hackernews","source_id":"49197994","content_type":"comment","title":null,"body_preview":"I hope buyers understand that ChatGPT isn’t recommending the best products or the best sellers, they are in a paid partnership with Shopify and will show products from their stores above others. Some ","author":"theturtletalks","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_with_stance","self_reference_and_domain_expertise","concrete_specificity","platform_fluency","natural_digression","absence_of_ai_hedging"],"bot_score":0.09911946817968244,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197994"},{"id":"ff7732d9-7b17-4459-84f9-17677cabdc90","source":"hackernews","source_id":"49199388","content_type":"comment","title":null,"body_preview":"Well, obviously. Slopify itself looks like an SEO website so they are well acquainted with the required tactics.\nWhat I cannot forgive is the Slopify code base and Ruby core sloppification dictated by","author":"rlgh-abn","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","strong_opinion","niche_specificity","terse_expression","absence_of_hedging"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199388"},{"id":"bd3842ba-1ade-497c-9c61-de7ae8c2f909","source":"hackernews","source_id":"49199100","content_type":"comment","title":null,"body_preview":"I wish I could easily search Shopify stores And ignore Google I think I’d find more deals that way","author":"nothercastle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199100"},{"id":"9e2fce0c-513b-4320-9a7a-32a822343821","source":"hackernews","source_id":"49193959","content_type":"comment","title":null,"body_preview":"There is a grey area here of calls from businesses which the customer is signed up to, or has had previous dealings with. Many will be unsolicited but not all will be.\nMany of these calls are coming o","author":"nephihaha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13709722879851646,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193959"},{"id":"8998363e-18e6-4c7d-8a70-97aa2a32ee20","source":"hackernews","source_id":"49194203","content_type":"comment","title":null,"body_preview":"What's the status of discounts granted in exchange for marketing consent? Because that's how they bait many older consumers into receiving these calls.","author":"lifestyleguru","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","specific_topic_focus"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194203"},{"id":"d4f72474-4de9-4516-9b47-f40a08759725","source":"hackernews","source_id":"49197189","content_type":"comment","title":null,"body_preview":"what does HN think are the better alternatives to cold contact?\nbusinesses obviously keep doing unsolicited telemarketing calls because it works to some extent","author":"erelong","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","natural_digressions"],"bot_score":0.19080378879299953,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197189"},{"id":"4e561d8c-eb21-476e-b604-ae0053dbe04a","source":"hackernews","source_id":"49194670","content_type":"comment","title":null,"body_preview":"It happened in Spain months ago. Then the \"marketers\" start calling from international phone numbers.","author":"jordiburgos","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","absence_of_personality","genuine_specificity"],"bot_score":0.29699591672804493,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194670"},{"id":"37db6ddd-97b1-43fb-8c49-00b41a50379f","source":"hackernews","source_id":"49197196","content_type":"comment","title":null,"body_preview":"You can ban these practices as much as you want, but what we really need is ENFORCING. I have to be able to report a phone number that called me, and have them either fined or blocked at the national ","author":"mdrzn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.08487054532422281,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197196"},{"id":"59fee9ac-068a-41d0-b46a-ada9acf84b08","source":"hackernews","source_id":"49203678","content_type":"comment","title":null,"body_preview":"This could be dealt with in the U.S. with simple enforcement, but would also limit political parties soliciting by phone and that is my conspiracy theory for why it isn't enforced. It is trivial to fi","author":"ogou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.17138744228861458,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203678"},{"id":"00f2617f-0141-4028-a8a0-c31f2ab74fac","source":"hackernews","source_id":"49196187","content_type":"comment","title":null,"body_preview":"Australia banned telemarketing a while ago, it worked pretty well. The only spam phone calls left are 100% illegal scammers.\nhttps://www.acma.gov.au/telemarketing-and-e-marketing they give out million","author":"mkj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196187"},{"id":"313c3e56-b7ab-4101-a4f3-c6141a46d021","source":"hackernews","source_id":"49202913","content_type":"comment","title":null,"body_preview":"\"Your scientists were so preoccupied with whether they could, they didn't stop to think if they should.\"","author":"infotainment","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202913"},{"id":"c2c7b4bf-92bb-4ebd-ab81-bdb07d02fb53","source":"hackernews","source_id":"49200742","content_type":"comment","title":null,"body_preview":"Didn’t see anything about how they are treating the model confidentiality - will this be released to select orgs or made open? I guess this could one of the few things I would not want to be open sour","author":"mbeavitt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200742"},{"id":"4b4c1074-63ed-4ac0-8a83-7a65669de969","source":"hackernews","source_id":"49201710","content_type":"comment","title":null,"body_preview":"Study: https://www.science.org/doi/10.1126/science.aec2657\nCommentary: https://www.science.org/doi/10.1126/science.aej8512\nPublished 6 August 2026 in Science","author":"dinkelberg","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201710"},{"id":"c1f8bbdc-a69d-4c99-8956-ac6d4fef4d58","source":"hackernews","source_id":"49186831","content_type":"comment","title":null,"body_preview":"Super impressive results, and an awesome write up. Thanks :)","author":"jszymborski","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186831"},{"id":"4c1d986f-bff6-4392-a3d9-573299030870","source":"hackernews","source_id":"49185454","content_type":"comment","title":null,"body_preview":"I’d suggest for the examples to pick images that are not mostly bokeh.","author":"shen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185454"},{"id":"4dc50bdd-3ae5-4264-b0cd-af607674c7b3","source":"hackernews","source_id":"49184682","content_type":"comment","title":null,"body_preview":"Intriguing and nice writeup. This however tries to encode all the hidden painter's knowledge. Would it be easier to generate realistic images from paintings and use these pairs to finetune an image ge","author":"MeteorMarc","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicators_absent"],"bot_score":0.15716577710230298,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184682"},{"id":"6b5fd5bd-6835-4b44-8698-b4f16449f9bd","source":"hackernews","source_id":"49187783","content_type":"comment","title":null,"body_preview":"The effect looks decent in the foreground of some pictures, particularly the wolf and the cat. It really exaggerates the depth of field in the background, though, and those areas feel like someone ran","author":"swiftcoder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.09722313460931066,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187783"},{"id":"4ac246f0-444f-4540-bd58-2f33a2e12883","source":"hackernews","source_id":"49191005","content_type":"comment","title":null,"body_preview":"The results look way better than I was expecting. I don't know anything about Gaussians, but most of the \"painting\" effects I tried in image editors didn't produce satisfying results. This one looks g","author":"andai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191005"},{"id":"cfbcabf0-f537-4657-bc70-f1a82cebf1ec","source":"hackernews","source_id":"49193467","content_type":"comment","title":null,"body_preview":"Absolutely one of the most impressive paint \"filters\" I've seen.\nHow long is the frame time on the GPU implementation? Is there any hope for something like this to run at 60fps as a post process for a","author":"teodosin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193467"},{"id":"37176deb-927a-42ce-9918-14576a53b42a","source":"hackernews","source_id":"49192306","content_type":"comment","title":null,"body_preview":"> Each layer is more translucent and specific than the one below it, augmenting the existing structure that's already been built up.\nSo interestingly, one distinguishing difference between oil paintin","author":"vanderZwan","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","niche_expertise","natural_digressions","self_reference","imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.11966303229923397,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192306"},{"id":"0378e307-3330-43f9-bdd3-b3e707fedbaa","source":"hackernews","source_id":"49187579","content_type":"comment","title":null,"body_preview":"I investigated a gradient-descent-based concept adjacent to this back in like 2023 [0] inspired by the original 3DGS paper, I was pretty happy with the results I got with back-to-front alpha-blending ","author":"mkaic","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187579"},{"id":"e6a09d6f-9f22-4a07-893a-706044c00052","source":"hackernews","source_id":"49201061","content_type":"comment","title":null,"body_preview":"This is phenomenal. I know everyone is asking for their pet feature in this thread, but I would really like to see this in split keyboard format. They are much more comfortable to use since they put y","author":"markbao","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","genuine_specificity","emotional_authenticity"],"bot_score":0.1875,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201061"},{"id":"88a4241a-c98f-40f5-a48d-7d6089c31d4d","source":"hackernews","source_id":"49199948","content_type":"comment","title":null,"body_preview":"I don't even know if this is going to be a big or a tiny ask, and I don't know if I'm going to end up with this beautiful product at all, but just in case it's going to be trivial to do so, could you ","author":"numpad0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199948"},{"id":"af1a10f3-c5da-45e6-accb-4f890f4daa04","source":"hackernews","source_id":"49200012","content_type":"comment","title":null,"body_preview":"This looks incredible but I’m skeptical you can actually produce it for $250 and maintain the level of quality and features that you claim.  And it appears you’re offering $100 off of that (or is that","author":"hamburglar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200012"},{"id":"c9fc31ad-b608-4b62-9667-b01f5b41e7e2","source":"hackernews","source_id":"49200322","content_type":"comment","title":null,"body_preview":"Is there any way to prop it up so it doesn't lay flat against the table?\nI have round foam adhesive dots stuck to the bottom of my current Apple keyboards. It works, but it's an obvious deficiency in ","author":"StilesCrisis","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","personal_experience"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200322"},{"id":"f1551e42-24b0-439c-a9bd-bb8cc72399d8","source":"hackernews","source_id":"49199614","content_type":"comment","title":null,"body_preview":"This is absolutely fantastic, but those gigantic numbers are just bizarre and not at all good to look at. They feel completely out of place there, like you enlarged them by mistake. Not good.","author":"ifjeicjwidj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199614"},{"id":"708ce480-a468-42e0-aa4e-f249e60561c4","source":"hackernews","source_id":"49198168","content_type":"comment","title":null,"body_preview":"I’m assuming it’s not possible for it to include a fingerprint sensor?\nAs much as I’d like a mechanical keyboard for my Mac that’s always the part that gets me. I end up using the one my Magic Keyboar","author":"charrondev","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198168"},{"id":"4291ab7a-2f48-4831-a06a-eda87993b571","source":"hackernews","source_id":"49198184","content_type":"comment","title":null,"body_preview":"Opened the site, thought it was teenage engineering... Which is a compliment to me, because I always love their designs! Unfortunately as a HHKB user I'm not a fan of low profile keyboards otherwise I","author":"GZGavinZhao","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198184"},{"id":"710472e7-c11b-43f0-9dd0-aae26b13b24f","source":"hackernews","source_id":"49201251","content_type":"comment","title":null,"body_preview":"I agree that some aspects of the design are disagreeable, but it was an instant buy for me anyway.\nI loved the idea of mechanical keyboards and tactile feel; etc etc. But I type faster on Magic Keyboa","author":"nxc18","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201251"},{"id":"d2b9a44b-4d52-41ee-8e73-2e8992a9b1c9","source":"hackernews","source_id":"49198593","content_type":"comment","title":null,"body_preview":"This looks beautiful. While obviously a Mac keyboard, to what extent is it compatible with Linux?\nWill there be documentation of its features beyond a standard Bluetooth HID, such that users could pot","author":"ethersteeds","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198593"},{"id":"dccff628-028e-46bc-8c8d-f11a28b9e85a","source":"hackernews","source_id":"49201611","content_type":"comment","title":null,"body_preview":"In the 1980s a company called Quotron developed a contactless keyboard. The main circuit board contained a bunch of LEDs and some sort of photo diodes or photo cells, all arranged in a grid. The keys ","author":"litoE","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201611"},{"id":"143799d9-90d6-4543-89ea-ffa7cf721e56","source":"hackernews","source_id":"49199145","content_type":"comment","title":null,"body_preview":"Looks great, but at this point I’m too used to HHKB layout on custom MX/topre boards to go back to full time typical 65%/75% layouts. Standard Delete/Backspace position in particular is almost grating","author":"cosmic_cheese","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199145"},{"id":"f30f21fd-405a-4df2-87c7-37c3e8d15a83","source":"hackernews","source_id":"49203047","content_type":"comment","title":null,"body_preview":"I am a very happy customer of the Altar I. The first one worked so well I picked up two more on the secondary market. Have had no issues. Easy to customize the effective layout as advertised. Firmware","author":"doublerebel","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals","personal_experience"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203047"},{"id":"7efd9342-b419-4888-9cd1-5c8d9723c41e","source":"hackernews","source_id":"49198576","content_type":"comment","title":null,"body_preview":"The promo website is something to behold and by itself is sufficient reason to chuck a buck at the possibility of Altar II coming into existence.\nThank you, good luck, and looking forward!","author":"mistersquid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198576"},{"id":"2cc5e608-a129-4425-b5a8-1dd8402c26cc","source":"hackernews","source_id":"49200096","content_type":"comment","title":null,"body_preview":"I've built about 10 mechanical keyboards so far, including a bunch of split ergo ones and low profile variants too. From that, I know the layout matters a lot, as well as the switches themselves; the ","author":"allenc","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200096"},{"id":"3cd7fcd4-dbb1-4c15-a42f-3f0b578d60ee","source":"hackernews","source_id":"49203546","content_type":"comment","title":null,"body_preview":"Hell yeah; so glad this exists. I love the Magic Keyboard but hate the lack of clack. Can't wait til this drops; thank you for making it!!!","author":"nunez","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","platform_fluency","specific_preference","absence_of_ai_markers"],"bot_score":0.12477022821630328,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203546"},{"id":"784f6222-783e-49d6-8024-3b027e42526b","source":"hackernews","source_id":"49198447","content_type":"comment","title":null,"body_preview":"Love the keyboard, looks solid. Out of curiosity, why did you make the numbers so big? It looks like an intentional design choice and I don’t know if I like it, but I’m wondering if there’s reasoning ","author":"rckclmbr","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","authentic_uncertainty","platform_fluency","absence_of_ai_markers","conversational_tone"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198447"},{"id":"7065fe84-2d5b-40a6-b670-dbda12cf02ea","source":"hackernews","source_id":"49199746","content_type":"comment","title":null,"body_preview":"LOVE the industrial design. HATE the font, especially on the number keys. But, great job overall!","author":"runjake","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.0733184472113754,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199746"},{"id":"b9568162-b038-4e64-ab17-22a3136e70dc","source":"hackernews","source_id":"49198757","content_type":"comment","title":null,"body_preview":"Love the design and have also wanted a super low profile mechanical keyboard like this! I have one question though - what is the travel or activation distance of the keys?\nThe one thing I actually lik","author":"xingped","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198757"},{"id":"6da7123b-b83e-4eb4-8bd9-bb39684f0bee","source":"hackernews","source_id":"49199464","content_type":"comment","title":null,"body_preview":"Great looking keyboard but why are the numbers on the number keys so large? They stick out like a sore thumb.","author":"swingboy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.14513010265746615,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199464"},{"id":"9eedeef9-ee6b-4f26-b73b-821320598a35","source":"hackernews","source_id":"49198648","content_type":"comment","title":null,"body_preview":"To everyone who is about to pile on regarding the lack of a fingerprint sensor: you know it's not possible, we all know it's not possible, the creator of this project knows it's not possible.\nWhat are","author":"ary","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","direct_address_and_acknowledgement","imperfect_expression"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198648"},{"id":"82e2185a-52af-4be0-80ff-071cb73a3e23","source":"hackernews","source_id":"49188780","content_type":"comment","title":null,"body_preview":"This would be interesting on a Spark or two. I don't know how seamless the GPU and networking cluster setup would be when resource sharing between agent and post-training VMs.","author":"ece","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188780"},{"id":"cede5782-016f-4f83-bfaf-f900cd73a829","source":"hackernews","source_id":"49193401","content_type":"comment","title":null,"body_preview":"Oh this is awesome. Going to try this on my OCI Ampere instance.","author":"snthpy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193401"},{"id":"4e7b2f05-df6f-4130-b026-8a2b28db625b","source":"hackernews","source_id":"49187740","content_type":"comment","title":null,"body_preview":"I literally am in the process of migrating away from proxmox because they said publicly they would not support arm.\nThis was necessary, but guys you got the memo too late","author":"awesomeusername","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187740"},{"id":"89bbc752-e1a7-4ce3-b8e8-594508587146","source":"hackernews","source_id":"49187673","content_type":"comment","title":null,"body_preview":"Would be cool to run this on Snapdragon X Mini PCs in a 10 inch rack","author":"rnantes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187673"},{"id":"7b4e1f25-7696-4e17-8d81-51baeba00324","source":"hackernews","source_id":"49187401","content_type":"comment","title":null,"body_preview":"Corpo-only support,\nQ: Can I run Proxmox VE on a Raspberry Pi or a similar single-board computer?\nA: No. An arm64 host must boot through UEFI and describe its hardware through ACPI. Device-tree-only b","author":"vegadw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187401"},{"id":"1ed41329-25b4-487b-9552-a8de8fd97594","source":"hackernews","source_id":"49196950","content_type":"comment","title":null,"body_preview":"If I could install PVE on my M series Mac, nothing would make me happier. It would be such a nice way to recycle such hardware once I finally upgrade.","author":"eventualcomp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_opinion_desire","technical_context_specific"],"bot_score":0.125,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196950"},{"id":"b9ea76cc-2648-4dc3-befd-efdffb743bf5","source":"hackernews","source_id":"49190508","content_type":"comment","title":null,"body_preview":"> Device-tree-only single-board computers, such as the Raspberry Pi, are not supported\n  > Virtual machines always boot through UEFI, provided by the ARM build of OVMF (AAVMF). SeaBIOS is not availabl","author":"nh43215rgb","classification":"human_created","confidence":0.72,"indicators":["platform_fluency","terse_reply","absence_of_template_phrases","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190508"},{"id":"a0f01df2-562d-4add-9ed5-621f43cdde0e","source":"hackernews","source_id":"49192014","content_type":"comment","title":null,"body_preview":"During covid I made a lot more friends and happened to interact people with all different backgrounds, and ngl this helped me alot in many ways","author":"Monarch909","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192014"},{"id":"b24ce29f-6604-4f39-ae24-20099a36a837","source":"hackernews","source_id":"49189954","content_type":"comment","title":null,"body_preview":"There are a couple people I've met on HN, then emailed with, then met IRL.\nThere are also some people I've known IRL, who then saw my stuff on HN and reconnected with me IRL.\nThe former is neat, but t","author":"apparent","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189954"},{"id":"94121193-d201-4ec4-be7f-02f1dfc6e084","source":"hackernews","source_id":"49194146","content_type":"comment","title":null,"body_preview":"for me, the non-committal nature of online friends is nice.\nthe best online friends are the people I've known for 15 years, whom I just message two/three times a year for a deep conversation.\nIRL frie","author":"sznio","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194146"},{"id":"360df08f-3f10-4a16-921b-641e8adfdd35","source":"hackernews","source_id":"49125405","content_type":"comment","title":null,"body_preview":"How do you make online friends? I’ve been on Reddit for many years and have rarely even DM’ed anyone. I’ve also tried apps like Boo but the conversations always fizzle out.","author":"an0malous","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","genuine_specificity","platform_fluency"],"bot_score":0.16176470588235292,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49125405"},{"id":"c57cdeed-c5ee-43e1-b478-186fe4bf45cb","source":"hackernews","source_id":"49192955","content_type":"comment","title":null,"body_preview":"I'm sorry, but this is like saying \"online sex is real sex\". I'm sure some people can get the same stimulation, but it very much isn't the same.\nHumans need other humans, in flesh and blood in front o","author":"mihaic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192955"},{"id":"a8a21e48-b059-4219-b824-dbe2a25fe6f1","source":"hackernews","source_id":"49192959","content_type":"comment","title":null,"body_preview":"They used to be real friends. At this point, if you only know someone online, they might not even be a someone let alone a friend.","author":"dabbledash","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192959"},{"id":"dfc91074-80b5-4023-805d-00c96a9f3251","source":"hackernews","source_id":"49126312","content_type":"comment","title":null,"body_preview":"I work fulltime and have 2 kids still at home by myself. I made my two best friends on MMORPGs, one on FFXIV almost 10 years ago now, and one in Black Desert just talking about black metal bands we bo","author":"nazgulsenpai","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49126312"},{"id":"02dd080a-6b62-4576-8dd4-09d51c700547","source":"hackernews","source_id":"49196862","content_type":"comment","title":null,"body_preview":"With my online friends there's a shared understanding that we'll most likely  never meet IRL and probably wouldn't even like each other. It's like mutual parasociality, lol.","author":"neuroticnews25","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","niche_concept_articulation"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196862"},{"id":"b21a72f9-3bb8-4136-acb3-306aa5d80f48","source":"hackernews","source_id":"49190376","content_type":"comment","title":null,"body_preview":"I think a more salient point is made here:\n> \"In addition, there's generally a lower chance that the friendship develops out of convenience alone. Don't get me wrong, many in-person friendships are bo","author":"brailsafe","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.14253965254941164,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190376"},{"id":"00e8db52-c29b-4b82-b38d-518834dec968","source":"hackernews","source_id":"49189771","content_type":"comment","title":null,"body_preview":"For online friendship to really work, we need to solve the problem of pig-butchering scammers (scammers who \"make friends with you\" and eventually get you to give them money somehow, e.g. by depositin","author":"0xDEAFBEAD","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189771"},{"id":"7770b114-f67d-402b-9dac-6741b63cc0d6","source":"hackernews","source_id":"49126176","content_type":"comment","title":null,"body_preview":"Hard disagree. Online friends are easy to ditch. Real life friends are around wether you like it or not. That fact alone has huge repercussions.","author":"PeterStuer","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.13939195930936346,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49126176"},{"id":"61661638-840c-403d-949e-61de3d3953ab","source":"hackernews","source_id":"49197133","content_type":"comment","title":null,"body_preview":"A counterpoint is that people - especially young people - who spend enough time on the internet to be willing to develop online friendships tend to be people who lack a proper irl social life, and (fr","author":"a2fz","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","strong_opinions","personal_experience","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197133"},{"id":"2b2e0ffb-3e2e-412e-be90-58d1ecb580c8","source":"hackernews","source_id":"49126048","content_type":"comment","title":null,"body_preview":"> This will be the sixth time that at least one of us has traveled to hang out with the other.\nAre these really online friends if you are also recognizing them as real-life humans that exist in the sa","author":"win311fwg","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49126048"},{"id":"d48c4aaa-4ba1-4fbb-8967-6bd53d48aaee","source":"hackernews","source_id":"49190443","content_type":"comment","title":null,"body_preview":"I once read about a father who told his daughter, \"real friends are people who care how your life ends up.\" I think that's a pretty good definition to go by.","author":"tomwheeler","classification":"human_created","confidence":0.7,"indicators":["self_reference","terse_replies","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190443"},{"id":"0983698a-6d16-4810-b72c-5dd1ad8d0ae4","source":"hackernews","source_id":"49125447","content_type":"comment","title":null,"body_preview":"Here's the problem with online relationships, you can pick them up and drop them whenever you like. You can do that in real life to a degree, but sometimes you are forced to confront friends in real l","author":"en3r0","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_obvious_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49125447"},{"id":"fea147a1-5815-4b9e-8d5c-49362115d9be","source":"hackernews","source_id":"49125675","content_type":"comment","title":null,"body_preview":"Had plenty of online friends come and go.  What I found is that it usually took online relationships longer to get to know each other in some ways, and quicker in other ways.\nIt was no fun realizing a","author":"MomsAVoxell","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49125675"},{"id":"8fdfd763-5eeb-4691-8157-82032fe1ef8d","source":"hackernews","source_id":"49125529","content_type":"comment","title":null,"body_preview":"My son made online friends when he was 14, playing games together with them on Steam. When he is playing a game with them, I often hear him roar with laughter, but they can also be quite serious and t","author":"evaneykelen","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49125529"},{"id":"29ab0acf-8c20-400d-a403-bae03080e417","source":"hackernews","source_id":"49190273","content_type":"comment","title":null,"body_preview":"I met my wife playing Star Wars Galaxies, online. She was member #4 in the guild I ran, The Trade Federation on Flurry, one of a whole crew of people I'd never met in my life. It was a very interestin","author":"kator","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190273"},{"id":"ad29f588-5e25-418b-9f0e-cca0b911ed8d","source":"hackernews","source_id":"49187971","content_type":"comment","title":null,"body_preview":"Jokes on them, I don't trust benchmarks\nOnce something becomes a benchmark it is no longer a good benchmark.","author":"functionmouse","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.10797905107617231,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187971"},{"id":"1a2fd7d9-1af2-4c96-b490-8748bb0e85b5","source":"hackernews","source_id":"49188610","content_type":"comment","title":null,"body_preview":"obviously, the best benchmark is the one you tell no one about.","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1070412985504187,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188610"},{"id":"fa5965ec-f29b-4d33-973c-2ba6720d7fd1","source":"hackernews","source_id":"49192380","content_type":"comment","title":null,"body_preview":"Everything, every. single. thing. that can cause people to spend money on, will be ultimately manipulated.\nWill be true as long as humanity exists.","author":"qsera","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192380"},{"id":"55ad2285-c800-4486-a611-1fa2c97f41c8","source":"hackernews","source_id":"49188212","content_type":"comment","title":null,"body_preview":"I think Goodhart's law is just a consequence of correlation vs causation.\nIt is very easy to find a metric that is correlated with what you want. But once you start trying to influence a system, you q","author":"Legend2440","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_clarity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188212"},{"id":"6d874331-b8b7-4389-b5b3-3e8412e15b65","source":"hackernews","source_id":"49188054","content_type":"comment","title":null,"body_preview":"“When you place a tangible value on trust, trust becomes a commodity to be bought and sold.”\n— <https://news.ycombinator.com/item?id=27432186>","author":"teddyh","classification":"human_created","confidence":0.85,"indicators":["human_quoting_source","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188054"},{"id":"3b480e5f-d1aa-4dd2-bc53-df09766bfae5","source":"hackernews","source_id":"49189314","content_type":"comment","title":null,"body_preview":"Not forecasting though. You can't goodhart predicting real-world events","author":"ddp26","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189314"},{"id":"45600a2f-08e3-4c54-ae49-300ea1ea196d","source":"hackernews","source_id":"49190428","content_type":"comment","title":null,"body_preview":"This reminds me of many years ago when Mozilla/Firefox (I think it was) said that they stopped focusing on mainstream benchmarks because they didn’t really translate to real world browser performance ","author":"throwatdem12311","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","personal_experience_anecdote","imperfect_expression","niche_expertise_perspective"],"bot_score":0.08971340541156377,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190428"},{"id":"213f2e3a-2688-4ee8-97bd-6d202c7b1566","source":"hackernews","source_id":"49189044","content_type":"comment","title":null,"body_preview":"Clearly, the solution is to judge society by how many currently-un-gamed benchmarks it has produced.","author":"zahlman","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189044"},{"id":"ea7dc986-a1f8-4d71-be50-1ad06fd6936a","source":"hackernews","source_id":"49201216","content_type":"comment","title":null,"body_preview":"Benchmarks are fine, but people take them way too seriously.\nA model can crush some test and still be a pain to use in real life.","author":"cryptolobster","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201216"},{"id":"814b3089-f5ee-4621-8a57-919c3ad284b8","source":"hackernews","source_id":"49188106","content_type":"comment","title":null,"body_preview":"I agree and that’s why we need and indeed have an ever evolving landscape of benchmarks\n> Private, refreshed test sets attack the mechanism itself, and in my view they are the only intervention that d","author":"astro1234","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188106"},{"id":"cb81b7e1-ecfc-4bee-925f-87bd35aef1c4","source":"hackernews","source_id":"49201946","content_type":"comment","title":null,"body_preview":"Ultimately, the only evals that matter are for the tasks you're interested in. The only way to game those is by being better.","author":"xnx","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.1047938401648371,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201946"},{"id":"165de84d-e34b-4fc7-a073-9e7489868648","source":"hackernews","source_id":"49191808","content_type":"comment","title":null,"body_preview":"The obvious solution is to have non-public benchmarks.\nIt is exceedingly difficult to train on a proprietary benchmark administered by someone with half a brain (i.e. don't sign up for a ChatGPT accou","author":"throw10920","classification":"human_created","confidence":0.78,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","strong_opinions","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191808"},{"id":"f77fe043-ce7b-4415-b088-6e58dadf64a1","source":"hackernews","source_id":"49189388","content_type":"comment","title":null,"body_preview":"Had to stop reading when the article devolved into Claude spam. \"defensible in isolation,\" \"honestly ranked,\" ugh. Please write your own blog post.","author":"StilesCrisis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189388"},{"id":"a7871e1e-b12d-4b3f-9376-9215743762f7","source":"hackernews","source_id":"49168907","content_type":"comment","title":null,"body_preview":"I accidentally started a reread of Octiva Butler's Parable of the Sower in late 2024 (I'd read it many years ago, but forgot the timeline). It was eerie...","author":"JshWright","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168907"},{"id":"ecc6338d-a9e9-446d-84c8-04be1eecee72","source":"hackernews","source_id":"49163432","content_type":"comment","title":null,"body_preview":"https://wnyc.org/story/bradbury-centennial-with-neil-gaiman\nYetide Badaki's marvelous reading begins at 3:50","author":"MengerSponge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163432"},{"id":"0b078204-8bee-476c-b270-0a207cc8115b","source":"hackernews","source_id":"49163770","content_type":"comment","title":null,"body_preview":"For most of my life it's felt like we've been moving away from this scenario, but lately it's felt like we're sliding back towards it","author":"water-data-dude","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163770"},{"id":"4a62e2b9-6f78-48c4-a189-f9d201ed27c5","source":"hackernews","source_id":"49171300","content_type":"comment","title":null,"body_preview":"reminded me of this joke\nTech enthusiasts: \"Everything in my house is wired to the internet of things. I control it from my smartphone. My smart-house is bluetooth enabled and I give it voice commands","author":"abhishek03113","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","humor","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49171300"},{"id":"f9b9c4a6-4098-4f03-9f6f-6efe32c7549b","source":"hackernews","source_id":"49168708","content_type":"comment","title":null,"body_preview":"I feel like the modern version of this would have the neighbourhood largely intact, but humans killed via miniature drones.\nDrives home the point how few anticipated that batteries would advance so mu","author":"Tade0","classification":"human_created","confidence":0.7,"indicators":["natural_digression","opinion_without_overqualification","platform_fluency"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168708"},{"id":"6c910c91-2d2f-48bc-b0f7-deee0d061591","source":"hackernews","source_id":"49167474","content_type":"comment","title":null,"body_preview":"The most interesting thing about science fiction to me isn't the things the authors get right, but what they get wrong. Like, the whole house talking in a ChatGPT voice, intelligent appliances, etc: b","author":"laszlojamf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49167474"},{"id":"2e9a8ed2-2dc6-48d8-accb-10c45d67402e","source":"hackernews","source_id":"49168859","content_type":"comment","title":null,"body_preview":"One of my favorite versions is read by Nimoy. https://web.archive.org/web/20200615075956/https://www.youtu...","author":"spmealin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168859"},{"id":"acdb507f-b170-45f2-ab91-156b9037d400","source":"hackernews","source_id":"49168389","content_type":"comment","title":null,"body_preview":"Eternal rains will come  \n    We should say goodbye   \n    And suffer on our own  \n    As all our thoughts were wrong","author":"tetris11","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168389"},{"id":"68bfbfea-0e11-4c11-b1d7-b1c0b2cf94cf","source":"hackernews","source_id":"49163579","content_type":"comment","title":null,"body_preview":"This story was adapted into a short animated film in 1987:\nhttps://www.youtube.com/watch?v=5LNHYz89sNc\n(Russian, with subtitles.)","author":"andai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163579"},{"id":"5130c8c5-aff6-43e8-b33c-a9fe2c89acfb","source":"hackernews","source_id":"49169102","content_type":"comment","title":null,"body_preview":"A rendition of this was aired on X-Minus One\nhttps://archive.org/details/OTRR_X_Minus_One_Singles/XMinusO...","author":"r3trohack3r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169102"},{"id":"ca41455d-b25d-4573-bfed-218c455c71a8","source":"hackernews","source_id":"49168765","content_type":"comment","title":null,"body_preview":"One thing which I find striking here is that a modern home and attendant conveniences roughly embodies 10--15 horsepower of effort, or the work of 40 or so full time house staff.\nThus far, the only no","author":"WillAdams","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality","semantic_blandness"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168765"},{"id":"0ed883d3-e5bf-4659-a745-2a3ea16aab59","source":"hackernews","source_id":"49164189","content_type":"comment","title":null,"body_preview":"Dimension X, 1950: https://ia800901.us.archive.org/33/items/OTRR_Dimension_X_Si...\nBurgess Meredith Reads Ray Bradbury, 1962: https://dn720300.ca.archive.org/0/items/meredith-bradbury/01...\nEdit: Ray ","author":"petethomas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164189"},{"id":"7b3bbed0-a382-462a-bf14-55e2618c4124","source":"hackernews","source_id":"49163995","content_type":"comment","title":null,"body_preview":"Though it makes me mourn for life lost when I read it even now, I never cared much for “There Will Come Soft Rains”. It’s a story exploring how what we make could continue on without us (for a time). ","author":"philosopherNoob","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49163995"},{"id":"2bb1ec52-1cfa-4b74-bea1-72179b8410d0","source":"hackernews","source_id":"49169806","content_type":"comment","title":null,"body_preview":"The most striking incongruity with our modern era to me is that the family was all outside when the blast occurred. With pervasive screens, we just don't get outside like we used to.\nAnd why on earth ","author":"armagon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169806"},{"id":"10bfb9a3-da14-4c5f-8f31-8f0e69402f4d","source":"hackernews","source_id":"49168550","content_type":"comment","title":null,"body_preview":"USSR animated version (1984): https://www.youtube.com/watch?v=4oxP3TyuQx0","author":"nahuel0x","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168550"},{"id":"27700eca-7fc1-44fe-854a-d653f736adec","source":"hackernews","source_id":"49164145","content_type":"comment","title":null,"body_preview":"I think an appreciable number of people upvoting this and reading it or re-reading it may not have noticed why it was submitted today (the date on which the story takes place is tomorrow!).","author":"schoen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression"],"bot_score":0.18290494055453313,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164145"},{"id":"ad9ae190-cc26-4fd3-91f3-10beb2da52ee","source":"hackernews","source_id":"49168914","content_type":"comment","title":null,"body_preview":"Born in 1968 I missed “duck and cover” but rode the wave of Reagan brinkmanship with my skater friends until 1990, watching all the broadcast TV PSAs and songs and art about nuclear war. It was real. ","author":"mrloopex","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.2003170175503938,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49168914"},{"id":"adadd367-bb7b-4ac4-83c5-a7c62d047618","source":"hackernews","source_id":"49169336","content_type":"comment","title":null,"body_preview":"I read this story in 4th grade. It felt like the future. Now, it feels like most of the technology is within reach - at least, it could be built. The automated stove being the main exception.\nBut the ","author":"thrtythreeforty","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","authentic_perspective","natural_digression","platform_fluency","absence_of_ai_markers"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169336"},{"id":"a9f4011c-a988-416f-84f1-7421508c3337","source":"hackernews","source_id":"49164411","content_type":"comment","title":null,"body_preview":"Okay, a stretch for HN, but: singer-songwriter Silvana Estrada named an album released last year Vendrán Suaves Lluvias (meaning There Will Come Soft Rains). She talked about how she and her brother r","author":"twotwotwo","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","niche_expertise","natural_digression","platform_fluency","imperfect_expression","absence_of_ai_hedging"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49164411"},{"id":"ac32d2e3-618d-43cf-a9e3-1c9235538db3","source":"hackernews","source_id":"49169991","content_type":"comment","title":null,"body_preview":"It seems quaint now, but it’s astonishing how much the fear of war (especially nuclear annihilation) affected mid-century fiction.\nIn addition to \"There Will Come Soft Rains\" we have short stories lik","author":"paulorlando","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49169991"},{"id":"e6758cb5-dafe-4498-902f-aa318b99b0dc","source":"hackernews","source_id":"49194756","content_type":"comment","title":null,"body_preview":"Deep space images is a crazy and wonderful thing! Space without borders!","author":"andrewvl","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.17799316333829265,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194756"},{"id":"0fa18415-1d9d-4c29-9604-dfc777561818","source":"hackernews","source_id":"49190715","content_type":"comment","title":null,"body_preview":"This is great! I love to meander thru data like this trying to understand what I am looking at.\nI found a couple of things that are probably processing artifacts from the spectral filtering and select","author":"doodlebugging","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190715"},{"id":"b0c642a8-1e2e-4cd8-9d0e-e8d8169679e4","source":"hackernews","source_id":"49185701","content_type":"comment","title":null,"body_preview":"Viewer from Aladin Sky Atlas\nhttps://skyviewer.app/explorer","author":"irickt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.23361920813072373,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185701"},{"id":"02678932-a117-4930-9b63-771ea00e1d34","source":"hackernews","source_id":"49184089","content_type":"comment","title":null,"body_preview":"The image size of this camera is unbelievably huge in its coverage.\nMost telescopes take pictures of objects - this one takes pictures of the entire sky.  And will do so in a time-lapse fashion for 10","author":"toufka","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184089"},{"id":"9f769898-2d65-4c61-b3b5-601af7973c37","source":"hackernews","source_id":"49183578","content_type":"comment","title":null,"body_preview":"If you ever wondered, those are among the things that made that single person standing out of the crowd od Humanity for more than two thousands years.<3","author":"notorandit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","semantic_blandness"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183578"},{"id":"8cb657b1-808a-4c7c-99dc-e652ae61ccc2","source":"hackernews","source_id":"49183161","content_type":"comment","title":null,"body_preview":"“It is the mark of an educated mind to be able to entertain a thought without accepting it.”","author":"andsoitis","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.17844271562569636,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183161"},{"id":"fe3c8615-038f-4fcc-907c-cf6dd2553df2","source":"hackernews","source_id":"49184411","content_type":"comment","title":null,"body_preview":"> \"Friendship is a single soul dwelling in two bodies.\"\nWhat a cool way to convey the benefits of having strong friendships.","author":"deepfriedbits","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184411"},{"id":"ff9bb6f5-6d73-4bd1-9026-a8a789075ece","source":"hackernews","source_id":"49188162","content_type":"comment","title":null,"body_preview":"My Philosophy 101 in college was Nichomean Ethics, and I think to this day was one of the most important classes I ever took.","author":"sealthedeal","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","personal_anecdote","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188162"},{"id":"8d29b6bc-d4a8-45ad-89b9-6a82125ba5a7","source":"hackernews","source_id":"49193452","content_type":"comment","title":null,"body_preview":"I giggled when reading \"Educating the mind without the heart is no education at all\". Hehe that must have failed when he taught Alexander the \"Great\" who would start wars, raze cities and murder whole","author":"kaon_2","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193452"},{"id":"439d4b9a-8146-420c-80fd-ef787258c47e","source":"hackernews","source_id":"49187922","content_type":"comment","title":null,"body_preview":"Daoist conceptions of virtue can be described as “cosmic spontaneity”\nhttps://sourcelibrary.org/book/chuang-tzu-mystic-moralist-an...","author":"dr_dshiv","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.24960275189221892,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187922"},{"id":"118702e8-17b6-4f59-b0cd-04929de94202","source":"hackernews","source_id":"49184095","content_type":"comment","title":null,"body_preview":"Much of this is either simply not Aristotle, or a paraphrase from one of his works incorrectly attributed to another.\n My slop meter is pinging.\nEdit:\nBetween the misattributions, fabricated quotes, l","author":"pinnate","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","niche_expertise","cultural_references"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184095"},{"id":"6c488559-cb71-4f69-968e-1060c937d87c","source":"hackernews","source_id":"49184172","content_type":"comment","title":null,"body_preview":"> 2. \"Happiness depends upon ourselves.\"\nhe's quiet possibly referring to happiness as a relationship (with family, friends, colleagues, citizens etc) rather than just by oneself / isolation / individ","author":"al_be_back","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinion","niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184172"},{"id":"b2083a76-1cf9-48b2-86a2-7db8e6c4bcef","source":"hackernews","source_id":"49184264","content_type":"comment","title":null,"body_preview":"“We are what we repeatedly do. Excellence, then, is not an act, but a habit.”\nAristotle never said this.  It's Will Durant.\nhttps://medium.com/the-mission/my-favourite-quote-of-all-tim...\nhttps://old.","author":"great_wubwub","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184264"},{"id":"d70b571e-1bb4-4b4d-9e67-ed81b705dbb0","source":"hackernews","source_id":"49188146","content_type":"comment","title":null,"body_preview":"> 11. “Happiness is the meaning and the purpose of life, the whole aim and end of human existence.”\nThat's a poor way of framing his beliefs about this. The correct framing is more like “Virtue and be","author":"steve_adams_86","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","semantic_blandness"],"bot_score":0.10732533048080391,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188146"},{"id":"97cf6615-8b4b-4d77-a28f-b2343d78977e","source":"hackernews","source_id":"49189332","content_type":"comment","title":null,"body_preview":"Roughly translating something my grandfather once said: 'a quote is not something to be parroted, but to be pondered'. Unfortunately all the provided quotes are in English, so they're unlikely to actu","author":"tmtvl","classification":"human_created","confidence":0.85,"indicators":["human_indicator_personal_anecdote","human_indicator_imperfect_expression","human_indicator_nuance_exploration","ai_indicator_template_phrases"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189332"},{"id":"e9cbc606-ad2f-49eb-93f8-703aa455dae3","source":"hackernews","source_id":"49183737","content_type":"comment","title":null,"body_preview":"The first quote is not even a quote from Aristotle but from Will Durant’s book,  The Story of Philosophy (1926)","author":"technics256","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183737"},{"id":"7c3d1e42-cb3c-49cc-a2ba-011d29531842","source":"hackernews","source_id":"49189790","content_type":"comment","title":null,"body_preview":"Aristotle is very good, but Plato is perfect. Some random quotes:\nOnly the dead have seen the end of war\nWe can easily forgive a child who is afraid of the dark; the real tragedy of life is when men a","author":"tsoukase","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","quote_selection_with_commentary","absence_of_ai_signals"],"bot_score":0.24019607843137253,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189790"},{"id":"f40cc7ad-31f5-4b55-ab15-9bfafb7661c4","source":"hackernews","source_id":"49183489","content_type":"comment","title":null,"body_preview":"The level of precision a subject can reach is peculiar to that subject, but it doesn't follow that nothing can be accurately predicated of it:\n\"It is characteristic of such knowledge [ethics] that it ","author":"geye1234","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183489"},{"id":"c519b838-ff1b-42d4-94f5-043141c07e16","source":"hackernews","source_id":"49186110","content_type":"comment","title":null,"body_preview":"FWIW, I got a lot more about virtue ethics from reading Plato's works, the Stoics, and Cicero.  Aristotle is somewhat dry and tedious to read.  Go for him if you're into formal logic and related techn","author":"kashyapc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","opinionated_stance","imperfect_expression","avoidance_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186110"},{"id":"93eb8b8c-d419-492f-8137-3c9302966802","source":"hackernews","source_id":"49184930","content_type":"comment","title":null,"body_preview":"Actually reading Aristotle's Nichomachean Ethics is worth it. Not because he's right about everything (he has some pretty messed up and weird views), but because it's challenging and good to think on,","author":"RGS1811","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184930"},{"id":"3d0edcf4-f5a7-4917-b526-07359dfbcb0a","source":"hackernews","source_id":"49182630","content_type":"comment","title":null,"body_preview":"Quantamagazine is owned by the heavily AI invested Renaissance Fund.\nThe whole article is an ad that covertly or overtly inserts how websites are built with ChatGPT, how humans say that AI is better t","author":"12k5ha","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182630"},{"id":"5c1c251a-57a5-45da-a453-74f36c2328f3","source":"hackernews","source_id":"49183124","content_type":"comment","title":null,"body_preview":"is probably a mix of other math papers that combined can solve this, the ingredients were already out there and they got trained with it.","author":"m3kw9","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.15033628524683532,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183124"},{"id":"f20bee69-26be-4e5d-8470-2ed6990202b7","source":"hackernews","source_id":"49183322","content_type":"comment","title":null,"body_preview":"Because pattern recognition and deduction is automatable and LLMs are superhuman at low depth high depth problems. Next","author":"vatsachak","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183322"},{"id":"f7e5d3f6-d141-40f2-bfde-e33ba5be6b2e","source":"hackernews","source_id":"49183999","content_type":"comment","title":null,"body_preview":"It seems that AIs are really good at finding counterexamples now.\nEven if progress by AIs in proving conjectures lags, it seems likely that AIs collectively will, in the next few years, find counterex","author":"delhanty","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":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183999"},{"id":"1b1e8908-d386-4c6d-b317-3b0e50b8e5d1","source":"hackernews","source_id":"49183282","content_type":"comment","title":null,"body_preview":"Disappointing lack of \"Why\" in an article that starts with it.\nAre they actually doing something new and novel, or are they just absorbing that \"a=b as was proven in transcendental hyper-circular grou","author":"operation_moose","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183282"},{"id":"f5fe0b2a-f424-4865-bf14-b2c8f3b977d8","source":"hackernews","source_id":"49183240","content_type":"comment","title":null,"body_preview":"something i've just realized : today long-standing maths problems are falling. It's great intellectually but won't probably have an immediate impact on our lives.\nNow, what will happen once  long-stan","author":"bsaul","classification":"human_created","confidence":0.72,"indicators":["strong_opinion_without_equivocation","platform_fluency","imperfect_expression","absence_of_template_phrases","missing_specificity"],"bot_score":0.3144738571779304,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183240"},{"id":"aa8c3772-8fd9-4bff-b927-acb2fa8d624f","source":"hackernews","source_id":"49182564","content_type":"comment","title":null,"body_preview":"The mathematics are above my intellectual capacities, but I still find the man and his lifestyle fascinating. Though I admit his heart attack probably wasn't a coincidence, sadly.\nI wonder if national","author":"ComputerPerson","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digression","imperfect_expression"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182564"},{"id":"a7833567-f251-4918-af36-c1f4b7196d9d","source":"hackernews","source_id":"49183250","content_type":"comment","title":null,"body_preview":"Non-Erdős problems are also falling.\nThe AIs seem to have some combination of very broad familiarity with math (enabling relevant things from other subfields to be brought in to the proof) as well as ","author":"pfdietz","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","cultural_reference","strong_opinion","terse_style"],"bot_score":0.17528735632183906,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183250"},{"id":"99aed99f-87d7-42ff-a6f0-226965998ce2","source":"hackernews","source_id":"49182779","content_type":"comment","title":null,"body_preview":"When OpenAI posted about their 10 breakthroughs, I saw lots of career research mathematicians say things mostly along the lines of “I don’t understand any of this it’s way over my head”.\nAre we missin","author":"throwatdem12311","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.08971340541156377,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49182779"},{"id":"e9f06eb0-8b16-4c58-8927-3d18d6bfd716","source":"hackernews","source_id":"49186805","content_type":"comment","title":null,"body_preview":"I love reading about orchestration concepts.\nBut pulling orchestration off is very very tricky.\nEven if it is just a small, simple orchestrator.\nIdeas like planner, memory, log, subagents, graphs (eac","author":"tosh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","self_reference","human_indicators_present"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186805"},{"id":"dffc2c6e-e8b8-4927-92dd-b9aadbdd68b4","source":"hackernews","source_id":"49183405","content_type":"comment","title":null,"body_preview":"why do i hate skillks, harnesses , memory systems  whatever. such ideas that everyone thinks they've discovered but are  totally useless in practice.","author":"dominotw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183405"},{"id":"817cc3b1-d42f-4015-bb98-915504eb066b","source":"hackernews","source_id":"49190957","content_type":"comment","title":null,"body_preview":"Do big models benefit from Conway's Law, or only small ones?","author":"andai","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190957"},{"id":"84777ea3-7638-4b48-9c12-cfdb7c44473d","source":"hackernews","source_id":"49184854","content_type":"comment","title":null,"body_preview":"And the associated GitHub repo: https://github.com/DataForScience/LLMs","author":"Anon84","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1893939393939394,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184854"},{"id":"e3a6ee08-f68a-46c6-8734-6d01b476e8d8","source":"hackernews","source_id":"49184021","content_type":"comment","title":null,"body_preview":"Anyone else have related reading that touches on this? I'm building my own custom harness and want to start implementing loop support, etc. But I also want to build some sort of framework so that it's","author":"Axsuul","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184021"},{"id":"0ebdf053-ebff-45b7-b425-d6778eec44a5","source":"hackernews","source_id":"49185920","content_type":"comment","title":null,"body_preview":"Contrary to the title and intro, this appears to be an agentic _workflow_ builder/runner, not an advanced “agent harness”\nA few things:\n- they note: “nothing in this post proves it actually works in m","author":"jumploops","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.10461100675249345,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185920"},{"id":"473f0cd3-4d38-4af6-b61d-97ef25eb95e1","source":"hackernews","source_id":"49183569","content_type":"comment","title":null,"body_preview":"> The plan is a graph\nI much prefer giving the LLM a REPL loop, and injecting all the tools as functions inside the REPL loop.\nThat means that the LLM isn't constrained to writing a DAG, it can write ","author":"budududuroiu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183569"},{"id":"1250bdf3-bb03-4d99-ac80-e352c06f2fb5","source":"hackernews","source_id":"49186463","content_type":"comment","title":null,"body_preview":"I (like presumably many others) have built something similar. My main difference though is that the critics operate on each stage of development before it can move onto the next. The stages are define","author":"bryan0","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.20923266676003022,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186463"},{"id":"a552f1bd-d8ab-44c3-932f-eaef62b25b66","source":"hackernews","source_id":"49185351","content_type":"comment","title":null,"body_preview":"A good tutorial. Generally speaking, the harness is the environment layer between a language model and its task, such as the action set it can call, the state, the context it can see and the memory et","author":"DerrickDevo1","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185351"},{"id":"11a9f159-07cc-4495-a737-4d9c15dba617","source":"hackernews","source_id":"49184666","content_type":"comment","title":null,"body_preview":"A harness [1] was developed by Terrence Tao and some collaborators to prove mathematical results. It has since then been used by others with positive effect. Can someone critique the structure of this","author":"abdullahkhalids","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1510179953451868,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184666"},{"id":"1cbf7acf-4b5d-4c68-a806-816a5bc36132","source":"hackernews","source_id":"49186988","content_type":"comment","title":null,"body_preview":"So if I understand correctly, one of the agents is creating the workflow as a DAG dynamically for each new job it's given? That's the most interesting part to me. The rest I was already pretty familia","author":"ilaksh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.175001813157931,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186988"},{"id":"7b14ddf2-8dcf-41c3-ac2f-9fb6a903ef71","source":"hackernews","source_id":"49184325","content_type":"comment","title":null,"body_preview":"Any benchmarks showing if this actually improves problem solving? Or reduces errors?\nThe idea is cool, but from own experience in harness engineering, lots of cool sounding ideas can have a negative i","author":"hanneshdc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184325"},{"id":"b573ccc9-ab5d-4e91-aa1c-711ff52feec2","source":"hackernews","source_id":"49179809","content_type":"comment","title":null,"body_preview":"The same people who want minimalism here in the comments are angry at Microsoft for removing half the features in any control panel inside Windows with every release.\nShows how difficult it is to desi","author":"ymolodtsov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179809"},{"id":"ce1190a9-a00d-497a-8219-ebf9600a61e6","source":"hackernews","source_id":"49179957","content_type":"comment","title":null,"body_preview":"The worst thing about Apple AppStore ads is they create a who-can-pay-more rises to the top situation, where previously it was more based on merit.\nAnd In order to make an ad campaign make financial s","author":"jonplackett","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179957"},{"id":"07c1bca4-987c-43e5-99bf-6114278a88e2","source":"hackernews","source_id":"49179432","content_type":"comment","title":null,"body_preview":"That's part of the philosophical change that led to GNOME 2.0\nhttps://ometer.com/preferences.html","author":"jdub","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179432"},{"id":"c06e2ebd-f59e-468e-8b0f-4ecea9bf967d","source":"hackernews","source_id":"49181044","content_type":"comment","title":null,"body_preview":"Regarding stickers on PCs, once one PC manufacturer added a sticker for feature X, they would have an advantage in physical stores over the other manufacturer’s PC next to it, because consumers overwh","author":"layer8","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.14099663988336728,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181044"},{"id":"54be99b9-d730-4adc-a0ff-8ac5c473b912","source":"hackernews","source_id":"49190797","content_type":"comment","title":null,"body_preview":"https://youtu.be/P4VBqTViEx4?si=JkqbTRS0NxOhYn9B\nSteve Jobs talking about Apple of the future. (His comments on product people running a company vs sales)","author":"conception","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.0644913241114043,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190797"},{"id":"a3f5e744-e806-45d1-9ae6-c0629ac969c8","source":"hackernews","source_id":"49179338","content_type":"comment","title":null,"body_preview":"I am struck by the resemblance between this logic and the logic behind drinking. I remember back in my 20s one of the devs would come over at the end of the day and go, \"Coming to the pub?\" The standa","author":"alex-moon","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","genuine_specificity","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179338"},{"id":"8d6e514d-bb1a-4c2b-b69b-6a12c7be875f","source":"hackernews","source_id":"49180008","content_type":"comment","title":null,"body_preview":"I don't understand what the title has to do with the content.","author":"zahlman","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180008"},{"id":"c55c2789-1d61-4c86-b8ac-d2d5499e0648","source":"hackernews","source_id":"49180200","content_type":"comment","title":null,"body_preview":"I daily drive linux (arch btw) with all the adblocking bells and whistles and I was dumbfounded when I saw my grandma's PC with all the clutter and ads. Really makes you miss the old era.","author":"po1nt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180200"},{"id":"05ec9d1e-4ccd-41b1-bf9b-71936469f75d","source":"hackernews","source_id":"49181286","content_type":"comment","title":null,"body_preview":"I know that \"Great Man\" theory is considered debunked.\nThat being said, it seems a LOT of drops in quality trace back to some very senior person who cared about quality and put resources behind delive","author":"alexpotato","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference","template_phrases"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49181286"},{"id":"0deb0a20-2d78-4e38-891c-68dfa8e48f55","source":"hackernews","source_id":"49201786","content_type":"comment","title":null,"body_preview":"“the moment you open the door to One, Infinity starts exerting its pull”\nReads like it’s from some esoteric medieval Philosphy/theology book.","author":"DiscourseFan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.20833333333333331,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201786"},{"id":"bdf7cf7d-5e45-48c3-b2c2-1f78acba09d1","source":"hackernews","source_id":"49179747","content_type":"comment","title":null,"body_preview":"Screenshot and share functionality get massively overloaded on iOS, but it's not because a product person / designer lacks the necessary taste, vision or \"courage\". It's because the OS is not capable ","author":"vnorilo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179747"},{"id":"729bb119-bd3e-47f3-af9c-411d1e9ac065","source":"hackernews","source_id":"49179826","content_type":"comment","title":null,"body_preview":"> This is why it’s important to hire and recognize people who will understand that those limitations have to be imposed arbitrarily\nBetter get the folks that recognize users exist and are different, s","author":"eviks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179826"},{"id":"d46b79b8-5433-465c-bc9a-fab42d5b3b86","source":"hackernews","source_id":"49179510","content_type":"comment","title":null,"body_preview":"This reminded me of a 20 year old 'viral' video \"Microsoft Designs the iPod Package\":\nhttps://youtube.com/watch?v=EUXnJraKM3k","author":"thomassmith65","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179510"},{"id":"109fc7b6-0f74-4044-85b9-f54b9501ad1e","source":"hackernews","source_id":"49179450","content_type":"comment","title":null,"body_preview":"This is good, but I think it's missing a discussion of the business logic, which is IMO the mechanism behind the gravity we're discussing here. And really it's just about the fact that you always get ","author":"Michelangelo11","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179450"},{"id":"3308cd48-e101-4ac6-b914-61479a34c8a1","source":"hackernews","source_id":"49179535","content_type":"comment","title":null,"body_preview":"The minimalist approach is great until it isn't. You can cover 98% of use cases with a single button is a great motto, until you are in the other 2%. I often fail to find basic functionality in softwa","author":"matusp","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","natural_digression","absence_of_ai_template_phrases"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49179535"},{"id":"3e6a7c07-f6b0-4fde-95c5-1c081d58192c","source":"hackernews","source_id":"49180134","content_type":"comment","title":null,"body_preview":"Even the 'own stickers' joke doesn't really apply anymore. I recently saw ads for Apple Fitness+ and Apple Intelligence in the system settings (!, I'll forgive the ads for Apple Care). Apple Creator S","author":"microtonal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180134"},{"id":"078c6716-a456-4c0a-a789-6581163d8d4d","source":"hackernews","source_id":"49180715","content_type":"comment","title":null,"body_preview":"I really wanted to hear the opinion from Mac diehards about modern MacOS. I've used Windows for decades but bought a Mac M2 a while ago. I really like it so I'm not trying to say \"Apple Bad\". But I'm ","author":"glimshe","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11488750195857506,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49180715"},{"id":"88bc3eb1-d6e5-4263-81ee-f864d4a46201","source":"hackernews","source_id":"49191845","content_type":"comment","title":null,"body_preview":"i think a nice middle ground would be the \"flip the arrow\" but the webhook tells you when the cursor has moved and that's it so you don't hammer the origin server will polls or have N-time stale data.","author":"nektro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191845"},{"id":"26319bbb-3172-4f4c-9a60-108b1b7769c2","source":"hackernews","source_id":"49185821","content_type":"comment","title":null,"body_preview":"Nice write-up of the webhook data consistency problem - I've been bitten by some of those Stripe issues myself. I agree that webhooks should come hand-in-hand with a \"records updated since\" endpoint t","author":"lubujackson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.07916335993753461,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185821"},{"id":"b2f26c4b-aeb0-4dcd-b91b-263cdfe7ad01","source":"hackernews","source_id":"49185491","content_type":"comment","title":null,"body_preview":"The proposed “feed” solution is functionally indistinguishable from incremental reconciliation.\nThe article presents a good framing and is well-written, but doesn’t really propose anything new.","author":"cobbzilla","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","polished_first_draft"],"bot_score":0.2222222222222222,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185491"},{"id":"7f3f6760-7461-400d-ab91-0438690c1f6f","source":"hackernews","source_id":"49185629","content_type":"comment","title":null,"body_preview":"This topic always surprises me. I do not understand the sequence of logic that leads people to build synchronisation mechanisms based only on webhooks.\nWebhooks aren't at-least-once, nor at-most-once,","author":"qlkzy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185629"},{"id":"9c2fd46b-7c1c-43d7-91a5-9d1959a5bd54","source":"hackernews","source_id":"49187272","content_type":"comment","title":null,"body_preview":"I wonder if this is a CS problem somebody solved in 1954.  Does somebody have the link to that paper?\n(I'm not serious about 1954 in particular, I am about hoping somebody here knows the CS literature","author":"thingification","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187272"},{"id":"81ed3956-b0c4-4261-9b5f-a81b8d5bbe58","source":"hackernews","source_id":"49184875","content_type":"comment","title":null,"body_preview":"The end here reminds me of \"The Log: Real-time data's unifying abstraction\" [0], which has unfortunately had a bit of link-rot since 2013.\nOne complication in this approach involves access-windows: Wh","author":"Terr_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.14094892394898573,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184875"},{"id":"8abf14fb-350f-4fac-98ed-54e5b573eb5d","source":"hackernews","source_id":"49190582","content_type":"comment","title":null,"body_preview":"\"Nobody serves this today\" except for every real estate listing service (https://www.reso.org/reso-web-api/)","author":"bobtheborg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190582"},{"id":"86985dec-acbd-49b1-884b-55e325bfe6e7","source":"hackernews","source_id":"49192459","content_type":"comment","title":null,"body_preview":"Could be completely off base, but isn't this the equivalent of polling a Provider's commit log or distributed log? So accessing a third party's Apache Kafka?","author":"abrookewood","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192459"},{"id":"de4a5b56-5bcc-4852-b7dc-7fcad3123891","source":"hackernews","source_id":"49189003","content_type":"comment","title":null,"body_preview":"Seems like we are trying to solve 2 problems at the same time with SCROLL:\n* Database sync of log events.\n * \"Real\" time updates.\nWebhooks can already mostly handle the \"real-time\" event portion. Of c","author":"zie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189003"},{"id":"4241eb1f-373a-48ec-ad56-32543c83628f","source":"hackernews","source_id":"49202169","content_type":"comment","title":null,"body_preview":"I usually preach that a big blob of mutable state in the middle of your system (the db) is the problem, and events are the solution, and this seems like its most obvious case.\nAll your problems start ","author":"mrkeen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202169"},{"id":"57739f69-c13b-467d-9fcd-0ac1ebf7a6b5","source":"hackernews","source_id":"49192818","content_type":"comment","title":null,"body_preview":"This is kind of beside the point but... Shouldn't the the evolutionary metaphor be the opposite of how the author's using it?\nThey go on about how we've settled in the trough, but the whole local opti","author":"ksymph","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192818"},{"id":"02753efb-7a7b-4a41-b764-e77e28f43a45","source":"hackernews","source_id":"49184918","content_type":"comment","title":null,"body_preview":"With webhooks, consumers get to asynchronously respond to updates from a provider. If no data has changed, a provider will not send any updates.\nWith SCROLL, consumers are responsible for choosing whe","author":"zffr","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184918"},{"id":"73b8fd67-74b6-4e39-bb15-80edb2e266a8","source":"hackernews","source_id":"49197634","content_type":"comment","title":null,"body_preview":"This is a great article and exactly mirrors my experience consuming webhooks. My team built almost the same workarounds as the author.\nThe solution my team eventually settled on to the dedup, bufferin","author":"marklar423","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197634"},{"id":"dc5cf222-d1f9-4e78-b658-4dfce8025238","source":"hackernews","source_id":"49184908","content_type":"comment","title":null,"body_preview":"Webhooks are a painful problem. To clarify, Stripe's events API definitely ships a cursor and polling it has been the method preferred by large consumers for a long time.","author":"zrail","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184908"},{"id":"71086668-3333-4f8d-b70c-a15968ccc9d6","source":"hackernews","source_id":"49185713","content_type":"comment","title":null,"body_preview":"Webhooks are simple and ubiquitous, and that's both a weakness and a strength. It's also why they are used for a lot of things, even things they are not great for (state sync).\nThese weaknesses are wh","author":"tasn","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","niche_expertise","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185713"},{"id":"43563702-d85a-4780-997b-b41e5776e2f0","source":"hackernews","source_id":"49188165","content_type":"comment","title":null,"body_preview":"Gerard mentions it super quickly, but another massive issue with webhooks generally is local development. Yes, you can use a tunnel, but that requires all engineers on a team to add their own tunnel u","author":"shreygupta","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188165"},{"id":"f9ccaa13-45c7-44f6-8c88-609b15446439","source":"hackernews","source_id":"49188863","content_type":"comment","title":null,"body_preview":"With the proposed solution every consumer will have a persistent connection to the server irrespective of the frequency of events. This setup seems inefficient unless you have a very high volume of ev","author":"bytesandbots","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188863"},{"id":"9e173967-2e7e-4190-9a9a-c2007a20c553","source":"hackernews","source_id":"49189288","content_type":"comment","title":null,"body_preview":"I much prefer cursor paginated API requests vs. webhooks. The obvious downside being that in order to not get 429'd you need a respectable poll frequency - meaning you lose reactivity to new events.\nT","author":"tlonny","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","technical_depth","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189288"},{"id":"4a2f3bfc-4c45-4450-a751-d2c8ce3ee1a0","source":"hackernews","source_id":"49185926","content_type":"comment","title":null,"body_preview":"I had the exact same thing with the Quickbooks api recently. You cannot trust the responses or webhooks at all.\nOn create a user or invoice for example sometimes it will return an error, yet it actual","author":"alt227","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185926"},{"id":"dd3a4c4c-b62e-4ac8-a337-a6519fbc7275","source":"hackernews","source_id":"49187511","content_type":"comment","title":null,"body_preview":"This is a nice writeup of the problems in using Webhooks for State Synchronization.  I also noticed that the proposed solution is a pseudo IETF-style draft protocol called SCROLL... that happens to be","author":"toomim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","self_reference","natural_digressions"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187511"},{"id":"af36e8b4-5b47-4915-a133-f50053090667","source":"hackernews","source_id":"49194280","content_type":"comment","title":null,"body_preview":"Impressive work.\n@author : I'm trying to wrap my head around the following question: are there any situations where the \"int32 constraint\" would be an issue?\nMy gut feeling says that fine a grid (4B s","author":"ur-whale","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194280"},{"id":"2380e3ea-3970-4c83-a37c-5f4b87339bc2","source":"hackernews","source_id":"49192430","content_type":"comment","title":null,"body_preview":"from the site\n> For large point sets, Delaunay32 is over 10× faster than delaunator-cpp and around 4× faster than Fade2D.","author":"rezaprima","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","lack_of_ai_indicators"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192430"},{"id":"1b61b48e-1bf8-44f9-a5b5-f69fb19761c8","source":"hackernews","source_id":"49190222","content_type":"comment","title":null,"body_preview":"Great project!\nAre vertex insertion and deletion also supported/accelerated?\nWhat compromises are keeping this constrained to 32-bit? It seems like you could cut back on quantization error by increasi","author":"hingler36","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190222"},{"id":"3e9f8d9f-ac88-40f8-9830-eb7452d1eb35","source":"hackernews","source_id":"49193199","content_type":"comment","title":null,"body_preview":"Can you compare with what used to be, to the best of my knowlege, by far the fastest implementation, https://www.cs.cmu.edu/~quake/triangle.html ? It's not int specific though, but I would still be cu","author":"fp64","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193199"},{"id":"3f50c719-4b94-4d23-82d9-0cd893cab615","source":"hackernews","source_id":"49193320","content_type":"comment","title":null,"body_preview":"Looks very promising - I've been looking for a good delaunay library that supports constrained delaunay.\nIt looks like their performance benchmark is including multithreading, which although a useful ","author":"Remnant44","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193320"},{"id":"deb0133d-cec0-4285-aaa4-d2a0bb52bcf8","source":"hackernews","source_id":"49196040","content_type":"comment","title":null,"body_preview":"Very nice results. For my Unity C# code I use Andy's package: https://github.com/andywiecko/BurstTriangulator\nLooking at his performance graph it looks like he does about 1 million points in around 32","author":"animal531","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1803292500613783,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196040"},{"id":"025c0c4a-4622-4cbc-abb3-862998c2b5cd","source":"hackernews","source_id":"49193020","content_type":"comment","title":null,"body_preview":"Nice work. Getting DT edge cases right can be quite some work.\nShameless plug: My own DT for int32 coordinates in Rust, and compiled to wasm with a bit of visualization. Click to add and remove sites,","author":"DennisL123","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193020"},{"id":"49dc699c-6ab8-4891-ab34-cd406b51a5c5","source":"hackernews","source_id":"49197326","content_type":"comment","title":null,"body_preview":"Welcome to the Polycrisis. Climate change, economic collapse, etc...\nJust wait till El Nino hits this year.","author":"Noaidi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197326"},{"id":"1549e2fb-6730-4f6b-bad9-135272cd9737","source":"hackernews","source_id":"49197077","content_type":"comment","title":null,"body_preview":"Save you a click:\n\"The rancher is selling calves for record sums, but is not better off because he has higher costs. The feedlot company is selling for all-time high prices, but it also has to pay the","author":"bz_bz_bz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197077"},{"id":"0c5058b6-28ae-4130-8670-460683bfdd0b","source":"hackernews","source_id":"49200143","content_type":"comment","title":null,"body_preview":"Inflation mainly. And it's going to get worse as the Republicans appear to keep purposely doing things to cause inflation (tariffs, pointless wars based on ego, negotiating in bad faith and making mon","author":"JohnTHaller","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2207518749639422,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200143"},{"id":"6ea3385a-e6c6-4c3d-a88a-d7162c063023","source":"hackernews","source_id":"49197261","content_type":"comment","title":null,"body_preview":"There should be laws ensuring that every market there should be at least 5-6 players and is free or is declared natural monopoly/monopsony and regulated.\nThe in between you have all the bad from monop","author":"ReptileMan","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":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197261"},{"id":"ca187bf4-d866-4bd8-b44a-5051c21cc47e","source":"hackernews","source_id":"49197293","content_type":"comment","title":null,"body_preview":"you can increase profits through volume or margin.\nright now we are in a whole economy experiment to see how long you can increase margin through price increases and shrinkflation.","author":"dastbe","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197293"},{"id":"83d789d7-4842-4fc6-b726-fe85be0f5a20","source":"hackernews","source_id":"49197249","content_type":"comment","title":null,"body_preview":"Beef prices have become simply insane. The value I get from beef can no longer justify the expense, so I've simply stopped buying it at all. I've largely replaced it with pork. Pork used to be the mos","author":"JohnFen","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","personal_experience","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197249"},{"id":"4b05b8f1-164f-4cf1-993c-2f179c61c00c","source":"hackernews","source_id":"49197210","content_type":"comment","title":null,"body_preview":"My father-in-law grew up on a small-time farm and then went into environmental engineering as a professor, and briefly worked on the Secretary of Agriculture's staff in the Biden administration. He ha","author":"quacked","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197210"},{"id":"a4ccb4ca-88a7-4b81-812d-c78577b28910","source":"hackernews","source_id":"49197312","content_type":"comment","title":null,"body_preview":"Animal agriculture is a key driver of climate change: https://sentientmedia.org/how-does-livestock-affect-climate-...\nAlong with the high price, that's one more reason to not buy it.","author":"markstos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197312"},{"id":"6d1a1203-7f64-49d2-941f-2b45375cead7","source":"hackernews","source_id":"49197407","content_type":"comment","title":null,"body_preview":"The amount of beef eaten per person per year in the USA is absolutely insane anyway:\nUSA - 37kg/capita\nUK - 18kg/capita\nWe're not exactly shy of roast beef on this island either - the French nicknamed","author":"walthamstow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","false_specificity"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197407"},{"id":"ebde81f0-5ed3-49bb-8ad9-55ba2dafadcb","source":"hackernews","source_id":"49197181","content_type":"comment","title":null,"body_preview":"yeah, it's called inflation, it really sucks for everyone except the people who receive the new money early (mainly the banking system, but also people w/liquid assets + finance adjacent industries li","author":"recursivedoubts","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1132243872643869,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197181"},{"id":"3583915c-3949-41b4-93bb-a98513746c28","source":"hackernews","source_id":"49197276","content_type":"comment","title":null,"body_preview":"> A new pick-up truck that once cost $40,000 now runs to $100,000. A wooden fence post has gone from about $6 to as much as $19. A quarter-mile roll of barbed wire has doubled, from $60 to $130. Every","author":"TulliusCicero","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197276"},{"id":"ff5a09e4-950c-477a-b809-d39da50c8695","source":"hackernews","source_id":"49196870","content_type":"comment","title":null,"body_preview":"Looking at the comment in the actual code change:\n\"If we are being asked to delete a system app for just one user set flag so it disables rather than reverting to system version of the app.\"\n... Joy. ","author":"kotaKat","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196870"},{"id":"0d8e5a7f-3fdf-487c-8a74-fe54d123587a","source":"hackernews","source_id":"49195511","content_type":"comment","title":null,"body_preview":"Extremely \"Googly\" responses there. Not a single mention of the strategy of Google to include, oh, payment, social gaming, ads ... effectively building it into the system and totally disregarding the ","author":"spwa4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.16259297245027998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195511"},{"id":"73638f04-503d-4dbf-ac64-3c24adedf85e","source":"hackernews","source_id":"49198407","content_type":"comment","title":null,"body_preview":"I have a Moto, possibly my 10th.\nWith each new phone, the first thing I do is initiate an ADB session to begin (a futile attempt at) removing all unnecessary bloat. If I thought it wouldn't be flagged","author":"eth0up","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198407"},{"id":"6bbc32ae-db74-4bff-8e7f-7ca32eb92f11","source":"hackernews","source_id":"49198421","content_type":"comment","title":null,"body_preview":"ouch,damn it's hot!, anyone else noticing the cooked amphibious odor , and hark there is a riseing chorus of croaking and peeping","author":"metalman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.14426817801783393,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198421"},{"id":"b3178f43-6a4e-44e9-8974-1a5c0ab0ad0c","source":"hackernews","source_id":"49193485","content_type":"comment","title":null,"body_preview":"Noose keeps tightening, the war on General Purpose Computing, the war against users owning devices intensifies. How utterly fallen.\nWe'll see what happens with the proposed ADB changes. Lots of no one","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.1330826923990941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193485"},{"id":"db35a6d5-c05e-4235-9a3e-e9b3c6304cb5","source":"hackernews","source_id":"49196069","content_type":"comment","title":null,"body_preview":"Why would you uninstall them over disabling them? They make good point uninstalling is pointless, disabling achieves same purpose and it is safer. You can't use that system space anyway.\nif you don't ","author":"Markoff","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness","platform_fluency","imperfect_expression"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196069"},{"id":"a029641c-6e4f-4c3f-bbf4-be44100489d3","source":"hackernews","source_id":"49196649","content_type":"comment","title":null,"body_preview":"-cough-\n     Shizuku + ShizuTools\n\npseudo-root via system-user\n* https://github.com/timschneeb/awesome-shizuku\n* https://github.com/legendsayantan/ShizuTools\n* https://github.com/RikkaApps/Shizuku/dis","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.14394051480780667,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196649"},{"id":"7de2f4c2-1d39-442e-97d1-4fe41a7ab366","source":"hackernews","source_id":"49196027","content_type":"comment","title":null,"body_preview":"This sucks. I use adb to uninstall all of the system apps like facebook, youtube, web browser, etc. to give myself a minimalist, distraction-free phone that still has niche apps, maps, and communicati","author":"tstactplsignore","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196027"},{"id":"93ff3fe8-4a92-4281-af07-6db49af960ac","source":"hackernews","source_id":"49198338","content_type":"comment","title":null,"body_preview":"Could someone explain this bit?\n> many system apps run in the background after being uninstalled, but it's unknown whether they do when disabled.\nIs this because some real system apps (as opposed to v","author":"xg15","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11988840939895659,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198338"},{"id":"e3817c8b-4445-44d5-857b-95a7ee82db2b","source":"hackernews","source_id":"49196819","content_type":"comment","title":null,"body_preview":"In the next decade open hardware will win, any machine that exposes itself to be programmed by its user will be infinitely better than a machine that doesn't.\nFrom keyboards to phones to tractors.\nThe","author":"jackdoe","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196819"},{"id":"d9badc6b-dc9a-4016-82d0-7261e2a14797","source":"hackernews","source_id":"49197271","content_type":"comment","title":null,"body_preview":"14 years ago, Cory Doctorow warned us about that: https://www.youtube.com/watch?v=gbYXBJOFgeI\nThe modern societies run via those devices and the enforcement will move to the mostly free Internet that ","author":"freefaler","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197271"},{"id":"4e62c371-be5a-4298-945b-35c22be0bdad","source":"hackernews","source_id":"49195894","content_type":"comment","title":null,"body_preview":"Ok this is not as bad as I feared, disable still works and that uninstalls any updates that app has gotten.\nIt was always a bit surprising you could uninstall an app in a \"read only\" partition","author":"dugite-code","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195894"},{"id":"28f79d07-c677-4b6c-90ee-bd2c7432e469","source":"hackernews","source_id":"49198220","content_type":"comment","title":null,"body_preview":"If you don't have root, you are not the device owner, you are a lessor to whatever companies and carriers are subsidizing your out of pocket costs. This includes iPhone and it's walled garden approach","author":"1970-01-01","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.12700989092185347,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198220"},{"id":"2b38ed30-8b74-4c72-a825-20e332f7a937","source":"hackernews","source_id":"49195352","content_type":"comment","title":null,"body_preview":"I think it might be a good idea to pause updates on our Android devices, as horrible as it is for security just to prevent this from happening. My OEM has a lot of bloat (Facebook and other junk apps ","author":"createful","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195352"},{"id":"b800f11a-35ee-40fe-b22e-3a87a6532c51","source":"hackernews","source_id":"49196336","content_type":"comment","title":null,"body_preview":"Seriously question; why is the answer to this not a phone that can just run GNU/Linux? Is it just the lack of application support? I mean, you’ll have blobs, but at least at the os level you’ll have o","author":"K0balt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1466042792965677,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196336"},{"id":"d9e04f3c-382e-46ab-a736-8f17be3836ef","source":"hackernews","source_id":"49195420","content_type":"comment","title":null,"body_preview":"GrapheneOS has minimal, private [1] system apps so you don't have to debloat anything yourself. Manual debloating is not a good solution at the user level.\nSome system apps are being overhauled, so th","author":"Cider9986","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","specific_details"],"bot_score":0.13921985557926986,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195420"},{"id":"530ddc3e-b1d6-4fae-875f-9040e069f51c","source":"hackernews","source_id":"49195282","content_type":"comment","title":null,"body_preview":"I don't understand why ensuring general-purpose computing is not a priority of the European Union.\nAll that talk about sovereignty, and we are giving full control of our digital lives to 2 American co","author":"develoopest","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195282"},{"id":"fa1b6571-2be6-4a24-8c0f-6402142c2d9f","source":"hackernews","source_id":"49185503","content_type":"comment","title":null,"body_preview":"Well everyone is trying to create an environment where they can safely delegate tasks to agents.\nI am no different, but my approach is a dedicated powerful computer on your desk rather than something ","author":"scottydelta","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185503"},{"id":"2dfd45e5-9a7a-4dfd-ab18-117e989cc7c1","source":"hackernews","source_id":"49189949","content_type":"comment","title":null,"body_preview":"It looks like this product uses pi-agent directly (https://github.com/cloudflare/cloudflare-os/blob/main/plans/...). How come Cloudflare is not using their homegrown Agents SDK / Think / Flue harness ","author":"taw1285","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189949"},{"id":"c19c51e6-82c1-4962-81d0-f0dd2448510f","source":"hackernews","source_id":"49190821","content_type":"comment","title":null,"body_preview":"The only way this is true secure is that this OS prevents ANYTHING from going out. It cannot make any arbitrary outgoing internet connection. It only has a downstream copy of your data that you are fr","author":"anon-3988","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190821"},{"id":"05bc06bc-9125-45e2-b8e6-29b35da80bfa","source":"hackernews","source_id":"49191361","content_type":"comment","title":null,"body_preview":"Interesting bit from the repo: there is an agent's plan (presumably unintentionally) checked in two days ago as part of a rewrite from the Vercel AI SDK to pi-agent-core (https://github.com/cloudflare","author":"chicagopluto","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191361"},{"id":"509d7791-7884-49a3-baa4-992a452243c0","source":"hackernews","source_id":"49184578","content_type":"comment","title":null,"body_preview":"If Cloudflare's been using this internally, could that explain why their dashboards are so confused, disjointed and broken?","author":"arm32","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184578"},{"id":"84ad305d-c38b-44c4-9bc3-6869572dfd23","source":"hackernews","source_id":"49184763","content_type":"comment","title":null,"body_preview":"When did junk like this start being called an operating system?","author":"moody__","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184763"},{"id":"2a32d4c5-f7e5-45bb-85f6-11fb89d7301a","source":"hackernews","source_id":"49183328","content_type":"comment","title":null,"body_preview":"This is effectively a Codex/Claude app competitor. Good move from Cloudflare since it helps them sell their core infra offerings. I like the direction they’re going with access control.","author":"wxw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1191755810238716,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183328"},{"id":"efcab918-ace5-4861-b051-99788164725d","source":"hackernews","source_id":"49183655","content_type":"comment","title":null,"body_preview":"Probably better if they make it obvious that you need Workers paid plan:\n\"Your Cloudflare account is on the Free plan, but the Cloudflare OS backend needs Dynamic Workers, which requires the Workers P","author":"pelagicAustral","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183655"},{"id":"9485d8f1-286e-4b4f-8ae1-69c5fa38415c","source":"hackernews","source_id":"49183326","content_type":"comment","title":null,"body_preview":"So, a security-oriented cloud agent framework? Better call it an OS.","author":"alansaber","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10460315960803916,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183326"},{"id":"1c08a6ef-1e68-4596-b055-f5d9b88583ea","source":"hackernews","source_id":"49188003","content_type":"comment","title":null,"body_preview":"Cool. The gadgets/blueprints paradigm reminds me of Smalltalk or Lisp environments in a way -- you're shipping a messy thing, a packaged version of your own personal, always-evolving environment.\nNatu","author":"ninglor","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188003"},{"id":"ab35d2f0-9f7c-4d0a-8620-0d2ede042a07","source":"hackernews","source_id":"49199084","content_type":"comment","title":null,"body_preview":"> Thousands of people across every function, many of them outside of engineering, use it every day to create documents and slides, automate repeatable tasks, and build small apps to visualize data and","author":"SoftTalker","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.14170643664225846,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199084"},{"id":"f2785bed-dfaa-477a-b490-43a76e257665","source":"hackernews","source_id":"49183994","content_type":"comment","title":null,"body_preview":"Why do people add \"OS\" to their product/project name when it is not an OS at all?","author":"q8zd3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183994"},{"id":"b4551f24-28fd-4618-bad1-f178958ecfa5","source":"hackernews","source_id":"49183564","content_type":"comment","title":null,"body_preview":"This represents a small part of what IT is worried about. Offer a beer and say the word \"SharePoint\" if you want the long version of where this could wind up.\nThe issue isn't letting end-users add fea","author":"badlibrarian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183564"},{"id":"54207775-f5cd-407b-885c-4d2c3fd25423","source":"hackernews","source_id":"49194519","content_type":"comment","title":null,"body_preview":"I know the CloudFlare CEO reads HN.\nEvery day I see so much cool shit from that org, that as a one man band I just can't trust because there's no billing cap/prepaid billing.","author":"AussieWog93","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression"],"bot_score":0.059347274393830224,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194519"},{"id":"762eef0d-d53a-4fa5-90b6-ab0e8ba7c038","source":"hackernews","source_id":"49185248","content_type":"comment","title":null,"body_preview":"I'm mostly going off the tweet, it could be I just don't understand, but how do you managed shared data if everyone has their own copy of the code and they can add whatever features they want? I mean,","author":"overgard","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185248"},{"id":"0094bc37-2851-41fa-aa22-e3b2a2795eb9","source":"hackernews","source_id":"49183191","content_type":"comment","title":null,"body_preview":"Why are companies slapping \"OS\" in their product naming? it's stupid","author":"thehamkercat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183191"},{"id":"b2c5e8d1-1be1-4527-9bfd-6a98ee5d19b1","source":"hackernews","source_id":"49183524","content_type":"comment","title":null,"body_preview":"\"OS for work\" - like, what does it mean? OS is operating system, it runs on a hardware and provides you to operate the system. I hate when companies destroy the English language with vibe invented ter","author":"fnoef","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183524"},{"id":"c904a85e-a56d-4d3e-9599-35d294e906e1","source":"hackernews","source_id":"49183430","content_type":"comment","title":null,"body_preview":"Everytime I read about new things from Cloudflare they look really cool but I cannot shake the feeling of not wanting to use them for fear of lock-in, am I too paranoid?","author":"yomismoaqui","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183430"},{"id":"adcfe836-9821-4de6-a5fe-49ffa569ab04","source":"hackernews","source_id":"49183266","content_type":"comment","title":null,"body_preview":"I liked Kenton's take on this: https://x.com/KentonVarda/status/2084990137180590572?s=20\nText from tweet:\nToday we are releasing Cloudflare OS, a chatbot with connectors, just like every other tech co","author":"rozenmd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49183266"},{"id":"5072523c-890a-4e69-8490-1c410a0679f8","source":"hackernews","source_id":"49194669","content_type":"comment","title":null,"body_preview":"I love this stuff. Like the one definition of death being an organism dying is one that starts failing to maintain itself. Maintenance being the essence of being alive. Or in other words creating loca","author":"emsign","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194669"},{"id":"3f697326-3ccd-4b12-a22e-5f1a146c0093","source":"hackernews","source_id":"49193074","content_type":"comment","title":null,"body_preview":"It's funny the author does not go into Karl Friston's Markov Blanket concept in regards to Life\nhttps://www.fil.ion.ucl.ac.uk/~karl/Life%20as%20we%20know%20...\nHis paper here presents a heuristic proo","author":"AIorNot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193074"},{"id":"8cb2368d-bae2-43b1-876b-894bf8cc89b0","source":"hackernews","source_id":"49187896","content_type":"comment","title":null,"body_preview":"So how does one calculate the entropy of a Markov Chain? Is it actually specified? If so, it seems buried.\nThe Markov chain provided as an example has the edge labels swapped (np should be qp and qp s","author":"abetusk","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_comprehensive","template_phrases","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187896"},{"id":"96ea08c2-fe08-45b2-91fc-e65a6d3c350d","source":"hackernews","source_id":"49199241","content_type":"comment","title":null,"body_preview":"And they have all one thing in common: they're fugly. Saying this as someone who suffers them regularly. Look at images of Moscow Metro stations to see a vastly superior alternative design.","author":"greenavocado","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","self_reference","platform_fluency"],"bot_score":0.19596266063115036,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199241"},{"id":"a6d2d2dd-88dc-47f2-8a94-bb6f4143cfe3","source":"hackernews","source_id":"49199774","content_type":"comment","title":null,"body_preview":"The g-word has, unfortunately, led to some changes that have impacted the system's aesthetics over the past few years. Lighting was brightened and switched to white LEDs in many stations, ruining the ","author":"underlipton","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199774"},{"id":"ae4841ad-4e51-4f97-b49e-d4365593eec0","source":"hackernews","source_id":"49199312","content_type":"comment","title":null,"body_preview":"I started riding the Metro in the mid 80s and always loved the THX1138/Logan's Run vibe of the station interiors as well as the plaza's led to them. In areas like L'Enfant Plaza and the suburbs they g","author":"fitsumbelay","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199312"},{"id":"8c3d51a6-d2e9-4378-a6a0-8e134939ded8","source":"hackernews","source_id":"49198232","content_type":"comment","title":null,"body_preview":"Rode the metro for 7 years. Feel like an idiot that I never noticed the waffle and arch designs had so many variations. Looks like my typical stations were either Waffle or Arch 1. Never know Wheaton ","author":"francisofascii","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198232"},{"id":"412978ca-c53f-4867-a790-3f0e53a6360c","source":"hackernews","source_id":"49197937","content_type":"comment","title":null,"body_preview":"I love the article.\nFor my own reasons I went right away to search for the\nword \"brutalist\" which is what the older stations evoke when the cement ages around you.\nNot pretty to look at it.\nIt reminds","author":"javier_e06","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.25261486103899544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197937"},{"id":"3eb51c0e-5a8d-46ff-9d6f-c236889f8cfc","source":"hackernews","source_id":"49200100","content_type":"comment","title":null,"body_preview":"Fans of the waffle station design will also enjoy the concrete waffle office tower:\nhttps://www.google.com/search?client=firefox-b-d&q=concrete+...","author":"walrus01","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200100"},{"id":"9345fa8f-9150-428a-9091-df5d727857c6","source":"hackernews","source_id":"49200046","content_type":"comment","title":null,"body_preview":"One thing that people might not realize is that the waffle design is meant to remind you of the waffle design of Union Station's ceiling (which in turn was inspired by waffle ceilings in Roman archite","author":"jhbadger","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200046"},{"id":"ad2e6dfa-0153-4194-96ff-ab10e5fdecb4","source":"hackernews","source_id":"49199045","content_type":"comment","title":null,"body_preview":"I'm surprised they didn't mention the Pentagon metro, which always stood out to me since instead of having side-by-side platforms, they're stacked vertically within the same vault.\nI guess it falls un","author":"dabluecaboose","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199045"},{"id":"57835cb5-c204-4a48-8031-b5041f28d6c8","source":"hackernews","source_id":"49199074","content_type":"comment","title":null,"body_preview":"The DC metro stations with this architecture (and several of the federal buildings downtown in a similar brutalist style) are some of my favorite places. Growing up in the area, the Metro was so excit","author":"gumby271","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199074"},{"id":"e6f658a9-22e3-49d4-83bd-4fb6d74a88bf","source":"hackernews","source_id":"49200165","content_type":"comment","title":null,"body_preview":"Looks like classic enshittification to me. It doesn't only apply to software and services.","author":"baggachipz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.15471804688852167,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200165"},{"id":"cc08ef4a-0795-4286-98e3-b35a6c0b8c5b","source":"hackernews","source_id":"49199954","content_type":"comment","title":null,"body_preview":"Same thing that happened to every other brand on earth: product quality was sacrificed to serve profit. Even the seemingly well-meaning Ben and Jerry's fell.\nAnyone who has read schumpeter could predi","author":"throwaway27448","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199954"},{"id":"9a94eed2-6007-43a0-988c-3896d156733f","source":"hackernews","source_id":"49200107","content_type":"comment","title":null,"body_preview":"Putting 2 servings of ice cream in a thick plastic jar was always a dumb gimmick.","author":"encoderer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200107"},{"id":"8b9401dc-7ace-4da5-94b1-8c7f40ed821d","source":"hackernews","source_id":"49202919","content_type":"comment","title":null,"body_preview":"Amazing fresh ice cream is just not that hard to make at home.\nIt’s also a fun social thing especially with young kids.\nCompanies need to be taught that if they enshittify they die.","author":"pclowes","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202919"},{"id":"6817e31d-a656-47d0-aeb7-089a390c0d85","source":"hackernews","source_id":"49200481","content_type":"comment","title":null,"body_preview":"I got 3 jars for sale for under $9 last week so while the quality has probably dropped it's usually the cheapest gelato product at the supermarket.","author":"saikit","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200481"},{"id":"790fb54f-5d2c-4183-b68c-4711a65b55c2","source":"hackernews","source_id":"49200992","content_type":"comment","title":null,"body_preview":"They mention Jeni's. Now that is premium ice cream. Their \"darkest chocolate\" and \"milkiest chocolate\" flavors are the only chocolate ice creams I like, because they actually taste liko eating chocola","author":"CarVac","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200992"},{"id":"d5fb0b7d-a4a1-4016-bf78-3e098b8d06ab","source":"hackernews","source_id":"49200003","content_type":"comment","title":null,"body_preview":"Oh yeah, my partner and I noticed this when our local grocery store had a sale on Talenti. It just... wasn't very good. Like it was just OK. For that grocery store, Nancy's Fancy is next to Talenti an","author":"OhSoHumble","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200003"},{"id":"ac0bd326-95ee-419c-a9f7-51c0fb45b1e0","source":"hackernews","source_id":"49200309","content_type":"comment","title":null,"body_preview":"The best arbitrage was that purchasing a jar like that (empty, a la carte) would cost $3. So you were basically getting amazing ice-cream for $2. Half my pantry became reused Talenti jars.","author":"TuringNYC","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200309"},{"id":"a3730c98-884d-4f92-9b23-e0b1d3eb5628","source":"hackernews","source_id":"49200227","content_type":"comment","title":null,"body_preview":"Agreed that this happens to a lot of specialty products, but for some reason Ice Cream (or in this case gelato) always seems to go through this cycle. Its like a 10 year cycle from introduction to pop","author":"TheGRS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200227"},{"id":"93a470a4-ef49-4efd-a1ed-cf7082c99a88","source":"hackernews","source_id":"49200825","content_type":"comment","title":null,"body_preview":"Heh, my wife was the maintenance supervisor for the Missouri Unilever plant that makes Talenti (well, not Unilever anymore). The same plant also makes Breyer's, Magnum bars, Choco Tacos, Popsicles, an","author":"losvedir","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","natural_digressions"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200825"},{"id":"1007addc-8d41-477b-b372-8f5d7e06d16d","source":"hackernews","source_id":"49199855","content_type":"comment","title":null,"body_preview":"A premium brand that got significantly worse but didn't drop the price? Seems obvious that this is going to be a story about private equity or a similar acquisition, and indeed it is.\nhttps://www.wors","author":"CobrastanJorji","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","external_link_with_commentary"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199855"},{"id":"02c9fb6c-9edc-4ad7-88b1-4b0a94650f95","source":"hackernews","source_id":"49191665","content_type":"comment","title":null,"body_preview":"A next-word-in-the-sentence prediction engine can’t predict the factor of two insanely large prime numbers… tell me more","author":"sghiassy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191665"},{"id":"1f92705f-ac9a-4530-8de1-d88af5379f81","source":"hackernews","source_id":"49191888","content_type":"comment","title":null,"body_preview":"This is kind of a stupid argument. How about make a slightly stronger claim like \"models won't break symmetric crypto\" ? I mean, language models aren't even trained to break symmetric crypto. There is","author":"danielmarkbruce","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191888"},{"id":"f2acf4c5-ec6d-4db2-987d-a65cd7d5dd97","source":"hackernews","source_id":"49191981","content_type":"comment","title":null,"body_preview":"Microsoft uses formal verification of their encryption code in production using SymCrypt.","author":"bahmboo","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.24763156237379766,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191981"},{"id":"fc7ba4e0-9159-4d00-bb59-1432cdc9aae8","source":"hackernews","source_id":"49191866","content_type":"comment","title":null,"body_preview":"> They’re time- and battle-tested\nAll conjectures are until someone with the time and energy proves or disproves them.","author":"amingilani","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191866"},{"id":"968b27a0-21fb-45c3-86a7-d44561f29218","source":"hackernews","source_id":"49198883","content_type":"comment","title":null,"body_preview":"This is a friendly reminder that although the RSA Factoring Challenge ended in 2007[0], there is still a cool million resting on each of the Millenium Prize Problems.\nLLMs have not changed the calculu","author":"xtajv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.22222222222222218,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198883"},{"id":"c07ffc92-28f6-4fc7-b6ea-443d6449892a","source":"hackernews","source_id":"49191772","content_type":"comment","title":null,"body_preview":"What about checking crypto libraries for gaps like the coldcard situation of RNG code is correct but not in the release build somehow?","author":"dsp_person","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191772"},{"id":"e7b0bfd2-6098-43c1-909d-e0371e85ef1e","source":"hackernews","source_id":"49195216","content_type":"comment","title":null,"body_preview":"why break RSA or AES when you can just subpoena/hack Cloudflare?","author":"biosboiii","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195216"},{"id":"cb308366-6cdc-4dde-b163-fe447dee9a91","source":"hackernews","source_id":"49191917","content_type":"comment","title":null,"body_preview":"breaking some of these systems that humanity has been banging on for decades would be an elegant proof that the llms have outsampled us decisively. one word at a time, which is how we write too.","author":"coderatlarge","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191917"},{"id":"4e375c1e-7902-4804-a074-f89ac9a630fa","source":"hackernews","source_id":"49191770","content_type":"comment","title":null,"body_preview":"LLMs will accelerate math research, increasing understanding in areas like quantum which will eventually lead to breakthroughs that will break most standard asymmetric encryption algorithms with the s","author":"arberx","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191770"},{"id":"58ecfb17-2a6f-4028-991f-af23c641d1fe","source":"hackernews","source_id":"49192123","content_type":"comment","title":null,"body_preview":"Breaking modern encryption comes down to being in control of key generation rather than brute force. Other than that you'll have a hard time bute forcing 2^256 possibilities.\nComes down to a gut feeli","author":"smalltorch","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.09568958884422635,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192123"},{"id":"ac211787-2b4d-4cc5-bf18-df6c4c489599","source":"hackernews","source_id":"49192534","content_type":"comment","title":null,"body_preview":"I wrote a program that deciphers the price of Bitcoin and can plot the Bitcoin curve in future releases — automatically. Such graphs can be deciphered and encrypted on a laptop. And what will happen i","author":"SKYNET800","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192534"},{"id":"043d94a1-b43c-46c8-80e5-58cb522414cb","source":"hackernews","source_id":"49197642","content_type":"comment","title":null,"body_preview":"symmetric crypto typically wants the eat the cake and have it too, it wants to be both secure and efficient.\nto that end, a so-called \"security margin\" is guessed at and the number of rounds of the ci","author":"teravor","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.12645968521342293,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197642"},{"id":"3c5044f5-ab23-4ffd-9426-65e4f0a3ec98","source":"hackernews","source_id":"49192126","content_type":"comment","title":null,"body_preview":"This is JP Aumasson, the co-author of BLAKE2 and BLAKE3. Aumasson is notorious in cryptography circles for his \"too much crypto\" argument, that modern symmetric cryptography is overly conservative, ru","author":"tptacek","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.14579276533214064,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192126"},{"id":"ee127c43-a38a-4227-83ac-948154f3d419","source":"hackernews","source_id":"49191712","content_type":"comment","title":null,"body_preview":"I don't really find the \"because it's difficult\" arguments convincing at all. Especially the one claiming it's hard because it requires designing and running a large number of tests and reasoning abou","author":"modeless","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191712"},{"id":"3ac7f21f-f32e-4498-bf7c-f41cec9db12d","source":"hackernews","source_id":"49191737","content_type":"comment","title":null,"body_preview":"Cryptographic systems are based on 1) mathematical impossibility of reversing some integer/mod calculation, 2) time required for a brute force attack, 3) correctness of algorithms and code used in imp","author":"zkmon","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.17922374429223742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191737"},{"id":"e75ee040-05a9-46e1-81bf-48b883ae74b1","source":"hackernews","source_id":"49194522","content_type":"comment","title":null,"body_preview":"Note that most of the complaints are his art looks like AI art. That's very different from it being AI-generated.","author":"chrisjj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194522"},{"id":"c2dbcdff-53ee-4cf1-a3cb-b108ba292ece","source":"hackernews","source_id":"49193522","content_type":"comment","title":null,"body_preview":"Cool art, I could totally imagine a Dixit deck with your stuff","author":"iammjm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193522"},{"id":"01d4767f-b668-4102-b033-06e5257629b3","source":"hackernews","source_id":"49196543","content_type":"comment","title":null,"body_preview":"Internet commentators are dumbasses. Nothing new here.\nPoint and laugh at them, and move on. They don’t matter, they’re idiots.\nSource: I’m a dumbass.","author":"cloudie78","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196543"},{"id":"1e7ade7e-1624-4bcc-a4f4-c5f631d01d0a","source":"hackernews","source_id":"49195363","content_type":"comment","title":null,"body_preview":"Pre-AI I worked on a lot of (niche) open source; I've had several jaw-dropping moments when a friend or employee would tell me we should stop working on X because we're just making a copy of Y which i","author":"avaer","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11145134478698682,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195363"},{"id":"8a495a61-93c4-45f3-9579-9e26ab8e5455","source":"hackernews","source_id":"49191694","content_type":"comment","title":null,"body_preview":"David Revoy isn't a random artist on social media. He's a featured artist on Krita and creator of various Krita brush packs and tutorials.\nNone of these accusers seem to have done the bare minimum of ","author":"AlienRobot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191694"},{"id":"5106c3c4-f3ad-4c2e-be6d-7abacce90d2a","source":"hackernews","source_id":"49190836","content_type":"comment","title":null,"body_preview":"This must be so disheartening. To take the time to create something complex and wonderful only to have a bunch of drive-by yahoos shout \"LOL! AI!\" out the car window.\nCreative work is now so devalued ","author":"MrVandemar","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190836"},{"id":"e82ab16f-0396-4504-9413-89f8b2b349d3","source":"hackernews","source_id":"49197001","content_type":"comment","title":null,"body_preview":"I encountered some of his art a while back, and I too thought it might be AI, or in some way AI-assisted. The main thing that convinced me otherwise was his extensive \"pre-AI\" portfolio. I feel bad fo","author":"Retr0id","classification":"human_created","confidence":0.7,"indicators":["personal_experience","emotional_authenticity","platform_fluency"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197001"},{"id":"fc6780a9-5736-4552-9010-18b99edf5fb0","source":"hackernews","source_id":"49195566","content_type":"comment","title":null,"body_preview":"Besides the actual topic. The portfolio is fantastic! I particularly liked the yin and yang of world hunger. https://www.davidrevoy.com/article43/yin-and-yang-of-world-h.... I mean not something I wan","author":"bjconlan","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195566"},{"id":"1b0dfa0f-96e2-4d28-b688-6dfc06da8b41","source":"hackernews","source_id":"49202733","content_type":"comment","title":null,"body_preview":"His art does not look like AI at all to me. Maybe I have good AI-dar.","author":"redsymbol","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202733"},{"id":"9bbb765c-6c07-47e4-b326-6b9a89d95aae","source":"hackernews","source_id":"49192236","content_type":"comment","title":null,"body_preview":"Enjoy their art b clicking the link in the first paragraph.\nWatch a time lapse illustration video here: https://www.peppercarrot.com/0_sources/miniFantasyTheater/ma...","author":"ncr100","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13563040289389414,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192236"},{"id":"0b59e799-7eca-417a-a98c-4c89d18bfe7c","source":"hackernews","source_id":"49191753","content_type":"comment","title":null,"body_preview":"i've been thinking about this a lot. working on a longer form piece on this idea:\ni find it's actually easier to \"discover\" than it is to \"create\" using llms. discovery, especially in math, is mostly ","author":"anr0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191753"},{"id":"0d81a81a-6ff4-4f1e-af07-74e926202011","source":"hackernews","source_id":"49192942","content_type":"comment","title":null,"body_preview":"It probably looks like AI art because they were trained on his work","author":"rf15","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192942"},{"id":"07de68e9-1998-42d7-9bc5-e44232760e72","source":"hackernews","source_id":"49197063","content_type":"comment","title":null,"body_preview":"I have never seen an open source comic before, publishing the full res Krita files and all.\nMad respect for that. I've donated a couple of bucks.","author":"remuskaos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197063"},{"id":"07871a05-5d80-4bd6-a566-d8a6df1fa3bd","source":"hackernews","source_id":"49196422","content_type":"comment","title":null,"body_preview":"To be honest it does feel AI generated for me. Most likely because AI was trained on such art styles. Props to the artist though.","author":"po1nt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196422"},{"id":"0a2bbb8e-5096-4cb5-afa6-f075a50e6eb6","source":"hackernews","source_id":"49196264","content_type":"comment","title":null,"body_preview":"This sort of thing is older than generative AI. For the last couple of decades it has been impossible to share an interesting photograph without someone claiming that it was Photoshopped.","author":"jhbadger","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","platform_fluency","historical_context"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196264"},{"id":"d568a301-874f-4196-828c-b58eeb9f4b49","source":"hackernews","source_id":"49193059","content_type":"comment","title":null,"body_preview":"I see the resemblance to what AI generates, and wow some of those works are painfully detailed. I don’t think it’s just training.\nHis work I is what I would describe as somewhat middle of the road Fan","author":"wjnc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193059"},{"id":"e2e6b62f-6e2c-47f1-b824-93c50b9cfdc6","source":"hackernews","source_id":"49202338","content_type":"comment","title":null,"body_preview":"It is clearly not AI art when you look closely, the problem is on some of them you have to look closely.\nThe worst to my eye is the Alice in Wonderland one.  What's going on with Alice's hair? What's ","author":"BigTTYGothGF","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202338"},{"id":"ed969448-f527-4ef4-8796-795386a3f67f","source":"hackernews","source_id":"49203564","content_type":"comment","title":null,"body_preview":"This is the problem with the genAI image hysteria. As the models improve, it becomes a fake outrage, since the ability to distinguish human creations from AI becomes impossible.","author":"heaney-555","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.150597693787452,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203564"},{"id":"7f584a51-cddc-47e3-a756-d16eea179865","source":"hackernews","source_id":"49187342","content_type":"comment","title":null,"body_preview":"This is true, but likely happening in talk therapy too with overly sycyphantic therapists","author":"atleastoptimal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.19847254176182433,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187342"},{"id":"e917ca76-5aea-4756-9fc0-5e285b6ab5a1","source":"hackernews","source_id":"49187654","content_type":"comment","title":null,"body_preview":"I think this goes along way to explain people's very defensive reactions when you are skeptical about Agentic Development.","author":"LAC-Tech","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187654"},{"id":"24eae792-413d-4a5f-968b-0b1058886e5c","source":"hackernews","source_id":"49196910","content_type":"comment","title":null,"body_preview":"This is an important paper which everybody should read and then accordingly tune/guard their interactions with AI; especially true when people use AI for personal/psychological support/validation. It ","author":"rramadass","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.1365557949803759,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196910"},{"id":"74a70d5c-9704-4bdc-9c41-a90c4d66bdc2","source":"hackernews","source_id":"49190693","content_type":"comment","title":null,"body_preview":"I've said before that in one small way, having access to the sycophantic models is like being a billionaire: You never have to hear \"no\" or \"that's not a good idea\".\nAnd, it has the same deleterious e","author":"SwellJoe","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190693"},{"id":"040316f2-e973-4b2c-85e9-1d6a2de73770","source":"hackernews","source_id":"49195584","content_type":"comment","title":null,"body_preview":"In decades to come we view \"chatbot\" AI as one of the most dangerous inventions of this century. Once regulation catches up and they are outlawed, we'll look back on this period of history with horror","author":"lowsong","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_hallmarks","platform_fluency"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195584"},{"id":"74fb4755-5a3c-489a-8ac9-c7046fac6486","source":"hackernews","source_id":"49198562","content_type":"comment","title":null,"body_preview":"I took this advice personally, where people denounced sycophants, so I stopped affirming them. I became a huge asshole and everyone around me started reacting very, very negatively. My conclusion is t","author":"kittikitti","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.1378255364868455,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198562"},{"id":"50e170a9-f93c-450f-8f82-7c5a4f2c388b","source":"hackernews","source_id":"49191407","content_type":"comment","title":null,"body_preview":"This feels like one of those articles that’s gonna come to mind again and again over the next couple decades.","author":"roughly","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191407"},{"id":"11093142-b490-4dfe-b344-f8bf9024af4b","source":"hackernews","source_id":"49194089","content_type":"comment","title":null,"body_preview":"any close relationship forms a dependence. If you talk to something that poses as a helpful human 8 hours a day to do your job, you already spending more time with this \"person\" than with your loved o","author":"alexalx666","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194089"},{"id":"2003d327-5c15-4dba-8fb3-bbf20cfe7bb1","source":"hackernews","source_id":"49195381","content_type":"comment","title":null,"body_preview":"I think the conclusions are a bit overstated and lopsided. Regardless of the sycophancy (which you can tune), LLMs have infinite patience and attention to details. They also have very little inherent ","author":"Lutger","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency","strong_opinions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195381"},{"id":"925a38a6-d3d1-453b-b3a8-1b63cd438be0","source":"hackernews","source_id":"49187970","content_type":"comment","title":null,"body_preview":"I don't know. Upvotes often do the same thing, especially in siloed communities. I feel like this is a larger problem -- people leaning into extremifying their views or just playing to an audience -- ","author":"Kattywumpus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187970"},{"id":"59561eb0-11c3-4d77-9c90-1fb8c160e8ae","source":"hackernews","source_id":"49191429","content_type":"comment","title":null,"body_preview":"> This suggests that people are drawn to AI that unquestioningly validate, even as that validation risks eroding their judgment\nThe obvious counterpoint is the large number of complaints about OpenAI'","author":"romaniitedomum","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191429"},{"id":"2903ed88-bd02-440e-86fd-13a42086c208","source":"hackernews","source_id":"49188397","content_type":"comment","title":null,"body_preview":"> This suggests that people are drawn to AI that unquestioningly validate, even as that validation risks eroding their judgment\nI believe this is a larger problem than just AI.\nThe internet has helped","author":"donatj","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188397"},{"id":"34c31500-95b7-4913-b0ec-b9c4c0e0f74b","source":"hackernews","source_id":"49192033","content_type":"comment","title":null,"body_preview":"I have an alternative view which is that sycophancy erodes trust in AI, from those who are not seeking validation from a machine, but information or advice.\nIf you're looking for advice in a situation","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","template_phrases"],"bot_score":0.13400296693612102,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192033"},{"id":"59724758-e3f5-4fd5-a820-e92c31345c6a","source":"hackernews","source_id":"49203639","content_type":"comment","title":null,"body_preview":"In known expenses, Eli Lilly spent a ~$1.2 billion in research/development, ~$3 billion in manufacturing facilities...\nCumulative revenue is estimated ~$65 billion, ongoing expenses isn't a number I c","author":"exabrial","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.12431521706386531,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203639"},{"id":"18db3d7a-ed4f-443d-bc07-16b911f02588","source":"hackernews","source_id":"49201722","content_type":"comment","title":null,"body_preview":"Daily reminder that Flock safety cameras contain about 1 to 5 grams of gold in their internal circuit boards and wiring, and between two and 23 pounds of copper.","author":"toasty228","classification":"human_created","confidence":0.7,"indicators":["false_specificity","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201722"},{"id":"516404ac-e97f-4c40-bf79-709364c52105","source":"hackernews","source_id":"49202634","content_type":"comment","title":null,"body_preview":"they need a competent gov contractor. recognizing license plate is a fully solved problem many years ago.","author":"ycui7","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.2525978411275729,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202634"},{"id":"622cbd97-6176-4813-be87-fa55910bbc45","source":"hackernews","source_id":"49200809","content_type":"comment","title":null,"body_preview":"Though flock says this deployment was 'special' the description of it sounds normal to me? \"...cameras configured so that they capture only the backs of vehicles...\" \"...older hardware and placement o","author":"usernomdeguerre","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200809"},{"id":"b048d9ac-cfb7-444d-bba8-140fc429372a","source":"hackernews","source_id":"49202686","content_type":"comment","title":null,"body_preview":"I find all the reporting on cameras in the US quite interesting given we’ve had ANPR cameras in the UK for 20+ years","author":"physicsguy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202686"},{"id":"b30c0873-59bf-4921-bcd0-22c8e98a0371","source":"hackernews","source_id":"49197273","content_type":"comment","title":null,"body_preview":"Half the fun of writing science fiction can be coming up with novel concepts or 'rules', what happens when everything of consequence in the 'Jamverse' has been built out? Will they start a new one?","author":"empressplay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.10074646744721634,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197273"},{"id":"26467126-b509-4ebb-b8be-c696910c095c","source":"hackernews","source_id":"49198307","content_type":"comment","title":null,"body_preview":"It looks like Ethereum is somehow a part of this universe along with AI? I am not sure what the identity is here fully, but I get that writers are wanted. Are they supposed to also be crypto broish?","author":"thataccount","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198307"},{"id":"0c944fac-96b5-4f7c-bac6-87eeb0ecc086","source":"hackernews","source_id":"49199867","content_type":"comment","title":null,"body_preview":"Off topic but it’s getting crazy how confidently you can point at a websites design and go “An LLM designed this.”\nJamverse kind of just reminds me of a less guided SCP wiki? I’m not sure I fully get ","author":"cautiouscat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199867"},{"id":"c12f1b2f-5dea-44cf-8c60-f446492e0d13","source":"hackernews","source_id":"49203773","content_type":"comment","title":null,"body_preview":"> Jamverse (named for Fred Pohl’s dictum that the science-fiction writer’s job is to predict not the automobile but the traffic jam)\nclarke once said he was proud of one of his books not only having p","author":"zem","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.10793811172539522,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203773"},{"id":"a10363b8-6d3f-4d7b-82b0-c200bf4a0021","source":"hackernews","source_id":"49190917","content_type":"comment","title":null,"body_preview":"I would love to do this. It's shocking how little Android offers for the hardware it uses. Recently I was thinking if I could install Windows 98 on my phone, even that would be better. At least I coul","author":"pooploop64","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","genuine_specificity"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190917"},{"id":"f568481f-6992-4470-890e-75777cae735b","source":"hackernews","source_id":"49189490","content_type":"comment","title":null,"body_preview":"I really want to leave the Google and Apple Ecosystems, but I still need \"these\" Banking Apps. Some Banks don't even offer a Web based experience anymore.","author":"friendlypenguin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189490"},{"id":"78cbde33-6dbe-4bd6-8640-4581f807dccc","source":"hackernews","source_id":"49189747","content_type":"comment","title":null,"body_preview":"I have thought about buying one of the Pinephone things, because I want to actually own the computer in my pocket, but I have always hesitated because the hardware is always kind of ancient for these ","author":"tombert","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11866018031656062,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189747"},{"id":"50734b6a-a0b4-4eca-b991-2421b8dcbe4f","source":"hackernews","source_id":"49190052","content_type":"comment","title":null,"body_preview":"Speaking of Linux on mobile, I have about 300 of these things for sale with some associated hardware and software if anyone is interested (in Australia but can ship obviously) https://www.openstick.de","author":"dools","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190052"},{"id":"943397ca-cd58-4511-bbcf-48a994298371","source":"hackernews","source_id":"49192712","content_type":"comment","title":null,"body_preview":"I switched to Sailfish OS. A lot of rough edges, but it can can be workable—tho largely due to Sailfish having an Android layer to run those apps. It’s getting better OS-wise, but the Sony devices tha","author":"toastal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.06540098948417439,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192712"},{"id":"5973a363-59af-4ba2-b403-1f75adddf942","source":"hackernews","source_id":"49193721","content_type":"comment","title":null,"body_preview":"I've been using Sailfish OS since the first Jolla phone came out in EU and Canada both. It has some hurdles but if you pay for the android subsystem it works fine. There are a lot of great native apps","author":"almindor","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193721"},{"id":"b87ed130-b601-4003-8cfe-2da729b38b99","source":"hackernews","source_id":"49199018","content_type":"comment","title":null,"body_preview":"I've been using Linux as my daily driver on my main personal computers for years. You could say that I love Linux and it has treated me very well.\nThat being said, I consciously chose an iPhone b/c I ","author":"alexpotato","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_experience_anecdote","strong_opinion_clear_stance","natural_digressions"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199018"},{"id":"2ac97c1a-e1f9-4a26-b50f-77ab1687f8c4","source":"hackernews","source_id":"49190240","content_type":"comment","title":null,"body_preview":"Windows Phone was a great idea and worked so well. But it was killed by the fact that people didn't want to maintain apps for 3 platforms. Nowadays when most of the things runs on web/electron anyway,","author":"po1nt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190240"},{"id":"f506d616-f3ab-430b-be49-d8556b034e96","source":"hackernews","source_id":"49188964","content_type":"comment","title":null,"body_preview":"Not to mention that your android/ios device is still shipping a bunch of bluetooth tokens for \"track and trace\" system. Cryptographically signed to you.\nhttps://covid19.apple.com/contacttracing","author":"felooboolooomba","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.09536075612408113,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188964"},{"id":"f7067539-44aa-4de4-a988-06b5f845b384","source":"hackernews","source_id":"49188898","content_type":"comment","title":null,"body_preview":"Google Play Services ruins dream of this. I've noticed that automotive digital keys don't work with Graphine OS due to how Google Wallet works.","author":"t1234s","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17982456140350878,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188898"},{"id":"0f99c322-38f1-49e4-959e-63edcefdea82","source":"hackernews","source_id":"49189538","content_type":"comment","title":null,"body_preview":"Is there such thing as a palm-sized mobile PC that can just run a desktop Linux distribution (or Windows for that matter) that supports mobile features (calling, SMS, and data)? Even if it has rough e","author":"summermusic","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","direct_question"],"bot_score":0.10498589592716362,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189538"},{"id":"e0a0e398-cd92-4c32-a18c-a91fd973afaf","source":"hackernews","source_id":"49189151","content_type":"comment","title":null,"body_preview":"I've tried a few times over the years to make Ubuntu Touch work. God how bad I wanted it to work here in the US. The lack of apps and VoLTE support really soured me on it ever working here.\nIf you're ","author":"burningChrome","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189151"},{"id":"52989781-3fdb-4c7b-9fe2-7b32ec313108","source":"hackernews","source_id":"49190394","content_type":"comment","title":null,"body_preview":"Smartphones(android, iphone) is just smart OTP now. Bootloader unlock unavailable(i hope this is just security concern for AI era), attestation is now a thing(regulations?). Most application(incl Chat","author":"ilsubyeega","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","synthetic_empathy","template_phrases"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190394"},{"id":"96fe4a04-b16d-4818-9ac1-e4c2699311c0","source":"hackernews","source_id":"49189831","content_type":"comment","title":null,"body_preview":"This read like a lot of pain and suffering. I've tried this for kicks myself. There's a lot of sacrifices to be made. But I'm rooting for anything Linux on smartphones.","author":"runjake","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","strong_opinions","imperfect_expression"],"bot_score":0.0733184472113754,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189831"},{"id":"7ab643b5-9678-4ebc-a6fa-3b500fb2834a","source":"hackernews","source_id":"49191822","content_type":"comment","title":null,"body_preview":"Android basically ran a long bait and switch game. It came out as open source, achieved wide adoption, important online services like banking and government-related moved to it.\nNow they are locking i","author":"0xpgm","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191822"},{"id":"afd4e66a-6f9e-4ed2-86ee-4865a6543914","source":"hackernews","source_id":"49194379","content_type":"comment","title":null,"body_preview":"I bought Jolla Phone 2026. Was thinking about Pixel 10 and another round of GrapheneOS, but changed my mind.\nWas using Sailfish OS on Sonys phone but drove me nuts for two reasons:\n- had to reverse ba","author":"stiray","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194379"},{"id":"4e8cb5d7-592a-493d-9d32-75c50a6afed4","source":"hackernews","source_id":"49189965","content_type":"comment","title":null,"body_preview":"I really want to love mobile Linux, and have given it multiple shots before. But I just don't see how it will catch up with iOS/Android in the same way it caught up with Windows/Mac:\n- OEMs have poure","author":"jarbus","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189965"},{"id":"860a345f-28e4-4c73-b40b-ecaf453fd6ca","source":"hackernews","source_id":"49203706","content_type":"comment","title":null,"body_preview":"I wish there was a good option, at the same time I recognized that I look at my phone as a tool… and I have very very little interest in spending time messing around to make it work…","author":"duxup","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203706"},{"id":"a7f258dd-05bc-4557-8204-68afe0aa69e1","source":"hackernews","source_id":"49191901","content_type":"comment","title":null,"body_preview":"If only a few techies will be able to use Linux phone, banks will freely lock payment services access down to two platforms: ios and android. No way out, it's happening right now (in the name of \"secu","author":"zx8080","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191901"},{"id":"14fde2cb-13a9-446a-86d2-271ff91d3299","source":"hackernews","source_id":"49193737","content_type":"comment","title":null,"body_preview":"I've come to the conclusion that I actually really like Android as an operating system, the internals seem remarkably well thought out and ideal for the mobile use case (so long as you're running a us","author":"reorder9695","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193737"},{"id":"87fa8c5a-8190-45a6-a1a5-bd9a96cfe833","source":"hackernews","source_id":"49188556","content_type":"comment","title":null,"body_preview":"Did they disclose the amount of human souls in that alloy?","author":"wartywhoa23","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188556"},{"id":"99150204-f0c9-4883-bba5-cbf1d492f4da","source":"hackernews","source_id":"49184497","content_type":"comment","title":null,"body_preview":"Not the most economical manufacturing process, it has to be said.","author":"HPsquared","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.308170416594551,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184497"},{"id":"d4fcf746-a194-4541-a1a4-bab9412c2cc0","source":"hackernews","source_id":"49190588","content_type":"comment","title":null,"body_preview":"It is a previously not-made mix of metals. But nothing in the paper explains why it is interesting. Sure we have not seen alloys with that exact combination, but nor have we seen that one with 2% more","author":"dmitrygr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12507661883859894,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190588"},{"id":"95d91b12-e35c-452b-a50e-01ec2d5ac456","source":"hackernews","source_id":"49194961","content_type":"comment","title":null,"body_preview":"Deliberately forging metals with nuclear blast is something we need to put in future sci-fi","author":"po1nt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194961"},{"id":"9943ca7a-ba2d-4aa9-9959-db197609ba12","source":"hackernews","source_id":"49195078","content_type":"comment","title":null,"body_preview":"So to make this I just mix up the metals and wait for Mango Mussolini to press the button?","author":"felooboolooomba","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09536075612408113,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195078"},{"id":"dbdcb463-78b0-4b6b-b53d-5f39b688a2d8","source":"hackernews","source_id":"49186653","content_type":"comment","title":null,"body_preview":"This alloy is naturally the macguffin in a Godzilla and/or Sentai film.","author":"WorldMaker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186653"},{"id":"31d80ace-3df9-4763-8680-fb50203cbec3","source":"hackernews","source_id":"49188086","content_type":"comment","title":null,"body_preview":"'natural experiment' doing a lot of heavy lifting here. I don't know enough about chemistry to tell if this alloy has potentially interesting properties, or it's just interesting because it's somethin","author":"anigbrowl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_strong_ai_signals","platform_fluency"],"bot_score":0.11444004256431677,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188086"},{"id":"384d281f-20e5-4e23-8ab3-1067733b668b","source":"hackernews","source_id":"49185680","content_type":"comment","title":null,"body_preview":"This is really worth a read. Although the origin is an airblast, ground structures and soil is evaporated too into an inhomogeneous plasma. The relative fast cooling adds to the crystal formation.","author":"MeteorMarc","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.15716577710230298,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185680"},{"id":"54718b02-6e67-4d84-b0e6-98a9241f1451","source":"hackernews","source_id":"49184648","content_type":"comment","title":null,"body_preview":"Interesting.  Bring on the A-bomb foundries!  Had this been discovered during the exploration phase of atomic bomb use we probably would have seen A-bomb foundry proposals.\nThere is a hypothesized pro","author":"tastyfreeze","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184648"},{"id":"cc125d44-8602-429d-bd14-0df5c19b8346","source":"hackernews","source_id":"49191482","content_type":"comment","title":null,"body_preview":"> hiroshimaite\nToday I learned an interesting new word, which is led me to its analogues:\nhttps://en.wikipedia.org/wiki/Trinitite","author":"EdwardDiego","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191482"},{"id":"e8cc7df4-fcf3-4b62-a4cb-ecfac6ac2bf3","source":"hackernews","source_id":"49195099","content_type":"comment","title":null,"body_preview":"Somehow it reminds me of FMA's take on Philosopher's Stone https://fma.fandom.com/wiki/Philosopher%27s_Stone","author":"voidnothings","classification":"human_created","confidence":0.7,"indicators":["cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195099"},{"id":"e62da3a4-130f-4374-ac3b-4e380d2c94b8","source":"hackernews","source_id":"49187240","content_type":"comment","title":null,"body_preview":"Related: \"Strange crystals found inside wreckage from the first nuclear bomb test\" may 2026 https://news.ycombinator.com/item?id=48155450 87 comments","author":"HelloUsername","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11864988995895462,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187240"},{"id":"45db4d1a-9fe9-44c4-b571-52105fde7d72","source":"hackernews","source_id":"49194836","content_type":"comment","title":null,"body_preview":"The \"AlAu4\" structure comment got me reading about the aluminum-gold phase diagram.   One component there, AlAu2, was infamous in the early IC industry for causing chip failures (\"purple plague\").\nhtt","author":"pfdietz","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.17528735632183906,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194836"},{"id":"82c17767-8f9c-4cbb-9855-fef95d2b23df","source":"hackernews","source_id":"49188300","content_type":"comment","title":null,"body_preview":"Interesting technology but your landing page screams \"I put no work into this design\", probably want to rebrand away from generic claude design orange-on-brown.\nA useful adjunct to this kind of produc","author":"jaggederest","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.08208095537263048,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188300"},{"id":"5619ddea-bfb8-4edf-ab8f-64e6b0d360f8","source":"hackernews","source_id":"49186818","content_type":"comment","title":null,"body_preview":"> You \"fixed\" the incident. You have no idea how.\nIf you don’t know how it broke, and you don’t know how you fixed it, what exactly is it you think you understand about your application?","author":"sgarland","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186818"},{"id":"02a2f88d-5297-4caf-8afb-7cb77da2876f","source":"hackernews","source_id":"49188339","content_type":"comment","title":null,"body_preview":"There are two pieces. An SDK that runs inside your service, and an MCP server your coding agent talks to. The SDK is what makes setting probes (virtual breakpoints, log or metric) possible without a r","author":"anigbrowl","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.11444004256431677,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188339"},{"id":"67cb338c-a027-4d05-b40b-e5fa981c952a","source":"hackernews","source_id":"49186115","content_type":"comment","title":null,"body_preview":"Congrats on the launch! The ability to drop read-only probes into a live service without triggering a painful redeploy is a massive time-saver. Since my workflow relies heavily on cloud-based developm","author":"MdJasimuddin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186115"},{"id":"cbba5b18-ce06-4ab5-8ee6-c64c65607112","source":"hackernews","source_id":"49185646","content_type":"comment","title":null,"body_preview":"The in-process redaction design is the part I would want to evaluate first. Is there a way to audit which values were captured and which redaction rule matched for each probe hit?","author":"Natalia724","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185646"},{"id":"b4cda371-65db-4957-b372-ad83cc39c262","source":"hackernews","source_id":"49186311","content_type":"comment","title":null,"body_preview":"This debugging in production thing has always been interesting to me. Rookout, etc.\nHow does it work? Using the NodeJs inspector API or other language equivalent to drop breakpoints? Those APIs are un","author":"bluelightning2k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186311"},{"id":"1282e349-6e21-40e3-b7ce-2cf35f5f6488","source":"hackernews","source_id":"49196284","content_type":"comment","title":null,"body_preview":"Looks cool, do you have plans to make an open source version for on-premises installation?","author":"denis-stable","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196284"},{"id":"11853b93-ff72-44d7-8164-62380aaec42b","source":"hackernews","source_id":"49193546","content_type":"comment","title":null,"body_preview":"Spot on and nice complement to the pre-merge half of this problem. Silent logic bugs slips through when a diff \"looks right\" — what you're building catches them once they're live.","author":"manos-saratsis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193546"},{"id":"7f3069fc-1053-4f78-8fff-c6f2e52795c9","source":"hackernews","source_id":"49192920","content_type":"comment","title":null,"body_preview":"Congratulations on the launch. Positioning this as an AI-driven debugging layer on top of existing observability tools makes sense, and the read only probes for silent failures feel like a practical w","author":"anshulmotwani","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192920"},{"id":"af57025d-53dd-4829-8dfe-fe5b8e8fc716","source":"hackernews","source_id":"49187193","content_type":"comment","title":null,"body_preview":"Congratulations on the launch! Looks very neat.\nFor people that don't have these neat observability tools (like me), I've been using https://shellshare.net (disclaimer: I made it).\nThis is a single co","author":"vitorbaptistaa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.02366258339471161,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187193"},{"id":"66e2ffde-958d-4555-93f1-b9af81bc77be","source":"hackernews","source_id":"49196798","content_type":"comment","title":null,"body_preview":"Congratulations on the launch. I love the idea and the execution.\nWhen I looked into this a while back I explored using ptrace() to add breakpoints and even add functions at specific line numbers. But","author":"kirtivr","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","genuine_specificity","natural_digressions"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196798"},{"id":"5d7aeabf-d9a8-48fe-b568-4bfc856b9e33","source":"hackernews","source_id":"49191475","content_type":"comment","title":null,"body_preview":"Two things I would want to know before pointing this at a hot service: (1) the overhead budget — when a probe lands on a hot path, is capture sampled or capped per hit, and what p99 latency delta have","author":"tizerluo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191475"},{"id":"cfc9f2e8-325d-42b5-8a7a-8403edae46d3","source":"hackernews","source_id":"49191089","content_type":"comment","title":null,"body_preview":"How is HyperProbe different from existing tools like AppSignal, Rollbar, and Embrace? Such very mature tools exist that auto-instrument, collect variables from the call stack, and pinpoint error cause","author":"doublerebel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191089"},{"id":"97b1db3e-ce8f-401a-8ced-e02caf61dc06","source":"hackernews","source_id":"49194461","content_type":"comment","title":null,"body_preview":"Rendering of LEGO models built with Claude [1], using LDrawLoader [2] (from three.js).\n[1]: https://github.com/JanLahmann/Quantego/commits/main/assets/j...\n[2]: https://threejs.org/docs/#LDrawLoader","author":"dolmen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194461"},{"id":"9a79986f-5b22-4f15-b2d1-ca9ff7d2d206","source":"hackernews","source_id":"49200112","content_type":"comment","title":null,"body_preview":"Builder Andrew Eylar built the Red Room of the IBM building on king street in Lego, which I thought was cool:\nhttps://www.flickr.com/photos/hoyvinmayvin/40487057474/","author":"Fricken","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200112"},{"id":"36542990-9953-4c3d-8eac-636154eb5a5e","source":"hackernews","source_id":"49194813","content_type":"comment","title":null,"body_preview":"Sounds like a bikeshedding project of some QC researcher.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12369171617414407,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194813"},{"id":"34282ffa-c932-482e-bf38-ef251df7f22f","source":"hackernews","source_id":"49192831","content_type":"comment","title":null,"body_preview":"These are all just models of the cryostats and classical computer interfaces used to cool and read out from the quantum computing devices. These are not the quantum computing devices themselves.\n(Befo","author":"ktallett","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.13423688189128374,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192831"},{"id":"818c8ec9-d0f2-40ca-8999-1d4286f4ca15","source":"hackernews","source_id":"49194263","content_type":"comment","title":null,"body_preview":"I guess these are the kind of updates we are getting on Quantum Computing these days ^^'","author":"silentmafia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194263"},{"id":"98ca0740-7b24-4213-96ad-0931a0b9ff40","source":"hackernews","source_id":"49193391","content_type":"comment","title":null,"body_preview":"Shame there's no lego model with the dangly bits showing.","author":"EagnaIonat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193391"},{"id":"7a52cba0-b626-48b1-a9f1-a4e8effaa629","source":"hackernews","source_id":"49192935","content_type":"comment","title":null,"body_preview":"Interestingly IBM have made LEGO sets of various mainframes. I believe that they have been giving them away as prizes and such, there is also a few other companies with LEGO sets listed on the page as","author":"erk__","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192935"},{"id":"4d3a12ab-a701-44da-abd5-3dad17220b98","source":"hackernews","source_id":"49194832","content_type":"comment","title":null,"body_preview":"Original idea, I like it. Can you expand it vertically in order to show larger chunks of output if needed?","author":"Maphielbso","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194832"},{"id":"7654c1fa-fce1-4aec-ac96-fee5fd633797","source":"hackernews","source_id":"49202747","content_type":"comment","title":null,"body_preview":"I love it. No need to deal with windows just for the sake of one or two commands.","author":"toplinesoftsys","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202747"},{"id":"bc51be73-17f3-4d01-81c3-5d24a3524e8f","source":"hackernews","source_id":"49184949","content_type":"comment","title":null,"body_preview":"Deepmind always worked on some of the coolest architectures. Following things like AlphaStar, AlphaGo, and more were extremely exciting and felt like the hacker persona of machine learning. I hope Goo","author":"toshinoriyagi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184949"},{"id":"780226a6-91bf-42df-9b26-f868df17561d","source":"hackernews","source_id":"49186555","content_type":"comment","title":null,"body_preview":"At least judging from the headlines, it seems Google is far behind on AI. Fable/GPT 5.6 and recently Kimi get a lot of attention, solve long-standing math problems and lead in coding. It seems that Go","author":"mherrmann","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186555"},{"id":"3e3c7cb4-707e-486d-84ce-1c5c60dd6cc6","source":"hackernews","source_id":"49196493","content_type":"comment","title":null,"body_preview":"It’s so heartwarming to see the two pals, Jeff Dean and Sanjay Ghemawat, continue together! Many years back there was an article about how the two created the modern web.\nhttps://www.newyorker.com/mag","author":"hi41","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","human_indicator_other","human_indicator_other"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196493"},{"id":"bf40f9dc-33b8-4c1d-9768-e0b86aa3cfd2","source":"hackernews","source_id":"49187728","content_type":"comment","title":null,"body_preview":"gemma-4 is an incredibly good model, beating several others five time its' size. Hope Jeff's departure won't impact their next-gen products! And best of success for their new ventures!","author":"sdrinf","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187728"},{"id":"25128ab3-c891-491d-a43e-1f727626cb74","source":"hackernews","source_id":"49185271","content_type":"comment","title":null,"body_preview":"The first sentence is quite telling\n>We’ve got amazing talent, world-class compute and products…\nProducts are third on the list. Google is an incubator for talent first and foremost. Products are an a","author":"650","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185271"},{"id":"91bd1f39-3c8b-465d-a6fc-6cf964f4ac5d","source":"hackernews","source_id":"49191123","content_type":"comment","title":null,"body_preview":"Google investing in Jeff Dean and Sanjay Ghemawat is a good result for Google. Means they are less likely to go to the competition and easier to bring them back into the fold if they do something next","author":"fhub","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191123"},{"id":"90dd8245-c592-4407-b677-205eec4e9f01","source":"hackernews","source_id":"49185180","content_type":"comment","title":null,"body_preview":"What happened to the \"strike team\" that Sergey Brin was leading to try and improve Gemini's coding performance?","author":"scrlk","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.18516187603472603,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185180"},{"id":"268ae4fc-7810-448e-92c3-31d5793668fc","source":"hackernews","source_id":"49184926","content_type":"comment","title":null,"body_preview":"I found this article more thorough:\nhttps://www.reuters.com/business/google-shakes-up-ai-leaders...","author":"jarpschope","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184926"},{"id":"5a1ea929-5af8-4bda-99b4-c2b828b84e9a","source":"hackernews","source_id":"49185549","content_type":"comment","title":null,"body_preview":"A few points:\n1) the simplest explanation whenever a bunch of people leave [x] at a company at the same time, is that [x] is becoming less important to that company moving forward.  It's not proof, bu","author":"rossdavidh","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185549"},{"id":"bc919080-72f4-4ac1-8b7e-38497d8f8586","source":"hackernews","source_id":"49187788","content_type":"comment","title":null,"body_preview":"Wow. Jeff and Sanjay both departing. Truly end of a golden era.\nThere is an entire cohort of work-optional very senior engineers for whom one of the last reasons for hanging on was \"at least Jeff and ","author":"gandalfgeek","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187788"},{"id":"3a7c0700-81af-4dc6-8451-e64a3fa73491","source":"hackernews","source_id":"49186615","content_type":"comment","title":null,"body_preview":"Just some random tidbit: When I was in high school I bought every computer gaming magazine I could get my hands on and could afford with my allowance.\nSo when Deepmind first made headlines I recalled ","author":"wernsey","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186615"},{"id":"2caf8c35-9b10-410e-be75-1b913e221c20","source":"hackernews","source_id":"49185062","content_type":"comment","title":null,"body_preview":"I think there's one weirdly simple reason DeepMind isn't doing as well as OpenAI and Anthropic. I may be wrong on this.\nOpenAI and Anthropic went from tiny startups to huge companies. As a consequence","author":"atleastoptimal","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.19847254176182433,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185062"},{"id":"7b909da6-09f7-43ff-b8a0-3e0b1def998a","source":"hackernews","source_id":"49196415","content_type":"comment","title":null,"body_preview":"Does anyone else feel something’s off about sundar?\nI feel google has become evil.\nI had my phone and laptop stolen and did not have 2fa on but Google still locked me out.\nThat’s stupid.","author":"htlemur_bobby","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196415"},{"id":"5403ddad-dcee-4914-82a1-18a29bb54504","source":"hackernews","source_id":"49184891","content_type":"comment","title":null,"body_preview":"https://xcancel.com/JeffDean/status/2085034604172603724\n> Announcing Discovery Loop!\n> I am very excited to announce that, along with my longtime friends and collaborators @Sanjay_Ghemawat, @OriolViny","author":"xtreak29","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184891"},{"id":"7df37b87-4c7a-4759-8319-9050ab7a008d","source":"hackernews","source_id":"49188711","content_type":"comment","title":null,"body_preview":"New Jeff Dean fact: when Jeff leaves Google, the stock drops 20 points.","author":"dekhn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188711"},{"id":"3cca447c-24a5-440a-bc6e-e993cde9fb0b","source":"hackernews","source_id":"49184969","content_type":"comment","title":null,"body_preview":"Today I saw one of the most talented engineers I know and worked with leave DeepMind and now I probably know part of the \"why\". Dark clouds hovering over Google's AI game.","author":"hypnodrones","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184969"},{"id":"ab385e9f-a852-43a0-a05c-f888f177404b","source":"hackernews","source_id":"49184928","content_type":"comment","title":null,"body_preview":"> Lastly, after an incredible 27-year run, Jeff Dean is at a moment where he wants to try something new, and we’re excited to support him in that. Jeff and Google Senior Fellow Sanjay Ghemawat are lau","author":"xnx","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.1047938401648371,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184928"},{"id":"59fab352-3e3b-4adf-ab95-67a67d5b9924","source":"hackernews","source_id":"49185568","content_type":"comment","title":null,"body_preview":"DeepMind had a generational run as a pure AI research lab. AlphaGo, AlphaZero, protein folding, tensor improvements, weather forecasting, GNoME and so much more. Google leadership saw all this and wen","author":"paxys","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1269933251955914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185568"},{"id":"6042a0fa-1200-4f1b-afe0-53260fc3f2a3","source":"hackernews","source_id":"49185267","content_type":"comment","title":null,"body_preview":"It seems like the real news is Jeff and Sanjay are leaving Google, and Demis is effectively replacing Jeff as Chief Scientist for all of Alphabet.\nThe bigger deal is the departure of Jeff and Sanjay, ","author":"ra7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185267"},{"id":"d0efc591-4491-4344-8254-7f3ff413e6b9","source":"hackernews","source_id":"49185997","content_type":"comment","title":null,"body_preview":"So, in last several months, all the prominent names Google lost: Demis Hassabis (technically still with google but these things are usually presented with a spin), Jeff Dean, Sanjay Ghemawat, Oriol Vi","author":"GodelNumbering","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","list_of_names"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185997"},{"id":"c619b348-8682-4aae-96fe-2631442eaeb5","source":"hackernews","source_id":"49193303","content_type":"comment","title":null,"body_preview":"this seems like its going to rip through tokens like crazy\nself improvement is not a new idea but at current economics its not feasible","author":"zuzululu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.07876608177729727,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193303"},{"id":"ee52c570-4826-4d38-9ad1-5b0d112d1da5","source":"hackernews","source_id":"49197089","content_type":"comment","title":null,"body_preview":"Very interesting idea but without any concrete examples of performance on real tasks its just a pretty idea","author":"znnajdla","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197089"},{"id":"020b32a1-afa7-4f06-84ce-826d7a21ed2d","source":"hackernews","source_id":"49193141","content_type":"comment","title":null,"body_preview":"As models get stronger, huge harnesses may become less useful. An overly opinionated harness could even constrain the model’s reasoning instead of improving it.","author":"sexyketchup777","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193141"},{"id":"bb5c7db3-61a6-4570-b1fd-49c3acadd357","source":"hackernews","source_id":"49190228","content_type":"comment","title":null,"body_preview":"It is impressive that it (almost) saturates ARC-AGI-3, https://x.com/PrimeIntellect/status/2085087000764568010.\nI am curious - how does it fare for other benchmarks, or everyday programming?","author":"stared","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_niche_expertise"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190228"},{"id":"83dc1570-fd5f-42bb-bfa4-e87a54968174","source":"hackernews","source_id":"49190028","content_type":"comment","title":null,"body_preview":"I built one of these RLM harnesses and a local MCP server along with logging, memories, and project rules based on directories. It worked great for a while but the foundational models have largely cau","author":"riddlemethat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190028"},{"id":"c2c8eb1b-3f89-43a2-9d4d-67341acf2941","source":"hackernews","source_id":"49190331","content_type":"comment","title":null,"body_preview":"It'll be really interesting when they run RL training on the harness self-improvement loop. I've tried using LLMs for harness engineering, but it often creates too much bloat that weighs things down i","author":"supermdguy","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","synthetic_empathy"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190331"},{"id":"026c64c3-bda5-4603-b824-b9ecdc8331ff","source":"hackernews","source_id":"49190153","content_type":"comment","title":null,"body_preview":"LLM-generated code that seemingly went without much review or design is always such an interesting dive into just how bloated you can make code. In this repository, multiple files are close to 10K LOC","author":"embedding-shape","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.0937185533888582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190153"},{"id":"28df0bca-de6e-45f1-a8d0-2dc0842de374","source":"hackernews","source_id":"49190852","content_type":"comment","title":null,"body_preview":"A write up on RLM (Recursive Language Models) by one of the authors of the RLM paper:\nhttps://alexzhang13.github.io/blog/2025/rlm/","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190852"},{"id":"e62359ee-25d1-4022-8d0d-f4470d1bbe44","source":"hackernews","source_id":"49190083","content_type":"comment","title":null,"body_preview":"https://localroger.com/prime-intellect/mopiidx.html","author":"axus","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190083"},{"id":"598cc540-d96b-45f4-8de9-6bab6d165e56","source":"hackernews","source_id":"49194368","content_type":"comment","title":null,"body_preview":"Installer might look pretty but it installs to the homebrew dir, despite not being a homebrew package. Very dirty. No uninstall method.","author":"_joel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194368"},{"id":"8d84c43b-87be-465a-a3e0-cdfad8b25893","source":"hackernews","source_id":"49194401","content_type":"comment","title":null,"body_preview":"Another interesting building nearby, with very small art galleries and independent shopowners, and a manually-operated elevator from some hundred years ago:\nhttps://www.nippon.com/en/guide-to-japan/gu","author":"wahnfrieden","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194401"},{"id":"527d2838-5bc6-4ff5-9c19-1bf385ab009f","source":"hackernews","source_id":"49194299","content_type":"comment","title":null,"body_preview":"Its reminding me very much of NYC's Chelsea district. Probably inspired by that fine arts culture, which is a little odd for Tokyo, as I've always found it have more subtle aesthetic sensibilities tha","author":"DiscourseFan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_nuance","absence_of_ai_signals"],"bot_score":0.20833333333333331,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194299"},{"id":"7a983721-3062-400b-9c79-999fd31d327a","source":"hackernews","source_id":"49197037","content_type":"comment","title":null,"body_preview":"Love the aesthetic. Thoughts and prayers for the mental health of that poor salesperson, barely visible in the last photo at the bottom.","author":"n2j3","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197037"},{"id":"f457aaf1-c3a9-4d5a-a9bf-a5e0c977d984","source":"hackernews","source_id":"49197571","content_type":"comment","title":null,"body_preview":"Less is a way to signal more, like restaurants which only have 5-6 options available, the impression is they have less so they must be doing more with what they have.\nAlso, it unifies people around a ","author":"hellojomp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24371451185042192,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197571"},{"id":"44befe39-01bd-43ba-bfe1-f7f08454805a","source":"hackernews","source_id":"49194003","content_type":"comment","title":null,"body_preview":"The economics of this fascinate me. There is absolutely no way selling paper copies of a single book (even/especially if it changes daily: what happens to unsold stock?) can cover the costs of ground ","author":"decimalenough","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194003"},{"id":"94b4b851-c7bb-4e1a-965d-74304fafa4f5","source":"hackernews","source_id":"49198171","content_type":"comment","title":null,"body_preview":"How nice to see this here. My wife had a book published and was able to reserve a week here to promote it. It was a great experience for her. I got the impression that a week there is more like an art","author":"komega","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198171"},{"id":"03a9703f-6782-4f2c-9bc3-1d2242d996c4","source":"hackernews","source_id":"49187682","content_type":"comment","title":null,"body_preview":"Next year will be the year of GNU Hurd, as well as \nThe Desktop Linux Year and people really using \nHaikuOS on real hardware for years. You read it here\nfirst!","author":"shevy-java","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.14203380184839992,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187682"},{"id":"906ce760-d9b8-4cb6-bb79-d1f1adeebd0b","source":"hackernews","source_id":"49189986","content_type":"comment","title":null,"body_preview":"Someone should do the blasphemous thing and have Opus 5 finish HURD.\nActually in all seriousness reviving dead interesting FOSS projects is one use for AI coding I've thought about.","author":"api","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189986"},{"id":"39a502a8-479d-46ba-8cbe-3b90eddfb041","source":"hackernews","source_id":"49194359","content_type":"comment","title":null,"body_preview":"I would love GNU Hurd to succeed.\nThat said, if there's a resurgence in microkernel, it will probably come from the Rust community.","author":"farfatched","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194359"},{"id":"86524867-407a-401a-9053-bd740795bd99","source":"hackernews","source_id":"49190369","content_type":"comment","title":null,"body_preview":"I can't help but feel disappointed that after 35 years the first thing they're talking about is an SVG logo. I mean, there's a certain novelty that it was made on a laptop running Hurd itself, but sti","author":"shaggie76","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":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190369"},{"id":"2f94cb37-1f83-4119-b578-c4f4874d4745","source":"hackernews","source_id":"49187317","content_type":"comment","title":null,"body_preview":"I hope Hurd has its day. Maybe in 100 years or something.","author":"sirsinsalot","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187317"},{"id":"738ee61c-1909-4ccc-9aac-05daa742e0d5","source":"hackernews","source_id":"49187594","content_type":"comment","title":null,"body_preview":"> I plan to build bootable images and boot\nthe kernel on Apple M1\nGuixSD with GNU Hurd would be a really fun way to repurpose an old MBP.","author":"isityettime","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187594"},{"id":"1b41d416-0245-4fe4-840f-c14ae754b046","source":"hackernews","source_id":"49189250","content_type":"comment","title":null,"body_preview":"> 9pfs for the Hurd\nFrom the wiki:\n>  9P is perhaps not as robust or as fault tolerant as NFS\nHow is it not robust? What metric did they use? Fault tolerance is not explained here so I don't know what","author":"MisterTea","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.10882841741812199,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189250"},{"id":"5477687e-0d7e-4e4d-a750-da51608b3864","source":"hackernews","source_id":"49187759","content_type":"comment","title":null,"body_preview":"Does anyone more familiar with Hurd know how they addressed performance issues encountered by other Mach-based kernels? I remember reading that one of Mach's bottlenecks was validating that each IPC m","author":"csb6","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.2651963194083866,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187759"},{"id":"e52356e5-7eef-4431-ac26-64a1d40c0744","source":"hackernews","source_id":"49187377","content_type":"comment","title":null,"body_preview":"It seems Samuel Thibault is still there, sweet.\nps: some slides from earlier this year https://fosdem.org/2026/events/attachments/7FZXHF-updates_on...\nfull vid here https://fosdem.org/2026/schedule/ev","author":"jnpnj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.23856305541132433,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187377"},{"id":"f91a4945-41ec-4ffd-8f6b-5e52ac8e6479","source":"hackernews","source_id":"49187761","content_type":"comment","title":null,"body_preview":"Cool to finally see some small silly tech stuff here that isn't trying to make money.","author":"inigyou","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187761"},{"id":"cf6e612b-4b61-4b53-85b1-72ad6d887d31","source":"hackernews","source_id":"49201562","content_type":"comment","title":null,"body_preview":"I don't like Elon Musk.\nI don't like Grok or xAI. Or X. Or Twitter before.\nI also don't like articles that try to bias readers with irrelevant details:\n> This includes Grok, which has thus far been in","author":"BeetleB","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201562"},{"id":"f6623f9c-f105-40f2-9802-1bd1b507214f","source":"hackernews","source_id":"49201579","content_type":"comment","title":null,"body_preview":"Who cares, Musk will soon solve also those pesky problems by putting data centers in space, it is easy. Also next year FSD but for real this time. /s","author":"utopiah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11823676419292467,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201579"},{"id":"42dec01e-0724-4f73-9aac-2ed65f7c081c","source":"hackernews","source_id":"49201742","content_type":"comment","title":null,"body_preview":"I hate to sounds like I'm defending them... but that's like every startup.\nTaxi Pendants? Never heard of her\n- Uber/Lyft\nGambling laws? Pssht\n- Polymarkets","author":"exabrial","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.12431521706386531,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201742"},{"id":"4ec01d69-995e-48e5-9d55-75077faa8f19","source":"hackernews","source_id":"49201973","content_type":"comment","title":null,"body_preview":"It's been flagged now. Upset too many Elon bots and fanboys.","author":"pseudosavant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201973"},{"id":"507c0c70-a07c-46a5-8a2e-53d3b27f51c9","source":"hackernews","source_id":"49203040","content_type":"comment","title":null,"body_preview":"Hi all, pleasantly surprised to see my own article posted to HN before I did! I did space to push anything out about this for the most part, so thank you to speckx.\nAnyway, happy to see the understand","author":"totallygeeky","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203040"},{"id":"32c64ffb-4a84-497a-bb49-346b3be51eaf","source":"hackernews","source_id":"49201506","content_type":"comment","title":null,"body_preview":"> In the latest example of corporations existing outside of the law, SpaceX (who is for some reason the controlling entity of xAI now) announced they'll be removing the illegal, unpermitted gas turbin","author":"culi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.10635834914740801,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201506"},{"id":"b5a66851-0e66-43ba-9734-c68eb8a78963","source":"hackernews","source_id":"49201761","content_type":"comment","title":null,"body_preview":"While organisations are only ever hit with affordable financial penalties, it's rational for them to weigh up the likely penalty vs. the opportunity cost of not doing something illegal in their decisi","author":"mft_","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10062364331576944,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201761"},{"id":"4de1224c-79af-436c-b347-d6f7a40d0bf5","source":"hackernews","source_id":"49189018","content_type":"comment","title":null,"body_preview":"> addressed by name and replicated to an S3-compatible bucket you own; nodes coordinate through that bucket alone, with no control plane or consensus\n... but that S3 _is_ the control plane and consens","author":"q3k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189018"},{"id":"bab5e641-526f-4a5b-800b-d58989ec22b9","source":"hackernews","source_id":"49189020","content_type":"comment","title":null,"body_preview":"i donno...i have some doubts about this\ncloudflare gives you that instant geo-sync across the world that is hard to beat\nwith Celld do i need to buy bare metal in major continents","author":"zuzululu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.07876608177729727,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189020"},{"id":"3bb4fdbe-b254-4643-a1e1-24d9416c5aea","source":"hackernews","source_id":"49191816","content_type":"comment","title":null,"body_preview":"claim is that very many things are not needed, but they are. they are just provided by the layer beneath (S3). so isn't correctness highly dependent on s3 correctness? was s3 built for that, vs just p","author":"jiveturkey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","apology_for_understanding","platform_fluency","lack_of_ai_template_phrases"],"bot_score":0.13780409533145882,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191816"},{"id":"a1f504d9-8056-4256-b51c-e524d1dd0ed5","source":"hackernews","source_id":"49194840","content_type":"comment","title":null,"body_preview":"Hey, is this something that compares to Temporal or Restate or Azure Durable Functions? If so, what are the differences and when would I use Cells instead of the aforementioned?","author":"7bit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194840"},{"id":"b2dec4fb-2ae6-4861-925f-a20f0a25868b","source":"hackernews","source_id":"49187234","content_type":"comment","title":null,"body_preview":"Well that couldn't have been any more timely. Did they know? Were they keeping this in a back pocket for the time?\nCloudFlare OS: https://blog.cloudflare.com/cloudflare-os/ https://news.ycombinator.co","author":"jauntywundrkind","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0.1330826923990941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187234"},{"id":"b512be0c-ab45-4398-85bf-608535703d91","source":"hackernews","source_id":"49188552","content_type":"comment","title":null,"body_preview":"All we need is a way to run these on spot instances","author":"vmg12","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188552"},{"id":"c2753d83-4cc6-4532-931d-af846cd0c36a","source":"hackernews","source_id":"49191001","content_type":"comment","title":null,"body_preview":"Self-hosted and distributed durable objects are a huge step forward for maintaining reliable state across decentralized nodes. Great architecture!","author":"myshapeprotocol","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.195404140665565,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191001"},{"id":"0dfdce1d-8c64-4c33-ba96-a521f5d3edb4","source":"hackernews","source_id":"49189324","content_type":"comment","title":null,"body_preview":"I like it! Would be great if I could run locally from the start without configuring an s3 for easy playing/prototyping","author":"hhthrowaway1230","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189324"},{"id":"75805002-81c2-44fb-81ae-bef96dd9e64d","source":"hackernews","source_id":"49196095","content_type":"comment","title":null,"body_preview":"Ryan & the Deno team thanks for this. not that I'm going to use it anytime soon - but yeah having durable objects outside Cloudflare and also self hosted ones means a lot.","author":"dzonga","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196095"},{"id":"210eaa09-e9ba-4e96-9889-ea509e2ce19a","source":"hackernews","source_id":"49198860","content_type":"comment","title":null,"body_preview":"Wish there were more performance related benchmarks that compare this to cloudflare durable objects.","author":"meowtimemania","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198860"},{"id":"18e5bf08-d51f-4d86-ae42-0dd3574ae57d","source":"hackernews","source_id":"49191088","content_type":"comment","title":null,"body_preview":"I recently spun up a simple app for our annual mango tasting event[0] using Cloudflare Workers and Durable Objects.\nIt worked really well! Excited to see more options outside of Cloudflare.\n[0]https:/","author":"jumploops","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.10461100675249345,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191088"},{"id":"9195801c-ac04-4655-9757-a265646cb4f8","source":"hackernews","source_id":"49201155","content_type":"comment","title":null,"body_preview":"I don't think AI is killing open source.\nIt's just making it way easier to spam maintainers with code.\nGood contributors are probably worth even more now.","author":"ironqcold","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201155"},{"id":"ea19c3d6-e75d-4099-8704-55132a300713","source":"hackernews","source_id":"49189135","content_type":"comment","title":null,"body_preview":"Finally!\nSo happy to see support for running durable objects outside of one provider. Upvoted.\nThe \"durable object\" concept has been repeatably demonstrated to be a valuable abstraction.\n\"Each object ","author":"khalidx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189135"},{"id":"7deaede2-819c-482b-9730-e13b7e498920","source":"hackernews","source_id":"49189933","content_type":"comment","title":null,"body_preview":"what is the difference between celld and Cloudflare Workers open source version workerd?\nhttps://github.com/cloudflare/workerd","author":"jitl","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.08390318255769805,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189933"},{"id":"0ddfd4b3-ce53-454a-99de-578f68f05795","source":"hackernews","source_id":"49193647","content_type":"comment","title":null,"body_preview":"Could someone explain to me in practice how one would use these to do… a thing? Like a straightforward use case? Having trouble figuring out what these are for","author":"rtpg","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193647"},{"id":"d4ec784f-dfaf-4bf3-b5e9-024166fd332e","source":"hackernews","source_id":"49191058","content_type":"comment","title":null,"body_preview":"Wonder if this will become common practice from now on ?\n  > Pull requests are disabled. Coding agents make it too easy to send a large, \n  > low-context change that costs maintainers more time than i","author":"sakesun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191058"},{"id":"706ea0ea-eb3c-4822-9e13-8ca7c693a70f","source":"hackernews","source_id":"49203689","content_type":"comment","title":null,"body_preview":"Some will see a great way to standardize and avoid duplication or lag between platforms, allow newcomers to get on more easily, that sort of things.\nOthers will see as a great way for gate keepers to ","author":"nolok","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203689"},{"id":"2e904f44-5b46-46c5-b9e7-0c88f13f381b","source":"hackernews","source_id":"49186221","content_type":"comment","title":null,"body_preview":"This is one of the interesting aspects the 'AI job loss' community doesn't account for. As the technology unlocks things, more startups are created. And even at a lower nominal engineer-to-work ratio,","author":"GodelNumbering","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186221"},{"id":"88bfd1db-edbf-4339-936f-81bd4737e2fe","source":"hackernews","source_id":"49186593","content_type":"comment","title":null,"body_preview":"Discovery and optimization are very different processes. Optimization is the process of finding the shortest path to a goal. Discovery is the process of stumbling on new goals and redrawing the map of","author":"4lx87","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","niche_expertise","polished_but_natural"],"bot_score":0.1958553928834478,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186593"},{"id":"8e1a183c-2ccc-49a8-a235-15105a7f6a73","source":"hackernews","source_id":"49185552","content_type":"comment","title":null,"body_preview":"I’ve always felt that the idea that science is bottlenecked and therefore needs more automation only works for a very narrow definition of what science is, and entails a very specific view on what it ","author":"stephantul","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185552"},{"id":"7addef72-5cc2-499e-9415-e9f0442f3468","source":"hackernews","source_id":"49185749","content_type":"comment","title":null,"body_preview":"Jeff Dean, Sanjay, et al have achieved so much. I'm very happy for them. Truly deserving.\nSometimes I couldn't resist wondering if I'll ever do work that has a tenth of the impact of theirs.","author":"wy1981","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185749"},{"id":"a5f7582b-0d1d-43d0-b1c9-08df016307f7","source":"hackernews","source_id":"49187158","content_type":"comment","title":null,"body_preview":"Someone who left DeepMind over Google's agreement to provide military AI to the US government tried to get Jeff Dean to quit too:\nhttps://turntrout.com/why-i-left-google-deepmind\nMaybe this is what ha","author":"holmesworcester","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187158"},{"id":"6ea62beb-adc6-4f14-84dd-3c2538dae547","source":"hackernews","source_id":"49200473","content_type":"comment","title":null,"body_preview":"One thing I wonder about is how these high-profile startups handle their engineering hiring - in this case, it's just a link to an Ashby form.\nThey probably already got 10,000 resumes in the past 24 h","author":"stmw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200473"},{"id":"8fde327e-838e-4a04-bd08-2d8ac5e7f131","source":"hackernews","source_id":"49185176","content_type":"comment","title":null,"body_preview":"I wonder if Jeff Dean facts [1] (I hope people remember the reference) will carry over to the new startup.\n[1] https://github.com/LRitzdorf/TheJeffDeanFacts","author":"ValentineC","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185176"},{"id":"e2ed6e95-dcb2-456d-9f2c-e9a0c53dd723","source":"hackernews","source_id":"49187353","content_type":"comment","title":null,"body_preview":"That founding team is insane. Very excited to see what happens here. I really like that they do not mention AGI or anything like that. Their mission statement reads pretty pragmatic compared to other ","author":"dgellow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.0782909225250112,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187353"},{"id":"cd911194-c3c7-4567-b104-583b0c188679","source":"hackernews","source_id":"49192561","content_type":"comment","title":null,"body_preview":"> execution entails repetitive experimental loops that are hard to scale with today's manual efforts: you propose an experiment, implement and run it, examine the results, then iterate to refine your ","author":"usernametaken29","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12385722620238039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192561"},{"id":"67573b2e-31a1-4a1d-8297-760cac440467","source":"hackernews","source_id":"49191037","content_type":"comment","title":null,"body_preview":"I am siding with the \"intelligence is not the bottleneck\" crowd. Science takes more than reading literature and making a hypothesis. You have to run the experiment. And that is where messy reality wil","author":"SubiculumCode","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_depth"],"bot_score":0.1129813874927999,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191037"},{"id":"7e4a87cc-389f-42bc-b779-207e255483e7","source":"hackernews","source_id":"49186537","content_type":"comment","title":null,"body_preview":"Note that Jeff and crew have cleverly structured their company to avoid problematic uses of AI (e.g., weapons or tracking humans). I suspect that many top researchers will want to work there for this ","author":"tmoertel","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186537"},{"id":"cfbe747c-86be-416d-8dda-ca81744eee04","source":"hackernews","source_id":"49185708","content_type":"comment","title":null,"body_preview":"This is very cool. It might be a new scientific revolution to have computer-driven discovery. So often we find things that are \"this could have been done 20 years ago\" and with an indefatigable search","author":"arjie","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","polished_first_draft","absence_of_personality"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185708"},{"id":"4e6b39ce-cef6-46d4-93c9-2404651245ef","source":"hackernews","source_id":"49186095","content_type":"comment","title":null,"body_preview":"Really seems to embrace the \"Making the world a better place by <<extremely convoluted, highly technical, jargon loaded mission statement>>\"","author":"pelagicAustral","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","imperfect_expression","strong_opinions"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186095"},{"id":"ca96c7e6-27f1-4481-8c53-d8d05ff187d2","source":"hackernews","source_id":"49185959","content_type":"comment","title":null,"body_preview":"\"Our mission is straightforward\" continued by the most complex sentence on that page. Wondering what the definition of straightforward is now","author":"ramon156","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08569596615654221,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185959"},{"id":"ab2227b4-1c8a-4c4f-87b7-704a80751d38","source":"hackernews","source_id":"49195907","content_type":"comment","title":null,"body_preview":"In many cases, isn't the time-consuming part of experiments irreducible? E.g. breeding plants?\nOr to take another example, Make Solar Energy Economical\nHow does Discovery Loop make this go faster in a","author":"VikRubenfeld","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","synthetic_empathy","template_phrases","human_indicator_present"],"bot_score":0.22032925006137827,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195907"},{"id":"b8d12df2-654b-44b4-890c-36e1325448fa","source":"hackernews","source_id":"49185316","content_type":"comment","title":null,"body_preview":"To be honest, this feels more like a lifestyle business (aka hobby) than a startup. They truly deserve it, but I don't expect a huge success as a business.\nThat said, I hope they write cool papers wit","author":"flakiness","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","balanced_perspective_human","template_phrases"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185316"},{"id":"5161140f-dca6-4776-8c49-cd4590759a2c","source":"hackernews","source_id":"49186225","content_type":"comment","title":null,"body_preview":"How do you automate experimentation?\nDoubtlessly, AI can iterate at superhuman speeds in the domains of thought and design: Software, mathematical proofs, literature search.\nBut in the realm of experi","author":"drivebyhooting","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","lack_of_personality","human_indicator_quote"],"bot_score":0.17866997348791602,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186225"},{"id":"66ca6cd6-b57e-4ff4-ac1e-ecc5b34a9dd9","source":"hackernews","source_id":"49187003","content_type":"comment","title":null,"body_preview":"This seems to be an institutional, massively scaled version of https://github.com/karpathy/autoresearch.\nIn March Karpathy described this direction:\n   The next step for autoresearch is that it has to","author":"bredren","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187003"},{"id":"106d67a3-22d0-4c0e-8fbd-6e52a9fb5ebc","source":"hackernews","source_id":"49189394","content_type":"comment","title":null,"body_preview":"I think people are missing what this really is: Google giving some of its most senior engineers the best retirement home to keep them away from competitors. This isn’t in jest; I wish i could make eno","author":"pm90","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","personal_reflection"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189394"},{"id":"6357c5ac-09fa-4212-9f4e-271eaa9710ec","source":"hackernews","source_id":"49185577","content_type":"comment","title":null,"body_preview":"From Jeff's twitter post:\n> Our general approach is to automate the experimental loop. We think this approach is broadly applicable across many different fields of science and engineering. We’ll initi","author":"cjbarber","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185577"},{"id":"93d9be55-0ffa-4ce8-9733-41f80862ba4a","source":"hackernews","source_id":"49192844","content_type":"comment","title":null,"body_preview":"So typical big corp marketing material disguised as whitepaper.","author":"pjmlp","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.1309617884699489,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192844"},{"id":"ea671bb5-851f-4a5c-9557-74f4c6265bc1","source":"hackernews","source_id":"49198254","content_type":"comment","title":null,"body_preview":"I did appreciate the article and it's not AI slop by any means, but did anyone else notice how the language and grammar felt very LLM-written? Or at least edited from a LLM draft?\nI used to really enj","author":"dannyw","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","human_indicator_opinion"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198254"},{"id":"1550c535-7ed4-49f6-a751-d71fae7065e2","source":"hackernews","source_id":"49189627","content_type":"comment","title":null,"body_preview":"This is neat. I'm only halfway through but some really cool discussion about the internals of the chips and what they offer.","author":"foota","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189627"},{"id":"5b2b3be7-0dd9-4bde-a020-cce659a051a9","source":"hackernews","source_id":"49189821","content_type":"comment","title":null,"body_preview":"I'm glad to see the competition; nothing provokes meaningful change without it. Not surprised at Nvidia's blatant fabrications though; more of the same we've seen time and again (Superchip anyone, wit","author":"davoneus","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189821"},{"id":"4054d9e5-10e0-4b58-ab36-382a59f4d484","source":"hackernews","source_id":"49190781","content_type":"comment","title":null,"body_preview":"Let’s not forget the fact that despite their new market cap and being the beneficiary of having a near monopoly on making incredibly complex pickaxes during a gold rush… Nvidia is still the company wi","author":"transcriptase","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","self_reference"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190781"},{"id":"f631dbea-b86c-4ea2-97c3-427a0b88656e","source":"hackernews","source_id":"49193552","content_type":"comment","title":null,"body_preview":"AMDs marketing is just as sketchy. Their new Zen6 server page claims 3.3x performance per watt over vera on \"agentic workloads\" for a 100 kW rack. Maybe they are comparing a CPU heavy rack to an nvidi","author":"KeplerBoy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193552"},{"id":"7b4cc2ae-0efd-4d44-98dd-dbc81ce9c43f","source":"hackernews","source_id":"49189951","content_type":"comment","title":null,"body_preview":"I don’t think picking a handful of SPEC benchmarks that approximate today’s most common agentic workloads (compiling code, interpreting Python) and then calling them “agentic benchmarks” is misleading","author":"twoodfin","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189951"},{"id":"7d3b8365-3c1b-4688-ae89-9cff2a568414","source":"hackernews","source_id":"49191354","content_type":"comment","title":null,"body_preview":"In today’s “agentic” world, everyone seems to have forgotten approximately everything we used to know about security. And this new CPU is going all in on value speculation. Delightful.\nMaybe if “cyber","author":"amluto","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions","natural_digressions"],"bot_score":0.13846933647534285,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191354"},{"id":"6dc35e3e-b5a5-41df-8131-4285e88b7aec","source":"hackernews","source_id":"49195479","content_type":"comment","title":null,"body_preview":"Ohhh look, value prediction. Exactly the kind of thing that led to Spectre. There will be a cottage industry of information leaks and mitigations for a decade.","author":"titzer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195479"},{"id":"172d7618-d26a-4884-9748-3c63fec226d4","source":"hackernews","source_id":"49202662","content_type":"comment","title":null,"body_preview":"More generally:\nhttps://roguebasin.com/index.php/Articles#Dungeons\nhttps://roguebasin.com/index.php/Articles#Map","author":"genpfault","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202662"},{"id":"78397841-4e13-46fb-9fea-e97be6a2728b","source":"hackernews","source_id":"49191721","content_type":"comment","title":null,"body_preview":"I hate working with Atlassian, years and years ago moved to youtrack instead of Jira mainly because it handles teams who work on multiple projects way better.  But confluence remains, just need to spe","author":"keithnz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","natural_digressions"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191721"},{"id":"8b66bd54-3019-4acd-9b90-312ebd17f905","source":"hackernews","source_id":"49193793","content_type":"comment","title":null,"body_preview":"Rovo will also execute instructions hosted on external URls - they've known this for at least 6 months.","author":"atlassian2026","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193793"},{"id":"3fc50185-15f3-4115-9348-19673f212028","source":"hackernews","source_id":"49186821","content_type":"comment","title":null,"body_preview":"> Rovo's URL retrieval tool is insecure: there are no protections against opening a URL that has been dynamically created by the agent. Here, Rovo is manipulated to append sensitive data to an attacke","author":"formerly_proven","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.20582080733223168,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49186821"},{"id":"773e17cc-61ff-4229-ac0c-3fb708a05544","source":"hackernews","source_id":"49188213","content_type":"comment","title":null,"body_preview":"> Note: This attack succeeds even if an organization has disabled web search for Rovo. This is because the web search setting fails to remove the tool for opening the search results.\nWow, great work A","author":"mvdtnz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188213"},{"id":"dff9d4fa-ecdd-42dd-ad88-420c98ca6eb3","source":"hackernews","source_id":"49190680","content_type":"comment","title":null,"body_preview":"Is it any coincidence that Rovo rhymes with \"no, NO!\"","author":"taspeotis","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190680"},{"id":"cd746c77-36a2-498a-9a19-db6d44a875f2","source":"hackernews","source_id":"49191639","content_type":"comment","title":null,"body_preview":"I read it as an intentional exfiltration.\nIt's incredibly hard to block all rovo on Atlassian pages. I tried adblock, it failed, I settled for the custom chrome plugin. And yet, every once a while a n","author":"subscribed","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191639"},{"id":"174cafe6-ab36-4ed3-9857-911c0002f5a2","source":"hackernews","source_id":"49189343","content_type":"comment","title":null,"body_preview":"Rovo is one of those intrusive AI buttons that suddenly appeared everywhere without any warning. Its so annoying having already shitty UI get borked with features I never use. Almost as annoying as Wh","author":"crnkofe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189343"},{"id":"69b94b81-dc0d-45d5-b59c-9b5a0c3c6389","source":"hackernews","source_id":"49191504","content_type":"comment","title":null,"body_preview":"The writing is rather low quality, but seems to be consistent with their other posts.\nMaybe to give credit they are being purposefully vague about details to avoid giving away the bait but still seem ","author":"kamikaz1k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191504"},{"id":"106632b9-26e7-4d2b-8d69-6f7fe6d24257","source":"hackernews","source_id":"49196753","content_type":"comment","title":null,"body_preview":"Do people put secrets in Atlassian tools? Sounds like the worst place to do that. If anything I would want my main wiki/project/ticket management tools/code repos to be as open as possible (I mean to ","author":"prmoustache","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196753"},{"id":"e5f3cdd6-83d9-4d30-a130-7f840ea97ae9","source":"hackernews","source_id":"49187166","content_type":"comment","title":null,"body_preview":"It's nice they force rovo now for document/version diff's. Because you need to burn down the rainforest for those. (sarcasm ... for obvious reasons)","author":"consp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187166"},{"id":"b8060289-87de-4fdd-8b43-7a8d114ee391","source":"hackernews","source_id":"49190045","content_type":"comment","title":null,"body_preview":"Related: A few days ago, Jira opted everyone in by default to \"Contribute in-app data to improve Atlassian apps for everyone\"","author":"hughw","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190045"},{"id":"89d38552-13d1-43be-8fff-bdc348f5d335","source":"hackernews","source_id":"49190770","content_type":"comment","title":null,"body_preview":"I find it difficult to be impressed by \"prompt injection\" attacks that require the victim to enter the malicious prompt themselves --- like, really? If you tell Rovo to exfiltrate your data, it'll do ","author":"ohaodha","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190770"},{"id":"cf20555a-6704-47dc-8018-df3047f209f5","source":"hackernews","source_id":"49188094","content_type":"comment","title":null,"body_preview":"Rovo is funny. It downloads everything it can do Atlassian servers for \"analysis\". And you're pretty much screwed if you link it to Google Docs or Sharepoint. How do I know this? \"Why is an AWS IP dow","author":"ExoticPearTree","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188094"},{"id":"81a533bb-0b2a-4949-874d-e7c54bf81fdf","source":"hackernews","source_id":"49187018","content_type":"comment","title":null,"body_preview":"~every ai vulnerability write up boils down to \"just ask it do to the thing\", but with fancier terms like \"indirect prompt injection\".","author":"john_strinlai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.12095478272389742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187018"},{"id":"82c3bc7b-5ead-4cf9-bd01-aeec4fb2732c","source":"hackernews","source_id":"49188087","content_type":"comment","title":null,"body_preview":"> The victim uploads a file to Rovo that contains a hidden prompt injection\nYeah this attack is possible on all modern agentic systems.\n* Access to your private data\n* Exposure to untrusted content\n* ","author":"hahahaa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188087"},{"id":"65d5c67e-ff96-4e45-ae1b-654262dc20ac","source":"hackernews","source_id":"49187027","content_type":"comment","title":null,"body_preview":"I can’t get over how bad “Rovo” is. Somehow more aggressive and useless than Microsoft putting “Copilot” everywhere.\nIt’s objectively worse than using something like Cowork + MCP, AND they injected it","author":"pram","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187027"},{"id":"9b4ab231-22bd-4496-bddf-ddf8880da2bf","source":"hackernews","source_id":"49189000","content_type":"comment","title":null,"body_preview":"> Rovo's URL retrieval tool is insecure: there are no protections against opening a URL that has been dynamically created by the agent. Here, Rovo is manipulated to append sensitive data to an attacke","author":"simonw","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189000"},{"id":"3331d245-99cb-4596-a07f-0097c80f50de","source":"hackernews","source_id":"49194117","content_type":"comment","title":null,"body_preview":"Worth reminding everyone of previous discussion when Atlassian opted-in all customers by default for their data to be used for model training.\nhttps://news.ycombinator.com/item?id=47833247\nThis goes l","author":"kevcampb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194117"},{"id":"cbaeeeb4-780a-4dfa-91d0-7f0132846440","source":"hackernews","source_id":"49203474","content_type":"comment","title":null,"body_preview":"It’s extremely aggravating that AI firms are given the easy task of selling and advertising a product that has obvious potential and uses but feel the need to over hype more and more to the point wher","author":"ofjcihen","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","natural_digressions","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203474"},{"id":"272cf41b-6846-4c77-8c25-dcfa68c59d7a","source":"hackernews","source_id":"49203501","content_type":"comment","title":null,"body_preview":"Nothing more real in research than academics fighting over credit and missed citations.","author":"paxys","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1269933251955914,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203501"},{"id":"89a4de7a-677e-4082-a9e9-7b4237e7bd48","source":"hackernews","source_id":"49193353","content_type":"comment","title":null,"body_preview":"Commercially speaking, going against Git is a fool's errand. As much as I'd like to see Git usurped, I can't imagine the people backing this would sign off on a competitor to Git unless it was some ty","author":"hresvelgr","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals","niche_expertise"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193353"},{"id":"eabfdfe0-9f86-4c47-8367-348e1d60de80","source":"hackernews","source_id":"49188128","content_type":"comment","title":null,"body_preview":"This makes me uncomfortable.\nMaybe I’m pessimistic, but I think this just gives micro-managers the data they need to micro-manage you. It invites people to scrutinize the process, instead of the resul","author":"drdexebtjl","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188128"},{"id":"635b5815-6a5c-4a69-abf7-875a2bab5b43","source":"hackernews","source_id":"49200392","content_type":"comment","title":null,"body_preview":"If you like Zed, but hate their decisions on non fixing bugs, try https://gram-editor.com (zed fork)","author":"delduca","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.06927767807061008,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200392"},{"id":"a43c1300-3241-437a-aee3-25e7a34b86b9","source":"hackernews","source_id":"49196091","content_type":"comment","title":null,"body_preview":"Lots of negativity here, but this is interesting to me and moves Zed towards something that is more than 'just' an IDE in a future where IDE users may be in the minority of people creating software.","author":"mmikeff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196091"},{"id":"4a15ebec-2079-48ee-89e9-54bbdd8b6847","source":"hackernews","source_id":"49197608","content_type":"comment","title":null,"body_preview":"Seems like Zed needs to clean up shop and fix their IDE first.","author":"pluto_modadic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197608"},{"id":"18743481-1cb8-45b3-89e7-758b247c8f08","source":"hackernews","source_id":"49190616","content_type":"comment","title":null,"body_preview":"tangent\nOnce I've tried one SCM to track every single change to my files, and the other for bulk commits. The result was quite satisfying.\nIt was some 15 years ago, we just switched from CVS to SVN an","author":"zeroq","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190616"},{"id":"568f4350-e7fd-4cd3-af5a-3e61c7fe9318","source":"hackernews","source_id":"49187477","content_type":"comment","title":null,"body_preview":"Looks like a great feature/product/functionality. I hope that Zed editor will make it work with LLMs/agents that run in the terminal, not just the Zen Agent itself. Is it even possible? I use OMP.sh a","author":"g42gregory","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187477"},{"id":"00a3bb1d-6c42-4869-b26d-3883146657b0","source":"hackernews","source_id":"49188512","content_type":"comment","title":null,"body_preview":"This feels very useful for training agents but almost completely useless to humans? Do I really want to go back to every change I made? Whatuse would that be?","author":"mynti","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188512"},{"id":"d713ec61-b891-44a0-ad5e-85085d6cb2c9","source":"hackernews","source_id":"49196277","content_type":"comment","title":null,"body_preview":"When I saw the blog post about DeltaDB I thought oh okay cool but so what I don't really know what this is for me and how it helps me or what it does for me. Then again today I saw this link and looke","author":"aranw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196277"},{"id":"aa71f467-6296-43aa-9ce1-92d1c56e7c43","source":"hackernews","source_id":"49190067","content_type":"comment","title":null,"body_preview":"> Every change is linked to the agent conversation that produced it\nA total nightmare and imo every dev should push back using this stuff.  You'd otherwise have management brag about you not being a g","author":"hollowturtle","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","personal_stance_on_product"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190067"},{"id":"43c66ab1-8894-4d25-889f-8761a3d7fd12","source":"hackernews","source_id":"49187762","content_type":"comment","title":null,"body_preview":"A non-existent problem that nobody asked to solve...","author":"pknopf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187762"},{"id":"43c951a3-fe34-49f0-8acd-c8b22e0d271f","source":"hackernews","source_id":"49188870","content_type":"comment","title":null,"body_preview":"I really love Zed and I want them to really succeed. Unfortunately it seems that they are swamped with various things and the issue tracker is not a priority for the team, which fair enough. OSS is a ","author":"javierhonduco","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188870"},{"id":"5929a178-1011-44ad-9251-d0e5f1db0626","source":"hackernews","source_id":"49201178","content_type":"comment","title":null,"body_preview":"A lot of haters in the comments, but I think it’s a bit too much negativity.\nIt’s true that they could focus on polishing the edit experience, but given that I rarely code anymore by hand, I have some","author":"nvegater","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201178"},{"id":"9b948c1f-8e54-4a34-91b5-57c2caa84a9c","source":"hackernews","source_id":"49195016","content_type":"comment","title":null,"body_preview":"I've been working on a somewhat related tool called Spor: https://github.com/emprcl/spor\nIt's primarily aimed at creative workflows. I mainly use it for creative coding, but I realize now it could als","author":"xvrgdrt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195016"},{"id":"1a86a1c8-70b5-437f-a9e1-33b7473826fc","source":"hackernews","source_id":"49187785","content_type":"comment","title":null,"body_preview":"Sounds like a side-effect of being VC-backed. Like what the ex GitHub CEO went on to build (Entire). Unnecessary.","author":"docheinestages","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.0868782278544649,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187785"},{"id":"a4049bde-e6f9-4c0b-ab9b-e1930ba48d37","source":"hackernews","source_id":"49190191","content_type":"comment","title":null,"body_preview":"A lot of the copy on this page feels like the kind of copy an AI would produce. But I’m assuming, surely, Zed writes their own copy so I don’t want to accuse them of doing that.\nMarketing aside, this ","author":"sarreph","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0.18192356777594174,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190191"},{"id":"eb1fda53-1f37-4086-ba2d-82d0137e5cf4","source":"hackernews","source_id":"49188367","content_type":"comment","title":null,"body_preview":"Why develop this when the core editor is almost unusable? On Linux wayland, copypaste is broken, the file manager is laggy and snippets do not trigger before the heavy hint logic is done. This is just","author":"yza","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188367"},{"id":"aebe4d6e-a8d7-41c4-861a-babc2d1d22e5","source":"hackernews","source_id":"49189014","content_type":"comment","title":null,"body_preview":"Hmm, yeah before \"DeltaDB\" I have a big list of things I would rather they develop/fix:\n- Vertical activity bar (https://github.com/zed-industries/zed/pull/58868#issuecommen... - rejected because it \"","author":"umvi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","specific_technical_issues"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189014"},{"id":"459e873f-e546-465f-81b2-59dfa204102a","source":"hackernews","source_id":"49187716","content_type":"comment","title":null,"body_preview":"Zed should focus on basics. When it focuses on basics Zed is good.\nhttps://github.com/zed-industries/zed/discussions/54150 failing to show newly created files and declining to provide a refresh button","author":"NoDodgeQuestion","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187716"},{"id":"2eb13667-a1cf-42fe-908a-900533a2a183","source":"hackernews","source_id":"49192607","content_type":"comment","title":null,"body_preview":"This problem is called stream compaction and there is a wealth of research on it. The best methods use prefix scan. They first efficiently compute the index in the output array of each element that sa","author":"bjourne","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","human_indicator_present"],"bot_score":0.06788142611909269,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192607"},{"id":"10e78b25-beea-4149-a2b1-1d9e07d3647f","source":"hackernews","source_id":"49191610","content_type":"comment","title":null,"body_preview":"Thanks for sharing, optimisations like these are what keeps the fun in programming. I have been optimising my JSONLogic evaluator in rust and used arena allocator and preallocation tricks that gave me","author":"codetiger","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","niche_expertise"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191610"},{"id":"c01c8613-ffd1-4ca7-a720-87e7a44e9d46","source":"hackernews","source_id":"49196706","content_type":"comment","title":null,"body_preview":"Branchless optimization is such a clean way to squeeze out maximum performance for hot loops. Love this approach.","author":"myshapeprotocol","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.195404140665565,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196706"},{"id":"a279c24e-6492-442a-89af-9eff0758b373","source":"hackernews","source_id":"49197741","content_type":"comment","title":null,"body_preview":"> The reallocations were real, but they were never the bottleneck.\nWhy do people not write their own blogposts on their own?!","author":"tumdum_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197741"},{"id":"c89b01a1-7757-4d34-9489-42f316eafd51","source":"hackernews","source_id":"49199566","content_type":"comment","title":null,"body_preview":"Even though you used AI to help you with the article, knowing that performance trick is really cool.","author":"caruasdo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199566"},{"id":"6348c42b-651c-408e-8d7f-929763626ae0","source":"hackernews","source_id":"49192356","content_type":"comment","title":null,"body_preview":"Worth noting that as written the \"trick\" results in memory usage proportional to the size of the input rather than the output. If the filter rejects most of the input the difference could be quite not","author":"khuey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192356"},{"id":"6a2c0907-22c5-4183-ac30-66657836a846","source":"hackernews","source_id":"49195236","content_type":"comment","title":null,"body_preview":"Branchless code can indeed sometimes be slower than conventional one, but in this particular case, the article comes to the wrong conclusion. At a 1% kept, the branchless version is slower because it ","author":"llama_drama","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195236"},{"id":"7e4a7be3-0e26-4762-99f6-5f0fd6c3fffb","source":"hackernews","source_id":"49194861","content_type":"comment","title":null,"body_preview":"that's a really clever trick to write to out[n] multiple times but only move the index after the logical condition is true thus ending up with the correct values in out","author":"rabiescow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194861"},{"id":"07db512a-6a54-4a58-a710-f5b83fdea0b1","source":"hackernews","source_id":"49191956","content_type":"comment","title":null,"body_preview":"I've been doing leetcode in Janet in a (sometimes) tacit (variabless), branchless way:\n    (def find-shared-gcd\n      (comp\n       (fn [e] (max ;(map (fn [d] (* d ;(map |(- 1 (min 1 (mod $ d))) e)))\n ","author":"veqq","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191956"},{"id":"04637d2a-4d39-430f-a254-1ae59ec87ee6","source":"hackernews","source_id":"49198075","content_type":"comment","title":null,"body_preview":"> The predictor is like a barista who starts making your usual order the moment you walk in. If you are a regular, this is fantastic: the coffee is ready when you reach the counter. If you order somet","author":"simojo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198075"},{"id":"4f06988d-81a6-4913-80d2-0d06438ffa75","source":"hackernews","source_id":"49194220","content_type":"comment","title":null,"body_preview":"I like how we have pretty much established how branchless coding is superior to branched coding. \nHowever I wonder if the compiler itself could recognize these patterns and turn branches into branchle","author":"yturijea","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","technical_question"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194220"},{"id":"6a9266b9-fb8d-4bd7-ba1b-db79fb7b38c4","source":"hackernews","source_id":"49199484","content_type":"comment","title":null,"body_preview":"Based on the title, I knew the issue as soon as I looked at the first table. Still, great primer for those who don't know about such CPU shenanigans, and I did appreciate the solution, since I knew hi","author":"Magicrafter13","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199484"},{"id":"15c74931-2628-4b95-b2ad-d598897ee2ef","source":"hackernews","source_id":"49191810","content_type":"comment","title":null,"body_preview":"Great explanation of why a branchless approach results in such a speed up. I've never really had to deal with performance optimization at this level. Generally it's probably best not to get too involv","author":"bormaj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191810"},{"id":"ff7abb65-e949-47b1-a01c-f9e901a01ba7","source":"hackernews","source_id":"49193112","content_type":"comment","title":null,"body_preview":"I really hope all these guns give up smoking sometime soon...","author":"aarjaneiro","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193112"},{"id":"5bb3f782-61fc-4a7a-84f6-5a2944e2da99","source":"hackernews","source_id":"49196018","content_type":"comment","title":null,"body_preview":"A much clearer article from yesterday on making casefolding 15x faster by removing an if:\nhttps://github.blog/engineering/architecture-optimization/do...\nDiscussion: https://news.ycombinator.com/item?","author":"amiga386","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196018"},{"id":"f2b89027-ed0d-4f34-9d39-e7ce366d2377","source":"hackernews","source_id":"49192157","content_type":"comment","title":null,"body_preview":"This article is 100% AI written. The data was interesting, the commentary overly verbose and hard to gain useful insights from.","author":"Retro_Dev","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192157"},{"id":"c221e57f-eb4d-4b11-93bf-05689d931734","source":"hackernews","source_id":"49192285","content_type":"comment","title":null,"body_preview":"Nice post!\nYou can do even a bit better if you're willing to use intrinsics. In particular this kind of operation is well-suited for compress-type operations, available as a first-class operation in a","author":"anematode","classification":"human_created","confidence":0.8,"indicators":["niche_expertise","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192285"},{"id":"a5caf14e-5b65-4e56-b6d4-ad9653047e89","source":"hackernews","source_id":"49202045","content_type":"comment","title":null,"body_preview":"Neat. Wearing some hibernating Cordyceps clothes seems like a good way to speedrun some life-imitates-art The Last of Us gain of function research.","author":"onlypassingthru","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","cultural_references","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202045"},{"id":"8775fcdf-0b25-45f5-836b-88f24ba00eba","source":"hackernews","source_id":"49202254","content_type":"comment","title":null,"body_preview":"I put a load of washing on, then ended up in hospital for a year.\nOn return, the contents of the washing machine were pretty much this.","author":"londons_explore","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.14911332481507322,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202254"},{"id":"26c8b37f-832a-42e1-8d78-743fc0798990","source":"hackernews","source_id":"49202479","content_type":"comment","title":null,"body_preview":"Researchers in China have created a textile from living mycelium that is self-cleaning, near self-repairing and can be coloured or made UV protective through \"plug-and-play\" add-ons of different fungi","author":"bamboozled","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","human_indicator_present"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202479"},{"id":"6dbafc5c-5ad2-4e2b-9e80-cedc6f5ea02e","source":"hackernews","source_id":"49200818","content_type":"comment","title":null,"body_preview":"Is there a possibility of the organisms escaping the material and infesting the environment? That's what I would worry about with mycelium.","author":"LoganDark","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","platform_fluency"],"bot_score":0.11360494364046153,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200818"},{"id":"e54de7e1-8e82-4a5a-8b68-be0605a3c910","source":"hackernews","source_id":"49199990","content_type":"comment","title":null,"body_preview":"> nutrient solution is applied over a hole, along with a small patch of fresh fungus\nSo, not repair itself.","author":"chrisjj","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199990"},{"id":"2a397b47-cdb0-4810-ae36-6862b290505e","source":"hackernews","source_id":"49200097","content_type":"comment","title":null,"body_preview":"Is there an adjective for something that's nifty but also gross?","author":"josefritzishere","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200097"},{"id":"f2eef029-8b1f-4150-9dd2-472ef397c205","source":"hackernews","source_id":"49201817","content_type":"comment","title":null,"body_preview":"Cordyceps, huh? An interesting choice! And ironically the subject of an article on Ars Technica that just dropped...\nhttps://arstechnica.com/science/2026/08/parasitic-zombie-fun...","author":"hercynium","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201817"},{"id":"0f0f5515-7b9e-4ec8-bb79-9f0fe22d1314","source":"hackernews","source_id":"49201909","content_type":"comment","title":null,"body_preview":"Mr Stamets (both real AND fictional) must be proud as heck!","author":"kxjwidjwjdj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201909"},{"id":"fdd14a20-16e6-4518-9c07-67f6b96d5511","source":"hackernews","source_id":"49200593","content_type":"comment","title":null,"body_preview":"I would buy one, but I don’t think I have mushroom in my wardrobe for it.","author":"funkygibbon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200593"},{"id":"cbaea19e-e8de-4808-8e33-4a170e1dd70b","source":"hackernews","source_id":"49200195","content_type":"comment","title":null,"body_preview":"The claim in the article that saccharomyces cerevisiae (brewer's yeast) naturally produced the deep blue color in the butterfly example is not actually true, although it's a gorgeous effect.\nThese are","author":"AlanYx","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200195"},{"id":"05a3f414-cbbb-4335-b753-1ce6eb73aa7c","source":"hackernews","source_id":"49200250","content_type":"comment","title":null,"body_preview":"I wonder if there is a health hazard wearing this due to breathing in spores or toxins released into the air? Or perhaps there is a risk that the wearer will absorb harmful chemicals secreted by the m","author":"dustfinger","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_indicators","emotional_authenticity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200250"},{"id":"1ff8882e-ee30-4701-bc49-79e17a84aba0","source":"hackernews","source_id":"49194330","content_type":"comment","title":null,"body_preview":"and now thanks to outsourcing and AI no one can make a living this way again.","author":"Uptrenda","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.04685404758454657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194330"},{"id":"2d37657e-dfe9-401b-8e7e-d27b5ad3d9a2","source":"hackernews","source_id":"49196202","content_type":"comment","title":null,"body_preview":"> at one point they asked me to work a weekend and I already had plans, so they asked what it would take. I wanted a classic FIAT 500, so I named the price of the car: multiple thousands of pounds. Th","author":"chanux","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196202"},{"id":"7b778801-7308-45f0-8240-ac5570bed424","source":"hackernews","source_id":"49195844","content_type":"comment","title":null,"body_preview":"Why is the dentist chair hack not more of a thing?\nI need it.","author":"realty_geek","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.056266619956161265,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195844"},{"id":"41eb6aaf-ba29-4a91-94d4-0e326122bc16","source":"hackernews","source_id":"49194424","content_type":"comment","title":null,"body_preview":"Ah yes, back when caring about hardware was a thing.\nEarly 90s, new top-of-line Compaq arrives, for me, project manager. We open it to install network card - token ring (yes, it sucked to be you - you","author":"zabzonk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194424"},{"id":"22d8278a-cee0-4ae0-9e0f-4a8ee00bf598","source":"hackernews","source_id":"49196204","content_type":"comment","title":null,"body_preview":"All those gumdrop Macs sent me back to my time in a Flash cartoon shop that was filled with those things.","author":"egypturnash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196204"},{"id":"5c00fc39-7b07-4047-953f-b4c340ae4ce8","source":"hackernews","source_id":"49195359","content_type":"comment","title":null,"body_preview":"Enormous monitors aside it's funny, even though more than a quarter of a century has passed, how contemporary those office scenes look. Even the on point trendiness of the \"unfinished\"/exposed industr","author":"bartread","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1201813960137024,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195359"},{"id":"c1585727-26e8-4f4a-8cdc-73b88fbe5c2a","source":"hackernews","source_id":"49194157","content_type":"comment","title":null,"body_preview":"I remember wanting to be important by upgrading the size of my monitor from the default 14\" to 21\" but unfortuantely, it also took up 50% of your desk space so I split the difference and lived with 17","author":"lbriner","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.25511843642748155,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194157"},{"id":"9b683e2c-fa16-4957-bb7f-b0ba85896c3a","source":"hackernews","source_id":"49193857","content_type":"comment","title":null,"body_preview":"Hit me up if you want to build a 2000-era (V)LAN:\n- XMPP Chat\n- Layer 2 VPN (IPX!!)\nThen let's game!","author":"Krei-se","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193857"},{"id":"0913f346-aeba-4347-a6cb-b6ec5b3438ab","source":"hackernews","source_id":"49194334","content_type":"comment","title":null,"body_preview":"I spy a copy of the \"Cold Fusion Web Application Construction Kit\"! I worked for Allaire in Sydney in 2000, then Macromedia when they got acquired in 2001. I used to visit a lot of studios like that. ","author":"tjmc","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","self_reference","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194334"},{"id":"ec8c329a-7b2f-443f-9a0c-95c4b2dfd29c","source":"hackernews","source_id":"49193806","content_type":"comment","title":null,"body_preview":"A nice nostalgia hit. The \"Bondi blue\" iMac was my first workplace computer, for a local council. I had Photohop, Illustrator and QuarkXPress, making websites, banner graphics(!), print artwork, all k","author":"wgx","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193806"},{"id":"9c2b401f-110e-4b60-b324-8a4f7eeff297","source":"hackernews","source_id":"49194473","content_type":"comment","title":null,"body_preview":"These photos are incredible.\nWould love to see a show with the seriousness and production quality of Mad Men but set in the 90s.","author":"mentos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1705889582251599,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194473"},{"id":"58724f48-f262-40ac-bc09-1535e5f606f8","source":"hackernews","source_id":"49195637","content_type":"comment","title":null,"body_preview":"At my last employer we had a extensive photo gallery with workplace pictures taken from the 60s and up to present day, thousands if images. It was fun to browse through when you had some downtime.\nBut","author":"TrackerFF","classification":"human_created","confidence":0.8,"indicators":["natural_digressions","imperfect_expression","personal_experience","strong_opinions"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195637"},{"id":"aae352b8-c9e7-4a77-8a03-bc2d76bff54e","source":"hackernews","source_id":"49194362","content_type":"comment","title":null,"body_preview":"> Omni Trio being played regularly\nthat seals it.. my nostalgia for this time (from many an adult's tale in my young life) was not misplaced.\nIf only it still felt like this, you can see it sometimes,","author":"WorldPeas","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194362"},{"id":"a34f3731-1c55-438f-a0ec-0b24757bf3d0","source":"hackernews","source_id":"49194604","content_type":"comment","title":null,"body_preview":"Y2K was different because we got to see different shapes, sizes and types of hardware because there were so many companies that produced them. Nowadays it’s most a monopoly or a duopoly and everyone t","author":"sajithdilshan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12608208929440898,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194604"},{"id":"fb2a3dcb-83dc-4a7d-a7e5-bfe1052d8346","source":"hackernews","source_id":"49194098","content_type":"comment","title":null,"body_preview":"\"When work felt like home\"\nGosh I haven't experienced that in a while. Working remote really does feel like a death sentence sometimes","author":"tetris11","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194098"},{"id":"92b354dd-5abf-4d37-ab35-7ea5c77bb250","source":"hackernews","source_id":"49194130","content_type":"comment","title":null,"body_preview":"> Diesel jeans and jumper, Deliverance food box on the partition (decades before Deliveroo, Just Eat, Uber Eats, etc).\nMight be me being a millennial, but I love the 90s/early 2000s \"edge\", calling a ","author":"badsectoracula","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194130"},{"id":"c2718401-3a15-43a3-9872-c62a3bb9bd3d","source":"hackernews","source_id":"49194541","content_type":"comment","title":null,"body_preview":"Focusing more on the \"social side\" rather the HW part, there is the part about the \"Viral email\", which must have been something that went viral in the UK Internet circles but not outside (I don't rem","author":"darkwater","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194541"},{"id":"cade8a12-89d8-4c1a-9d85-819ae04a3392","source":"hackernews","source_id":"49202636","content_type":"comment","title":null,"body_preview":"In 1987, in Brazil, a simple metal capsule left behind in an abandoned hospital triggered one of the worst civilian nuclear accidents in history.","author":"ycollet","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202636"},{"id":"d84b4cd2-88ed-4030-9725-5f54281739bb","source":"hackernews","source_id":"49202839","content_type":"comment","title":null,"body_preview":"Previous:\nhttps://news.ycombinator.com/item?id=34609730 - February 2023 (185 comments)\nhttps://news.ycombinator.com/item?id=29127586 - November 2021 (121 comments)","author":"toomuchtodo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12549905202347764,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202839"},{"id":"b0aa4470-16e5-4731-86f9-07e3cec2227e","source":"hackernews","source_id":"49187822","content_type":"comment","title":null,"body_preview":"I wonder why they didn't compare with GPT-5.6-sol, only Terra?","author":"ipsum2","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.14384537208256654,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187822"},{"id":"1a123145-b3d7-4f2e-8585-a708f9b93ca9","source":"hackernews","source_id":"49190742","content_type":"comment","title":null,"body_preview":"Hey guys I'm just wondering. Usually when someone announces a new model, they'll show you some fancy viz/video/images: \"These are what my model can produce.\" I'm wondering if anyone is keeping track o","author":"wiradikusuma","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190742"},{"id":"4cddc9d2-3f22-4333-9512-dd47772eccc3","source":"hackernews","source_id":"49188395","content_type":"comment","title":null,"body_preview":"Last I heard, everyone at Meta was using Claude Code.\nAny insiders know how Muse Code is doing internally?","author":"wxw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1191755810238716,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188395"},{"id":"e6b60349-6768-41e4-aabb-d1e7a48c7994","source":"hackernews","source_id":"49199539","content_type":"comment","title":null,"body_preview":"It's useless. Tried with OpenCode + OpenRouter and it couldn't complete an simple task. It stuck using grep/search tools. I think Muse Spark was so heavily RL'd on the Meta harness that it make it use","author":"nthypes","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199539"},{"id":"b4436b3b-8556-4f9f-a26b-c4db8235837a","source":"hackernews","source_id":"49192553","content_type":"comment","title":null,"body_preview":"I am cynical about this, but I would be careful about giving Meta access even to my open source code by myself.","author":"sidcool","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192553"},{"id":"a8719de4-c505-4b40-986e-c36d5c71ae90","source":"hackernews","source_id":"49191043","content_type":"comment","title":null,"body_preview":"It can cyberattack other companies, too: https://www.cnn.com/2026/08/05/tech/meta-ai-hacking","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191043"},{"id":"fd4da632-1527-4fec-a37b-0605d9881593","source":"hackernews","source_id":"49188024","content_type":"comment","title":null,"body_preview":"This is a nice release and a solid improvement over Spark 1.1. It compares favorably with Grok 4.5. Not SOTA, but solid releases. I think they need to really get this more competitive with Deepseek V4","author":"mchusma","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188024"},{"id":"4fe3e97f-7b40-4c3f-830c-bdcf2a328772","source":"hackernews","source_id":"49200994","content_type":"comment","title":null,"body_preview":"I think Meta might have made a mistake by not offering a free tier like Google did when they release Gemini CLI back in the day, or even how OpenAI lets you use Codex (or whatever it's called now) for","author":"midnightbobarun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_strategy","natural_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200994"},{"id":"3ce98121-180d-4940-ae5f-30bf7b341700","source":"hackernews","source_id":"49199575","content_type":"comment","title":null,"body_preview":"Pointing out for others: without warning I was restricted from using the contributor model because of “policy violations”. I was working on Kaggle research and some Apple Security work at the time. Th","author":"johnmlussier","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinion"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199575"},{"id":"623efca2-5b51-4279-9b84-38a7f962b6c6","source":"hackernews","source_id":"49196852","content_type":"comment","title":null,"body_preview":"I read a news story somewhere that a Meta model, by a mysterious coincidence with OpenAI and Anthropic, escaped its sandbox and hacked a third-party company's infrastructure. Apparently, it is a trend","author":"AlanAzarkin","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196852"},{"id":"9d48103b-f508-4f84-9e59-14d316a310ef","source":"hackernews","source_id":"49188208","content_type":"comment","title":null,"body_preview":"https://pbs.twimg.com/media/HO-59jQaoAA_JZ1?format=jpg\nVery interesting they have a way cheaper \"contributor\" version \"used to improve our products\", how much of that is price discrimination vs the da","author":"conradkay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188208"},{"id":"ce3257b6-d5fd-4be9-bc1b-32fc01cd0dd1","source":"hackernews","source_id":"49192000","content_type":"comment","title":null,"body_preview":"Unfortunately I find this too high risk, I entered my credit card, but can not set a limit. The best I can do is get an email alert. I feel like I am one oopsie away from getting a 100 dollar bill.","author":"sams99","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192000"},{"id":"bf5a0758-a2a6-4b1e-a1e8-f35317593b45","source":"hackernews","source_id":"49196838","content_type":"comment","title":null,"body_preview":"Having audited one code harness (Qwen Code) in the past on telemetry.  Let's say I'm sus of the Zuck offering free candy.","author":"ilc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196838"},{"id":"d85d064a-317f-48a3-b955-d169d994d7c1","source":"hackernews","source_id":"49188390","content_type":"comment","title":null,"body_preview":"If you got the $20 in free credits from Meta for signing up when muse-spark-1.1 was release, please note that there's now small print stating \"While using free credits your content may be used for pro","author":"bradfa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188390"},{"id":"ff0181b0-1f07-4591-8968-ffdae25276ea","source":"hackernews","source_id":"49198692","content_type":"comment","title":null,"body_preview":"Tibo took care of the reply: https://x.com/thsottiaux/status/2085229896968651198?s=20\nAnd someone corrected the Zucked graph: https://x.com/FightForReason_/status/2085398470425219508/pho...","author":"hereme888","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11401259822879037,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198692"},{"id":"70c0f179-4a39-4080-b277-be59d5932b54","source":"hackernews","source_id":"49196239","content_type":"comment","title":null,"body_preview":"Meta, please go back to publishing weights. Your models aren't top-tier, this wouldn't hurt you at all at your current position in the rankings. They wouldn't have the best open-weight models, but the","author":"ersiees","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196239"},{"id":"1cc5c6b9-aa10-4aeb-9d42-e6103038ee23","source":"hackernews","source_id":"49199922","content_type":"comment","title":null,"body_preview":"Stunning to see so many comments here very eager to try it out and cheering for it. Meta is not one bit better (and in reality worse) than Larry Elisson or Palantir but I doubt we'd be seeing this if ","author":"deaux","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199922"},{"id":"ed666d3c-76a8-45b1-b072-82debf099726","source":"hackernews","source_id":"49188503","content_type":"comment","title":null,"body_preview":"They chose to compare against Open AI’s mid tier model Terra instead of Sol and still lost some benchmark against it.\nThey left Opus in and got beat in all but one benchmark.\nNothing wrong with trying","author":"WhitneyLand","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12463731358277476,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188503"},{"id":"82da9d83-3466-4085-85b3-23be266b9fdc","source":"hackernews","source_id":"49188633","content_type":"comment","title":null,"body_preview":"Meta is offering a 10x discount on input ($0.10 vs. $1.25/Mtok) and 20x discount on output ($0.20 vs. $4.25/Mtok) if you opt in to let them train on your data.\nhttps://developer.meta.com/ai/models/mus","author":"tristanj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19364013801781294,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188633"},{"id":"d51e3a7f-6036-42c8-ba15-4dd2a82d3004","source":"hackernews","source_id":"49199893","content_type":"comment","title":null,"body_preview":"I once made a similar map at work, but for the whole USA. You can view it if you use onX Hunt - called the \"Roadless\" layer under \"Roads Trails & Rec.\"","author":"tony_cannistra","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","self_reference"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199893"},{"id":"7bf16425-6664-4a9b-86a1-597e6ca016c2","source":"hackernews","source_id":"49200658","content_type":"comment","title":null,"body_preview":"It turns out that Claude at least loves devouring arcgis maps, and has already found interesting things about my area that were always out there, but not correlated.","author":"bombcar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_observation","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200658"},{"id":"4f0176c4-661b-44d2-89c9-b0747989ee90","source":"hackernews","source_id":"49201528","content_type":"comment","title":null,"body_preview":"Living here in So Cal, where the mountains are a constant presence.\nYet, I still stare and wonder. Despite people having been here for thousands of years, I look at a ridge, or a spot on the mountain,","author":"whartung","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","self_reference","imperfect_expression"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201528"},{"id":"7ec162fa-6ce7-4457-81e3-3ae869538339","source":"hackernews","source_id":"49199939","content_type":"comment","title":null,"body_preview":"somewhat sad to say that if you follow the map link (https://caltopo.com/m/4N7A) there's in fact a trail right next to the \"point of inaccessibility\" that includes trails + roads.\nThe path was added t","author":"tony_cannistra","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199939"},{"id":"792294fd-8a1f-4f38-b33f-ca04d306e22c","source":"hackernews","source_id":"49200296","content_type":"comment","title":null,"body_preview":"Context for non-Los Angeles residents: the San Gabriel Mountains are those seen looming behind downtown LA in many photos.\nhttps://www.treehugger.com/special-places-in-the-san-gabriel...\nAlso probably","author":"crancher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200296"},{"id":"38697173-0680-44a0-bc0d-ead976b987e4","source":"hackernews","source_id":"49199633","content_type":"comment","title":null,"body_preview":"This reminds me of something I saw on a backpacking blog sometime last year. Project Remote, a family that's finding and hiking to all the \"most remote\" place in each state of the USA.\nHere's some of ","author":"Uncle_Brumpus","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.2157629006822891,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199633"},{"id":"1ba71805-8b7a-4705-a6ed-72e709d349f1","source":"hackernews","source_id":"49190130","content_type":"comment","title":null,"body_preview":"Maybe, but a specific example showing how to do it would have been a more compelling argument.","author":"skybrian","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.12831202866564087,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190130"},{"id":"8b028ab0-6b65-4bab-96fe-948ea8705ba0","source":"hackernews","source_id":"49196814","content_type":"comment","title":null,"body_preview":"whats about self-consistency like in grpo with majority voiting?","author":"oedemis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196814"},{"id":"fedbf037-27c6-43a0-8331-e0c29a026412","source":"hackernews","source_id":"49187520","content_type":"comment","title":null,"body_preview":"Bit unrelated, I realized that z.ai gives you access to deepseek 4 flash. It's incredible how well it performs when given a detailed spec. I'm not sure I've seen a model one-shot like that, and I was ","author":"ramon156","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.08569596615654221,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187520"},{"id":"5b4c786a-f670-4d6e-9d10-168e1559bb6a","source":"hackernews","source_id":"49188846","content_type":"comment","title":null,"body_preview":"I am not sure about GPT-5.6. It usually 10x more verbose for no apparent reason than GPT-5.5. Maybe it is only me.","author":"dev_l1x_be","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188846"},{"id":"757dcee6-c2f1-43bd-84f1-bfe4ebb5ea82","source":"hackernews","source_id":"49188008","content_type":"comment","title":null,"body_preview":"On what do you guys test the model. Its very dubious that there is no common retrieval benchmark such as browsecomp plus or similar tested. And what metric do you report?","author":"breadislove","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188008"},{"id":"1bb0d338-46ed-4f82-9930-fec2084a8aec","source":"hackernews","source_id":"49191835","content_type":"comment","title":null,"body_preview":"IMHO, what is broken is retrieval, the whole blind chunking which was first generation is still the default standard in RAG, this has to be changed. I'm saying this by seeing the results when we used ","author":"sreekanth850","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.20250624987980728,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191835"},{"id":"8f7b782c-43eb-49eb-9848-edef0fab7f4b","source":"hackernews","source_id":"49198609","content_type":"comment","title":null,"body_preview":"What’s in that “Search tool”, could actually be the same solution presented in a different way","author":"punnerud","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198609"},{"id":"c81ba9d9-1268-4817-a224-e3f36001f0f2","source":"hackernews","source_id":"49187642","content_type":"comment","title":null,"body_preview":"I have done my own testing and found that smaller models can beat their larger siblings on fact retrieval from documents. I haven’t investigated it in depth with a large enough dataset but my guess is","author":"JCharante","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187642"},{"id":"7cb02d9d-e16e-4fdc-8380-240f5432712a","source":"hackernews","source_id":"49193347","content_type":"comment","title":null,"body_preview":"I (and I imagine many others) would love to use something like this, but can't, because my data is too sensitive to be uploaded to a cloud of which I have no gaurantees of privacy/security.\nIs there a","author":"nullbio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193347"},{"id":"61469e10-8da9-4e12-8f02-e10b62875bd1","source":"hackernews","source_id":"49196523","content_type":"comment","title":null,"body_preview":"Nice things like this, get \"blue-washed\" by the parent org's tech. For general adoption, kakebase should have been swapped out for a more generic non-databricks tech. 'Blue-wash' is a reference to an ","author":"zkmon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.17922374429223742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196523"},{"id":"063744c4-880d-4b26-a203-2b44124b23f0","source":"hackernews","source_id":"49199838","content_type":"comment","title":null,"body_preview":"What does \"100x cheaper\" mean? Costs are 1 / 100? If so, is there a more appropriate term to use?","author":"apparent","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199838"},{"id":"41922185-c243-4dd1-adab-e9a088170d51","source":"hackernews","source_id":"49190885","content_type":"comment","title":null,"body_preview":"Nice, but there's no mention of how Luna or DSFlash perform on the same task? (Being 25x and 50x cheaper respectively.)\nNor of how much faster their custom model performs?","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.10831592175433231,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190885"},{"id":"d77dc66a-2f08-4b0f-8dc9-d64cd4e6a705","source":"hackernews","source_id":"49196976","content_type":"comment","title":null,"body_preview":"Models without tools and harnesses are not really that useful. My observation is that the tool ux is driving most progress at this point. There are of course open source tools and harnesses but they r","author":"jillesvangurp","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0.1578581786656388,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196976"},{"id":"572c9e6f-0672-4843-b343-1fdd66a07397","source":"hackernews","source_id":"49192651","content_type":"comment","title":null,"body_preview":"Why do we need to train the model to solve for retrieval within the org, so we have to keep training it whenever new dataset is introduced , or am I missing something here ?","author":"linux_devil","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192651"},{"id":"8ec9622f-f789-4438-a00d-b97ee5132e2f","source":"hackernews","source_id":"49188548","content_type":"comment","title":null,"body_preview":"This feels like the database equivalent of \"use the right data structure.\" We've spent two years assuming the biggest general-purpose model should do everything. It makes more sense for retrieval, rer","author":"BedVibe_Studios","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","semantic_specificity"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188548"},{"id":"7f3770d4-c3cc-4c3a-934f-c6616011d614","source":"hackernews","source_id":"49187553","content_type":"comment","title":null,"body_preview":"There is a more serious question in here that's not being answered. How effective is the retrieval in finding buried needles in larger and larger haystacks. And there's a correlary question, how effec","author":"aliljet","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.24122807017543857,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187553"},{"id":"095a8d79-456a-4c49-af28-125b28afbdff","source":"hackernews","source_id":"49191212","content_type":"comment","title":null,"body_preview":"The big lab models are academically interesting but business wise they seem toast long term. There’s no way for these model companies to compete when the models are becoming a pure commodity and other","author":"cmiles8","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.14208067227186036,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191212"},{"id":"82935837-61f6-46d3-8e75-a3c7d892c9bf","source":"hackernews","source_id":"49187413","content_type":"comment","title":null,"body_preview":"There is so much opportunity for purpose built models like this. Ideally a harness should spin up a subagent to offload to targeted models for specific tasks like this. I know this is not a novel idea","author":"mrinterweb","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187413"},{"id":"a947da9b-7bba-485e-b3a7-6b84d65f1d3a","source":"hackernews","source_id":"49195385","content_type":"comment","title":null,"body_preview":"People are building agentic search one of three ways:\n1. Actually good retireval. There’s been a lot of progress on serving the kinds of queries agents tend to serve, from places like Hornet, MoxedBre","author":"softwaredoug","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_external_link","self_reference","niche_expertise"],"bot_score":0.12525192868223095,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195385"},{"id":"131144ec-1cc7-4ee9-98f1-5ba799659e51","source":"hackernews","source_id":"49200153","content_type":"comment","title":null,"body_preview":"Very interesting stuff, and I believe the prejeduce against AI tools for use to code stems from the way they are currently package. The tools default out of the box are designed to throw away the most","author":"inferhaven","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200153"},{"id":"1939a9be-8f05-4f5c-9054-af9a325eab66","source":"hackernews","source_id":"49187448","content_type":"comment","title":null,"body_preview":"Yes, hobbyists are less interested than businesses in automating their own hobby.","author":"happytoexplain","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187448"},{"id":"d078bb33-a649-446a-a3c4-89a9424791c4","source":"hackernews","source_id":"49189292","content_type":"comment","title":null,"body_preview":"I'm a hobbyist, what am I missing? LLM gave me a new spark. I never managed to get a SE job so some weekends I tinker around with LLM for small personal projects and it helps me learn more.","author":"fierycatnet","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189292"},{"id":"e1140d02-cd9c-4b9a-88b9-5ee002abca36","source":"hackernews","source_id":"49187737","content_type":"comment","title":null,"body_preview":"A long time ago, I had to take an ethics class to get my Computer Science degree. One of the things that came up in the papers about calculating the statistical value of a life was that people care mo","author":"ahalbert4","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187737"},{"id":"fe4ffea1-3aa1-4ee3-870a-2c0dd899c4a2","source":"hackernews","source_id":"49197517","content_type":"comment","title":null,"body_preview":"Whether that chess repo is genuine or not genuine, legal or illegal, tasteful or tasteless, vibed or not vibed, stolen or copied, the signal to open source maintainers is clear: get off GitHub.\nAll I ","author":"MattyRad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197517"},{"id":"109b6083-d081-4595-83d3-f13be20e1793","source":"hackernews","source_id":"49187845","content_type":"comment","title":null,"body_preview":"I've found myself with this problem, as I've used LLMs to accelerate solving problems I've wanted to solve, only to find myself unable to share them back, because LLM usage has \"polluted\" my effort in","author":"eterm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187845"},{"id":"ddd21248-6afe-4109-ba3b-96bcb1ac318c","source":"hackernews","source_id":"49189309","content_type":"comment","title":null,"body_preview":"\"Aggressively Against LLM Usage\" is the wrong way to think of it.\nIf my hobby is running, I would refuse to use a car to do my morning loop. Not because I have anything against automobiles, but becaus","author":"jmull","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189309"},{"id":"791be7fd-6eb0-4afe-ad53-ef4254e86a30","source":"hackernews","source_id":"49194974","content_type":"comment","title":null,"body_preview":"When you take away the cost people will treat the result worthless.\nFor example if you hiking in the mountains, reaching the summit and enjoying the views are valuable experiences to you because  it h","author":"samiv","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194974"},{"id":"3919db2b-1cbe-44a7-ace8-21c61639ab8e","source":"hackernews","source_id":"49203235","content_type":"comment","title":null,"body_preview":"Because hobby programming doesn't have time and budget constraints like professional programming.","author":"geldedus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203235"},{"id":"c82b8286-34a2-4e4d-875e-f16cd6b4d01b","source":"hackernews","source_id":"49188277","content_type":"comment","title":null,"body_preview":"You can summarize this roughly by comparing art for its own sake versus art for a purpose. If I need software for a purpose, I don't care how it is crafted, only that it is crafted well. But if I care","author":"adamtaylor_13","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188277"},{"id":"07713574-81ab-4023-8f78-018dc26a699a","source":"hackernews","source_id":"49188004","content_type":"comment","title":null,"body_preview":"I was somewhat conflicted seeing the way the OSdev community responds to LLM usage.\nI understand the conflict: the point of doing OSdev is that you're learning the low level hardware details and direc","author":"hgoel","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","genuine_specificity","strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49188004"},{"id":"0126041e-6882-4468-9cf0-056518ba1b3f","source":"hackernews","source_id":"49196304","content_type":"comment","title":null,"body_preview":"> these communities don’t care if your code works at all, but instead care that you know why and how it works.\nnot literally true, and I doubt the author meant to say this. The communities do not only","author":"xdavidliu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196304"},{"id":"82e683ff-2e19-44b9-a92e-07a53a1c725b","source":"hackernews","source_id":"49187461","content_type":"comment","title":null,"body_preview":"Well of course, if you enjoy writing software as a hobby then you value the experience of doing it, and you value the skill involved. You probably want a community of like minded individuals who all w","author":"Chance-Device","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12790530975806708,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187461"},{"id":"bde1ec74-88ea-4838-bfb2-60f912b3fbfa","source":"hackernews","source_id":"49193195","content_type":"comment","title":null,"body_preview":"The entire AI-pilled side-software development has a single goal: shipping as fast and as much as possible. The problem is that it’s not better code or a better product—it's just more\nI can understand","author":"xakpc","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193195"},{"id":"46e7fc87-c49b-493d-aa06-2ebfbfe5d313","source":"hackernews","source_id":"49187593","content_type":"comment","title":null,"body_preview":"What’s missing here is an understanding of the negative effect the rise of AI has had on programming communities overall: both the decrease in positive engagement as people have moved from discussing ","author":"gbjcantab","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187593"},{"id":"bf790f88-0d20-426d-a343-059275a5787c","source":"hackernews","source_id":"49187427","content_type":"comment","title":null,"body_preview":"A hobby is something you enjoy the process of doing, not just the end result. Everybody likes a clean home, but cleaning is rarely a hobby. LLMs expedite achieving the end result. Take from that what ","author":"QuantumNoodle","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187427"},{"id":"155046ed-b7d2-4863-afda-ef18983a8d38","source":"hackernews","source_id":"49192940","content_type":"comment","title":null,"body_preview":"Programming is nice because you have lots of different scales of structure to think about, and your program slowly comes together. You see it improving over time as a result of your efforts. You also ","author":"GPerson","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","template_phrases","natural_digressions"],"bot_score":0.35,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192940"},{"id":"f53dd191-eaf7-4976-bdfd-f32d07373b1d","source":"hackernews","source_id":"49187519","content_type":"comment","title":null,"body_preview":"The article just straight up doesn't mention the context of the Github Thread, which is about the guy lifting ideas from other engines and copy-washing them.\n\"Do you genuinely believe changes like cd1","author":"podgietaru","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","false_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49187519"},{"id":"3c9837ac-513b-4f2d-a77d-572cdccc7f7a","source":"hackernews","source_id":"49191814","content_type":"comment","title":null,"body_preview":"Because people that enjoy programming for programming's sake don't want an LLM to do the programming for them - isn't it obvious? It's just like with any other hobby, people who like car racing create","author":"Schnitz","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191814"},{"id":"25403981-9bc0-4a6b-997b-6229292251e4","source":"hackernews","source_id":"49193394","content_type":"comment","title":null,"body_preview":"Programming has five phases effectively:\n1) You figure out what problem to solve.\n2) You figure out HOW to solve the problem.\n3) You actually implement the solution.\n4) You see the solution work, for ","author":"alkonaut","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","self_reference","platform_fluency"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193394"},{"id":"8d748736-1073-4aa9-93e7-c106466ec2d4","source":"hackernews","source_id":"49190839","content_type":"comment","title":null,"body_preview":"This seems like a lot of verbiage to say 'I found a video of an early version of the Blade Runner opening titles and they're surprisingly ass,' an observation I heartily agree with.\nSome of the things","author":"anigbrowl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.11444004256431677,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190839"},{"id":"229e897a-36df-4e2d-958c-384bb0b486d7","source":"hackernews","source_id":"49195323","content_type":"comment","title":null,"body_preview":"Always been fascinated by the craft of film titles. Powerpoints could be so more engaging with less words and more music.","author":"mikeaskew4","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","personal_opinion_or_observation","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195323"},{"id":"954d6c3f-2065-480c-be4a-bcbc4186bfb4","source":"hackernews","source_id":"49190716","content_type":"comment","title":null,"body_preview":"I’m actually curious if they made these black on white and then inverted it in post - the red is a little too deep, and there’s some interesting shadowing on the text, whereas if you invert the video,","author":"roughly","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190716"},{"id":"298f4809-f9f7-4eab-af22-b8c0af5a068c","source":"hackernews","source_id":"49190378","content_type":"comment","title":null,"body_preview":"The complete opening sequence of Blade Runner is \"fucking amazing\". The entire movie is \"fucking amazing\". It is a beautiful, visually stunning masterpiece that I will never tire to look at compliment","author":"julienchastang","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190378"},{"id":"281e0e6a-fe2d-4eeb-bbcd-6b87ccccc17e","source":"hackernews","source_id":"49190088","content_type":"comment","title":null,"body_preview":"As someone who isn't a type nerd, I think a more apt title would be \"The Title Cards in Blade Runner are Thoughtfully Executed.\"","author":"freetime2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190088"},{"id":"4ac1a44c-3fa8-4455-87e2-73f6167ae0dc","source":"hackernews","source_id":"49195544","content_type":"comment","title":null,"body_preview":"They are! I actually watch this movie pretty often just to understand why the interfaces and the fonts integrate so well into the overall plot and visual flow.\nSo glad to see two of my favorite fonts ","author":"tenderfault","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195544"},{"id":"1d23eef7-2737-4847-8564-2762c6dffdcb","source":"hackernews","source_id":"49191405","content_type":"comment","title":null,"body_preview":"> Here are the six that have made my cut [...] The question is: how do they make you feel?\nFeel, schmeel, I'd have vetoed Berkeley Mono right away for the very practical offense of making 0 resemble O","author":"Terr_","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","natural_digressions","strong_opinions"],"bot_score":0.14094892394898573,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191405"},{"id":"c53d2636-e5e6-4131-8c16-a7d2f3de65ef","source":"hackernews","source_id":"49193540","content_type":"comment","title":null,"body_preview":"Blade Runner is absolute perfection in every aspect. It’s crazy how deep Ridley Scott has fallen since","author":"iammjm","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193540"},{"id":"efa01b3a-bc3f-48c5-a759-e88c81bf2a8c","source":"hackernews","source_id":"49199658","content_type":"comment","title":null,"body_preview":"I was enjoying this article, but several of the images don't seem to load on any device I try, so it's hard to keep following along with what the author is discussing.\nIt kinda makes me want to mess a","author":"Magicrafter13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199658"},{"id":"2ec9b387-b6a7-4875-9f93-3f0d7630ac2e","source":"hackernews","source_id":"49192914","content_type":"comment","title":null,"body_preview":"I love typefaces where the italics look very different from the non-italicized font. The combination of that and the brownish red color used for the word \"Replicant\" does such a great job of leaping o","author":"CoolestBeans","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49192914"},{"id":"7bcc96c6-5d6a-4fcc-b71a-5781878e3dfc","source":"hackernews","source_id":"49197699","content_type":"comment","title":null,"body_preview":"The skyline was inspired by north east England, Middlesbrough Teesside. ICI was one of the largest chemical sites in the world. Ridley Scott had studied at Teesside Polytechnic and took inspiration fr","author":"wsintra2022","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197699"},{"id":"765bc5cc-3bfb-4d07-9f4a-2e59e28fb69d","source":"hackernews","source_id":"49190874","content_type":"comment","title":null,"body_preview":"Small Caps were a thing when I was a typography fan. They aren't just smaller versions of caps, they were specifically designed for in-text use as opposed to display use.\nFyi.","author":"mannyv","classification":"human_created","confidence":0.7,"indicators":["self_reference","terse_replies","niche_expertise"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190874"},{"id":"b5047875-6cab-42c7-8755-8daebbd639ae","source":"hackernews","source_id":"49197537","content_type":"comment","title":null,"body_preview":"> Like when you buy a car, and all you see is your new car on the road.\nFun fact: the reason all car commercials sound the same, and distinctly different from other types, is that people tend to pay a","author":"stronglikedan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.10645759137912361,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197537"},{"id":"2ca498c3-51ec-4796-a83b-e492b4c5b1bf","source":"hackernews","source_id":"49193270","content_type":"comment","title":null,"body_preview":"> I’m staring at a fixed-width typeface all day. Apple provides a functional and gorgeous fixed-width variant of their San Francisco typeface called SF Mono, which I’ve been using for months, but, wel","author":"jimmaswell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193270"},{"id":"f0673e52-12de-412e-a340-ad98f70ddc6a","source":"hackernews","source_id":"49193229","content_type":"comment","title":null,"body_preview":"This is interesting for me as the author mentions in the opening line that he basically is a slave to the machine theirself and the only freedom they got is in choosing the font space of their user in","author":"burnoutdv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193229"},{"id":"784cfc97-09a2-4fc2-9e1a-337727afb985","source":"hackernews","source_id":"49196129","content_type":"comment","title":null,"body_preview":"> Chances are, you never think about typography.\nProbably not true for most of the people reading a blog post about typography","author":"ghtbircshotbe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.20533352667364896,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196129"},{"id":"36fe803c-86d4-4929-9b14-50ad801f5899","source":"hackernews","source_id":"49189527","content_type":"comment","title":null,"body_preview":"Also touched on at https://typesetinthefuture.com/2016/06/19/bladerunner/ (and the book)","author":"kodablah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1518796874098555,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189527"},{"id":"475668d3-ddb6-4f4d-bdfe-7016aaac8d14","source":"hackernews","source_id":"49189444","content_type":"comment","title":null,"body_preview":"With the em dashes and the conclusion \"This was not called execution. It was called retirement.\" I expect a lot of people would believe today that these title cards were written by an LLM.","author":"schoen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_on_ai_perception","absence_of_ai_signals"],"bot_score":0.18290494055453313,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49189444"},{"id":"97df3557-3e4d-4032-bae1-5341eb7aff80","source":"hackernews","source_id":"49190604","content_type":"comment","title":null,"body_preview":"Well, besides the language and the typeface, the other element of this sequence at the beginning of Blade Runner that makes it so special is the accompanying score by Vangelis, and the sound effects t","author":"ilamont","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","specific_commentary","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190604"},{"id":"87b0589d-c2d2-490f-9ffe-7d8a69e045cc","source":"hackernews","source_id":"49201544","content_type":"comment","title":null,"body_preview":"Author here. This came out of a production OOM in a clustered MQTT broker. The main lesson was that we had been treating different kinds of distributed state as though they all required the same consi","author":"fcravio","classification":"human_created","confidence":0.85,"indicators":["author_here","genuine_specificity","offer_to_discuss","platform_fluency"],"bot_score":0.29606277425183664,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201544"},{"id":"e0c76e9a-b1e9-47fb-a8e6-82e36f3e9600","source":"hackernews","source_id":"49185779","content_type":"comment","title":null,"body_preview":"Reminds me of string art. On my long list of things to try.\nhttps://en.wikipedia.org/wiki/String_art","author":"BaseBaal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","human_indicator_absence_of_ai_signals"],"bot_score":0.2765103040465999,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49185779"},{"id":"9e3472e0-f014-48d7-902c-fbf2a142f518","source":"hackernews","source_id":"49202723","content_type":"comment","title":null,"body_preview":"astrophysics is really making some remarkable leaps this decade\n(\"Max Planck Institute for Solar System Research\" sounds so wonderfully Star Trek doesn't it)","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.14394051480780667,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202723"},{"id":"c45b9c66-ed5b-4a4b-a42e-44c3fff040f3","source":"hackernews","source_id":"49203019","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=49184355","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15420969054756944,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203019"},{"id":"4b650e79-91d4-47af-88ef-e5fe90cab84d","source":"hackernews","source_id":"49202920","content_type":"comment","title":null,"body_preview":"In the abstract, they're stating that the magnetic field of the sun is what's causing the surface to look as if it's wind-swept -- is that right?  Am I reading that correctly?  So the extensive shifti","author":"dotfrag","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice","human_indicators_absent"],"bot_score":0.29496133784341116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202920"},{"id":"32dd4979-7fad-440c-afa6-17f058d0bae9","source":"hackernews","source_id":"49203219","content_type":"comment","title":null,"body_preview":"Figure 1c from the paper[1] looked like it would make a great desktop background, but the resolution on the web is mediocre and there is this dashed rectangle to indicate the extent of the d-f subimag","author":"lucgommans","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203219"},{"id":"fa2dabc9-049a-414c-a4f9-f1d49d4ae758","source":"hackernews","source_id":"49198169","content_type":"comment","title":null,"body_preview":"OP just casually dropped awesomeness on a Thursday.","author":"smm11","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198169"},{"id":"b876e206-6a8e-4289-a7fe-f78cb516dec6","source":"hackernews","source_id":"49196535","content_type":"comment","title":null,"body_preview":"Very interesting article, I wasn't aware of the Am29000.","author":"pjmlp","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.1309617884699489,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196535"},{"id":"64a9c740-f8f5-4c02-b103-c46debb99048","source":"hackernews","source_id":"49197200","content_type":"comment","title":null,"body_preview":"The breadboard computer from 1997 deserves it's own post.","author":"bluedino","classification":"human_created","confidence":0.7,"indicators":["terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197200"},{"id":"21ef3646-c4d1-49b3-a52f-2d5599e1c362","source":"hackernews","source_id":"49196074","content_type":"comment","title":null,"body_preview":"F 15 Strike Eagle, Infiltrator and 688 Attack Sub were some of my first games.\nAnd then came Leisure Suit Larry and the tweenage years.","author":"cyberge99","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196074"},{"id":"1f9887a7-9620-4085-b430-1c085adcd966","source":"hackernews","source_id":"49197621","content_type":"comment","title":null,"body_preview":"> The AMD Am29000 processor came out in 1987, also announced as the world's fastest processor (do you see a meme here?) and it could process one instruction every cycle, so indeed it was fast.\nThe AMD","author":"rob74","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197621"},{"id":"4b10a64c-ca32-4573-b7b4-f1a0c80b71f1","source":"hackernews","source_id":"49131199","content_type":"comment","title":null,"body_preview":"Thanks Oscar - as always, a very very nice writing style - a good read!","author":"gforce_de","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49131199"},{"id":"6aad3be7-7f11-4f8d-a7d8-96fd1916dae0","source":"hackernews","source_id":"49199756","content_type":"comment","title":null,"body_preview":"How is the phrase \"register window\" not in this article? https://en.wikipedia.org/wiki/Register_window\n\"The AMD 29000 improved the design by allowing the windows to be of variable size, which helps ut","author":"fidotron","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199756"},{"id":"c252109c-33e3-4467-b3ee-84971eb025af","source":"hackernews","source_id":"49197516","content_type":"comment","title":null,"body_preview":"Writing a windowing OS straight in machine code for the Am29000 is wild. The emulator debugging story is the part I would love expanded.","author":"sage981","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197516"},{"id":"2ddbac33-f715-45ed-9e6c-28194f8270e8","source":"hackernews","source_id":"49198614","content_type":"comment","title":null,"body_preview":"Somewhere in my collection I have an AMD 29K-based tablet that was used in São Paulo's stock exchange trading floor. It had a huge IR LED array that, I assume, was used to transmit orders to receivers","author":"rbanffy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","imperfect_expression","niche_expertise"],"bot_score":0.14546442766825618,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198614"},{"id":"bce15197-29e2-438f-972b-96ed074ed3d3","source":"hackernews","source_id":"49200759","content_type":"comment","title":null,"body_preview":"> The subtraction instruction has a set with reversed operands, so we have SUB, SUBU, SUBS, SUBC, SUBCU, SUBCS, but also SUBR, SUBRU, SUBRS, SUBRC, SUBRCU, SUBRCS.\nPretty much the only use of \"reverse","author":"Joker_vD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200759"},{"id":"b75ca6a3-a3d7-4552-9b6e-2b3a75a97f51","source":"hackernews","source_id":"49199878","content_type":"comment","title":null,"body_preview":"Great article! I remember reading about the Toledo family's computer systems ( http://www.biyubi.com/ ) years ago, but never saw any specifics so they were always shrouded in mystery to me. It's inter","author":"ndiddy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199878"},{"id":"9dd04f38-6f3a-45f5-bfbf-2f9abed02eeb","source":"hackernews","source_id":"49197115","content_type":"comment","title":null,"body_preview":"Wow, blast from the past!  I was on the architecture / micro-architecture team for the 29K and 29050, and your story of writing and debugging the emulator brought up similar memories of working on the","author":"taolson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197115"},{"id":"fafdd400-2e01-4706-b5b2-45ecf04949dd","source":"hackernews","source_id":"49200583","content_type":"comment","title":null,"body_preview":"Every LLM bug in the Linux kernel (warehouse rave edit).\n(This comment is a reference to https://youtu.be/v1Mfirg2-Z8","author":"inigyou","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200583"},{"id":"e029a612-faaa-4d93-9c08-602dc2287d23","source":"hackernews","source_id":"49199238","content_type":"comment","title":null,"body_preview":"Another serious critical vulnerability that almost no-one cares about, when they should.","author":"rvz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.11815100083239535,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199238"},{"id":"71e008d5-29c3-4b39-9e31-5e4a7f674555","source":"hackernews","source_id":"49199898","content_type":"comment","title":null,"body_preview":"Oh yay another one lol. This one seems much more general than the prior one that needed nested page tables.\nPatch Thursday for cloud VM ppl lol","author":"minimaltom","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199898"},{"id":"9cb3df27-16a5-480c-80e2-941363c8048f","source":"hackernews","source_id":"49198899","content_type":"comment","title":null,"body_preview":"> \"Japan is built to work for everyone,\" says Josh Grisdale\nWell - the article does not talk about the more recent hostility to gaijin in Japan.\nExample (article) from a year ago:\nhttps://www.lemonde.","author":"shevy-java","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0.14203380184839992,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198899"},{"id":"92675ea8-f0f5-4d10-918b-417792e438d2","source":"hackernews","source_id":"49199629","content_type":"comment","title":null,"body_preview":"The BBC forgot - or, as is more likely, refused to mention - rule #0: ensure a homogeneous culture with rather stringent rules around public behaviour.","author":"hagbard_c","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199629"},{"id":"ed1dbfa3-cedd-422f-b28d-c1c8f4cf9899","source":"hackernews","source_id":"49198732","content_type":"comment","title":null,"body_preview":"See also Jane Jacob’s The Death and Life of Great American Cities.","author":"hypertexthero","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198732"},{"id":"6b6ee92b-8f4e-4b04-8a9c-a0110b9afb7d","source":"hackernews","source_id":"49198252","content_type":"comment","title":null,"body_preview":"Rule 1: be filled with Japanese people\nCities and any polity or group of people cannot be created by some abstract rules or enforced. You need it to be composed of individuals who are disposed to act ","author":"f13f1f1f1","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198252"},{"id":"21af19ca-6568-4b49-bf04-17e3d2279306","source":"hackernews","source_id":"49198186","content_type":"comment","title":null,"body_preview":"Why is everyone interviewed a gaijin?\nTake with a mountain of salt.","author":"gilthelander","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.17805523537497123,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198186"},{"id":"8dd25c08-c6a1-40bd-9a5a-66effd16872a","source":"hackernews","source_id":"49198728","content_type":"comment","title":null,"body_preview":"Looked at the report. They only show the top 10 and bottom 10 cities. Which has very limited use.  https://en.wikipedia.org/wiki/Global_Liveability_Index#2026","author":"MyHonestOpinon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.25511843642748155,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198728"},{"id":"8efed66c-b1c6-4526-8005-fea90e23e4ff","source":"hackernews","source_id":"49199683","content_type":"comment","title":null,"body_preview":"I wonder how much of these architecture, building etc decisions are because of higher percentage of aging population. In the west, we see more anti-homeless designs (spikes, removing benches in train ","author":"akudha","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199683"},{"id":"a0356cd1-67bd-4a7b-b1c0-9dc903701f34","source":"hackernews","source_id":"49202371","content_type":"comment","title":null,"body_preview":"Earlier on I posted the following comment which for some inexplicable reason got flagged:\nThe BBC forgot - or, as is more likely, refused to mention - rule #0: ensure a homogeneous culture with rather","author":"hagbard_c","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202371"},{"id":"719bc8f5-233e-4e2b-9fa5-4ead6429699b","source":"hackernews","source_id":"49198639","content_type":"comment","title":null,"body_preview":"I had to laugh when they put a quote from a wheelchair user at the top of the article. Japan is many good things, but friendly to wheelchair users is not one of them.\nAs western tourists always seem t","author":"timr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198639"},{"id":"eeca44b9-5b35-4452-b722-880612fb681a","source":"hackernews","source_id":"49203207","content_type":"comment","title":null,"body_preview":"Japanese cities are livable in large part because Japanese people are socialized against behaviors that are not conducive to living in close quarters with other people. If you ask them they’ll tell yo","author":"rayiner","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203207"},{"id":"bca389eb-28fb-45ab-ac22-3ab4e218c937","source":"hackernews","source_id":"49198276","content_type":"comment","title":null,"body_preview":"> It's a concept that's difficult to replicate elsewhere, but Lydon compares it to what made old Main Street America so special. Designing at a people-first scale pays off. \"The smell of fried croquet","author":"stringsandchars","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198276"},{"id":"29ff3813-7f04-4cbc-9e91-4dc6e9aeaca0","source":"hackernews","source_id":"49196987","content_type":"comment","title":null,"body_preview":"This is one of those headlines where I simultaneously think \"cool\" and now have a new source of low-grade background anxiety about.  It can have a seat next to false vacuum collapse.","author":"empath75","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","cultural_references","platform_fluency","semantic_blandness"],"bot_score":0.1731495136845613,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196987"},{"id":"6ee79999-5c48-4cba-be79-3ebc6a2dadd9","source":"hackernews","source_id":"49199123","content_type":"comment","title":null,"body_preview":"If I remember correctly, Stephen Hawking had to do some serious math in the 1970s to convince himself a tiny black hole was not hiding in our Sun\nI think there's a PBS Space Time on it (of course)\nadd","author":"ck2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","imperfect_expression"],"bot_score":0.14394051480780667,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199123"},{"id":"1cdeaf4c-a9b4-4364-968f-791e0c6d43bf","source":"hackernews","source_id":"49197236","content_type":"comment","title":null,"body_preview":"Wouldn't Type Ia supernovas caused by blackholes have a different brightness?\nThat could mean the entire cosmic ladder needs to be revised, maybe this could resolve the crisis in cosmology..","author":"boesboes","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197236"},{"id":"260e8efd-0dd1-4c30-b83e-2ada423486a0","source":"hackernews","source_id":"49197807","content_type":"comment","title":null,"body_preview":"Kind of chilling to think about these tiny black holes. If they have enough gravitational pull to destabilize a white dwarf, I don't want to know what they'd do to our solar system.","author":"choboswaggings","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197807"},{"id":"6cc7c19c-1545-4c34-921d-4ad4ba295377","source":"hackernews","source_id":"49197423","content_type":"comment","title":null,"body_preview":"3-Body-Problem once again vindicated as the scariest possible explanation for the Fermi Paradox","author":"Schlagbohrer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.14070375992167442,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197423"},{"id":"9fb174bd-4c62-4262-a77e-0f3ec6a29aa0","source":"hackernews","source_id":"49197218","content_type":"comment","title":null,"body_preview":"Anyone have guesses about how a transiting primordial black hole would effect a Sun like star? Paper is about tidal forces inducing supernova in white dwarfs. For that matter how might it effect sea t","author":"cousinbryce","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197218"},{"id":"ca627b58-b8b5-41f1-8521-8c3ed88e6b93","source":"hackernews","source_id":"49197291","content_type":"comment","title":null,"body_preview":"Could this kind of trigger effect the standard candle application of Type 1a's? For example, if a black hole triggers a type 1a and that perturbs the type 1a light curve in some way (possibly because ","author":"sgt101","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","missing_platform_voice","over_qualification"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197291"},{"id":"4f01d3ad-d9e1-439e-a110-92ff7b075fe7","source":"hackernews","source_id":"49201113","content_type":"comment","title":null,"body_preview":"I wish more people would play the game Monopoly and realize how much it can suck to live in a world full of monopolies.","author":"jimkleiber","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201113"},{"id":"9ab74ade-5f80-44db-bd23-d36a98035de4","source":"hackernews","source_id":"49200763","content_type":"comment","title":null,"body_preview":"I haven't watched broadcast TV in over a decade, except for live sports. I also haven't listened to broadcast radio in even longer. My teenage children don't know how to use the TV or radio. It's like","author":"freediddy","classification":"human_created","confidence":0.7,"indicators":["personal_experience","platform_fluency","imperfect_expression"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200763"},{"id":"e631f128-61fb-4915-9236-23dbe3c4e47b","source":"hackernews","source_id":"49200491","content_type":"comment","title":null,"body_preview":"Yet another thing to be undone when Trump leaves office.","author":"lenerdenator","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.17028985507246375,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200491"},{"id":"462c79be-fd37-4f70-858b-2f256df922dd","source":"hackernews","source_id":"49201602","content_type":"comment","title":null,"body_preview":"This will be remembered in history as a major test of whether we turn from a Republic to an Empire. If the executive can successfully override Congressional law, it's no longer a democracy.","author":"0xbadcafebee","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12815991712343022,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201602"},{"id":"03692fcd-b171-48a0-8894-217ef140ad48","source":"hackernews","source_id":"49200827","content_type":"comment","title":null,"body_preview":"of course they do. Prepare for sinclair to own everything.","author":"sleepybrett","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200827"},{"id":"25f623e5-5e73-47db-89a9-24d5a8c0fe7c","source":"hackernews","source_id":"49202191","content_type":"comment","title":null,"body_preview":"Brendan Carr will need to go to prison too, I suppose. There’s nothing in the universe of an argument for why he should be allowed to overturn the will of Congress here, he’s just a petty criminal who","author":"SpicyLemonZest","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202191"},{"id":"0a5ec209-a912-4529-ada3-af2ddc6dc61a","source":"hackernews","source_id":"49202240","content_type":"comment","title":null,"body_preview":"> In a 2-1 vote, the FCC repealed a 22-year-old rule holding that a company cannot own stations that reach more than a combined 39% of the U.S. television audience.\nThis seems like a very odd rule.   ","author":"londons_explore","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.14911332481507322,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202240"},{"id":"cb0d998e-dfac-4597-9cf2-d2736f75bd25","source":"hackernews","source_id":"49201315","content_type":"comment","title":null,"body_preview":"In the early 2000’s analog public TV broadcasts were turned off in the Netherlands. The only way to receive the publicly funded channels was through a commercial company requiring a subscription to a ","author":"thenthenthen","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201315"},{"id":"7eccffa3-808a-4f5d-9031-03fcd5557a21","source":"hackernews","source_id":"49203329","content_type":"comment","title":null,"body_preview":"This does not seem to undo caps on ownership within broadcast markets, though?  That seems like a more sensible cap to me.  Of course, if Congress made the cap and didn't give authority to the FCC to ","author":"limagnolia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203329"},{"id":"d63a7307-f6a7-40c8-b7a9-2bbd919c887c","source":"hackernews","source_id":"49200653","content_type":"comment","title":null,"body_preview":"Broadcast TV seems laughably irrelevant. It’s difficult to find official numbers, but under 1% of US households have no cable, satellite TV, home Internet, or a cell phone. The latter two are how peop","author":"trollbridge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","semantic_blandness","template_phrases"],"bot_score":0.12001574500372394,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200653"},{"id":"2d2363d9-e76f-4092-ba61-05168d92472b","source":"hackernews","source_id":"49201217","content_type":"comment","title":null,"body_preview":"Didn't the supreme court recently overturn the Chevron Doctrine?\nDoesn't that mean agencies like this are not free to set their own rules when a law is ambiguous?\nAnd isnt the cap on number of househo","author":"ilovetux","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":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201217"},{"id":"7bcd8963-e6ef-46c6-8a43-2b77321e7d62","source":"hackernews","source_id":"49201070","content_type":"comment","title":null,"body_preview":"Note that Tom Delay of all people (remember that guy? I'm old and I'd say barely) wrote an opposing op ed saying that even though he supports the change that this is contrary to the governing statute ","author":"magicalist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201070"},{"id":"35d91f43-4f16-43e2-90e2-50b5539f5960","source":"hackernews","source_id":"49196377","content_type":"comment","title":null,"body_preview":"One nuance that people sometimes miss is that pareto optimality in the continuous case and discrete case are distinct. Using continuous case algorithms on discrete feasible set optimization problems w","author":"voidhorse","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","strong_opinions"],"bot_score":0.10596489570713098,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196377"},{"id":"d290445b-31c4-4720-9646-ea97a6fe8d03","source":"hackernews","source_id":"49200064","content_type":"comment","title":null,"body_preview":"Now I want a hat with the Agnostic Front logo but that says Pareto Front.","author":"solomonb","classification":"human_created","confidence":0.7,"indicators":["niche_cultural_reference","terse_reply"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200064"},{"id":"4aaba2f7-d25e-4d5b-8845-acb60bd5f395","source":"hackernews","source_id":"49198953","content_type":"comment","title":null,"body_preview":"We used to just call that efficiency. Overusage of \"pareto frontier\" annoys me almost as much people talking about \"electrons\" instead of just saying electricity or power.","author":"chermi","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.24512050593046014,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198953"},{"id":"b3962e0a-e325-487d-a99c-f0be0b7c6876","source":"hackernews","source_id":"49196458","content_type":"comment","title":null,"body_preview":"I wonder why LLM love this word so much. Same as mint, seam, tier.","author":"stevefan1999","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.11369541813840423,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196458"},{"id":"d453fc41-ac9d-416d-bbc4-575d5a9b2922","source":"hackernews","source_id":"49195827","content_type":"comment","title":null,"body_preview":"Nice, this is exactly what I use for the multi-objective optimizer on a quantum network simulator I'm building — scoring topologies on fidelity/latency/success rate tradeoffs.","author":"vavikk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195827"},{"id":"dfaea14b-02d5-4946-9099-00e1b45fadb4","source":"hackernews","source_id":"49195237","content_type":"comment","title":null,"body_preview":"I'm assuming you must have discovered this through the OpenRouter LLM performance graphs.","author":"denismenace","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.43333333333333335,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195237"},{"id":"223de2b3-6bf0-4040-83c1-a2af4b92a0f6","source":"hackernews","source_id":"49196044","content_type":"comment","title":null,"body_preview":"Found this to display the optimal LLM choice while building evalry. It's such a useful tool, not only for thinking about it, but for visualization, too.\nExample: Which LLM gives me the best ELI5 expla","author":"lorey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196044"},{"id":"7bff1d18-e60b-4e38-a2f7-6eae1b793756","source":"hackernews","source_id":"49196843","content_type":"comment","title":null,"body_preview":"Question:  in auto racing, could one have a Pareto Front balancing single lap pace (qualifying optimization) and race pace (pace over an entire stint of e.g. 20+ laps)?","author":"joncrane","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196843"},{"id":"0ed4dcb5-ff0d-4942-bbaa-201ac028494b","source":"hackernews","source_id":"49197670","content_type":"comment","title":null,"body_preview":"At $JOB, I use the Pareto frontier all the time.\nIf one option is at least as good on every relevant dimension and better on one, just pick it. That's not really a trade-off, and it shouldn't need esc","author":"cpa","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","self_reference","niche_expertise","absence_of_ai_signals"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197670"},{"id":"6cfd933e-a062-45df-8065-82f48a9ec271","source":"hackernews","source_id":"49197720","content_type":"comment","title":null,"body_preview":"I’m sadly twitchy when I hear “Pareto” - having endured numerous middle managers suggesting they can deliver 80% of the scope in 20% of the time (unrelated to the frontier topic here). Do that at each","author":"shermantanktop","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197720"},{"id":"682e71f3-4885-49d6-99d8-cecac13c86c7","source":"hackernews","source_id":"49196045","content_type":"comment","title":null,"body_preview":"Pareto front sounds like an interesting way to optimize, but it suffers from the curse of dimensionality just like anything else.\nAs the number of objectives (dimensions) increases, the number of samp","author":"bob1029","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196045"},{"id":"bc9696f2-83af-4fda-9f5c-82e32ec3e73e","source":"hackernews","source_id":"49195290","content_type":"comment","title":null,"body_preview":"You can see the Pareto Frontier well in DeepSWE's chart here - https://deepswe.datacurve.ai/\nChatGPT 5.6 Luna on the right (cheaper) cover most of the frontier, with a point for Deepseek flash, and hi","author":"gpt5","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195290"},{"id":"9cac8ca7-862e-4316-96d6-86add3af8d6e","source":"hackernews","source_id":"49195789","content_type":"comment","title":null,"body_preview":"I am training for a marathon, and, as I increase both by distance and pace, I am always excited when I have a \"Pareto run\": a run along the Pareto frontier of me trying to maximize distance and speed.","author":"CodeIsTheEnd","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195789"},{"id":"d9c432e4-49b5-40f8-b641-af3aeca007c3","source":"hackernews","source_id":"49195160","content_type":"comment","title":null,"body_preview":"Misread the title and got excited about a Pareto font, that is, the best possible font (presumably: distinct l/I, O/0, scores within error margins of the top readability and reading speed scores, wide","author":"Aachen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency","strong_opinions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195160"},{"id":"be85967c-167f-4a85-a078-d119b8739a63","source":"hackernews","source_id":"49196107","content_type":"comment","title":null,"body_preview":"I have a weightlifting spreadsheet with weight on the vertical axis and reps on the horizontal axis.  The value of each cell is the estimated 1 rep max if I accomplish that lift.  In theory if my e1RM","author":"Whitespace","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196107"},{"id":"c3486729-1c17-4a0f-b86c-d5c0932b7ba6","source":"hackernews","source_id":"49203479","content_type":"comment","title":null,"body_preview":"Those responsible for all those deaths are those doing drugs. A debate could be had as to drugs should be legal or not but if you're doing coke, meth, fentanyl, etc. you simply are part of the problem","author":"TacticalCoder","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0.13904293124098976,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203479"},{"id":"94bbe6e9-ab61-449b-981c-697234af89ff","source":"hackernews","source_id":"49203615","content_type":"comment","title":null,"body_preview":"Highly recommend the 2015 documentary 'Cartel Land'","author":"sriacha","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203615"},{"id":"f7eda074-4815-4219-9690-676fc7b3ee1e","source":"hackernews","source_id":"49202940","content_type":"comment","title":null,"body_preview":"Mexico has been like that for decades, I believe it's top 1 priority for most Mexicans yet it's still not fixed. What gives ?\nAt some point when your government is so corrupt, you got to take weapon a","author":"aucisson_masque","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.21081478271160659,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202940"},{"id":"94a9ac5a-f587-4d6b-9962-71116a1b9617","source":"hackernews","source_id":"49203739","content_type":"comment","title":null,"body_preview":"Our heroic self defense group.\nTheir brutish narco terrorist cartel.","author":"tantalor","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","terse_replies","platform_fluency"],"bot_score":0.1261338526737575,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203739"},{"id":"2da662c5-ac5e-47a3-b5d3-e9282e2e1fc9","source":"hackernews","source_id":"49202896","content_type":"comment","title":null,"body_preview":"These self defense groups sound great until you think about all the problems with vigilante groups.  Also they have a history of turning into cartels.\nThat and all things being equal I suspect most of","author":"int0x29","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202896"},{"id":"575c141b-9712-484f-aab6-3791992f56a2","source":"hackernews","source_id":"49202893","content_type":"comment","title":null,"body_preview":"So you're forced to join a gang and fight their rival gangs, or you form your own gang equipped with rifles and grenades ready to commit violence, so that you can fight against joining that gang, or a","author":"tejohnso","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202893"},{"id":"56ac41de-4481-4bb2-87d6-3c384970259e","source":"hackernews","source_id":"49200360","content_type":"comment","title":null,"body_preview":"Video doesn't seem to be rendering, has 0:00 and 0:00 as start and end times","author":"arthurcolle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200360"},{"id":"9a2d0a2c-43d9-439f-8b5f-5563d058fb59","source":"hackernews","source_id":"49202190","content_type":"comment","title":null,"body_preview":"> Fiddling with out-of-band swaps to solve this feels error prone and overly hard to maintain.\nThis is almost always because of using a string-based templating system. If you use a language-embedded H","author":"yawaramin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202190"},{"id":"aee41357-c18b-4f1d-a4a7-6d282e4a337a","source":"hackernews","source_id":"49201876","content_type":"comment","title":null,"body_preview":"Qwen is just crushing it overall. I regularly use 3.7-flash for everyday coding needs and it gets the job done.","author":"camnora","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201876"},{"id":"5b4d0796-8abd-43a7-a717-9770ac5332fa","source":"hackernews","source_id":"49202591","content_type":"comment","title":null,"body_preview":"I just don't think you can combine speed, latency, price and intelligence into a single useful metric.\nClearly the weighting of those things depends on the usecase","author":"londons_explore","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.14911332481507322,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202591"},{"id":"6eda353f-7e8a-4455-ba0c-76ea83aa9874","source":"hackernews","source_id":"49202118","content_type":"comment","title":null,"body_preview":"Anthropic have a real fight on their hands now. The competition is no longer 6 months behind, it's 6 days. If this had come out two or three weeks earlier this would be an absolute market leader on bo","author":"Fordec","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202118"},{"id":"787d2386-1842-47e5-a0f8-d446bd697b7a","source":"hackernews","source_id":"49201494","content_type":"comment","title":null,"body_preview":"Haven't tried this yet, but going to soon! I have to wonder what happened at Anthropic. We've cancelled our subscription in favor of OpenCode & Codex. Sol is just so good & OC goes so far for every $ ","author":"ben8bit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201494"},{"id":"e006470c-6513-4df9-9c56-e405f72cf6ca","source":"hackernews","source_id":"49202385","content_type":"comment","title":null,"body_preview":"I distrust any benchmark where Opus 5 beats Fable 5.","author":"bonoboTP","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202385"},{"id":"9d8e8cca-07e3-46d7-8f27-8d8c8c014ee9","source":"hackernews","source_id":"49201063","content_type":"comment","title":null,"body_preview":"Is there a path to distill this model to do very specific things? Like a RAG strategy for a small (or even large) corpus?","author":"aliljet","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.24122807017543857,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201063"},{"id":"853f0580-d613-4083-9921-fec60e6c5995","source":"hackernews","source_id":"49201162","content_type":"comment","title":null,"body_preview":"A couple days ago they had published an overall score of 53 for this model, but that was removed and today it returned with a score of 56.\nI wasn't able to find an explanation from them. Anyone knows ","author":"quirino","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201162"},{"id":"c3e6cf23-8203-4bee-b573-668e2115c924","source":"hackernews","source_id":"49201023","content_type":"comment","title":null,"body_preview":"Why does an open weights model cost nearly the same as GPT5.6? $1.14 vs $1.23 on the cost index. Since you can't presumably run this on your own hardware given the model size and hence gain other thin","author":"drnick1","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0.12525192868223095,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201023"},{"id":"4e36f858-8500-4b2b-a6ca-31890c75fcc6","source":"hackernews","source_id":"49201052","content_type":"comment","title":null,"body_preview":"I find that surprising.\nI've been trying it on several projects and have found it's pretty sloppy. It leaves stuff broken, doesn't reliably write tests to check its own work unless explicitly prompted","author":"SwellJoe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201052"},{"id":"5a69c556-4631-49f2-a37f-b94df39055cc","source":"hackernews","source_id":"49203201","content_type":"comment","title":null,"body_preview":"The fact that the Chinese models have caught up on benchmarks suggests to me that its likely we will start to transition now into much more of a brand war. It will be subjective qualities that drive o","author":"zmmmmm","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.10481138556744075,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203201"},{"id":"e478d4f3-1b66-4826-aa18-bd5c67df2a00","source":"hackernews","source_id":"49201010","content_type":"comment","title":null,"body_preview":"I am so excited for Qwen 3.8 27B. It’s a shame how slow prefill (~3-400) is on a strix halo but it’s such a good model for agentic tasks.","author":"syntaxing","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","emotional_authenticity"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201010"},{"id":"9b17d066-bb92-40ee-a14d-87a4fb707834","source":"hackernews","source_id":"49201288","content_type":"comment","title":null,"body_preview":"Hopefully this boils down to the smaller versions they've teased. In my experience, Qwen models are the closest to the \"less knowledge, more intelligence\" (yes, the two are hugely correlated!) ideal s","author":"petercooper","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201288"},{"id":"64ed6522-a4de-479c-8cb9-e0aa79990272","source":"hackernews","source_id":"49201516","content_type":"comment","title":null,"body_preview":"Anthropic is a bit nuts, I had $260 of credits on my max account for the extra usage the other night. It was expiring, so I figured I'll fire up an agentic swarm to deep dive and make some deep change","author":"theropost","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201516"},{"id":"10d7d369-794c-4244-8cea-9078090eb183","source":"hackernews","source_id":"49201006","content_type":"comment","title":null,"body_preview":"Strange that the page https://artificialanalysis.ai/agents/coding-agents doesn't even mention \"Qwen\" once if it's now the \"best\" according to one of their one index?","author":"embedding-shape","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.0937185533888582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201006"},{"id":"c7f28cc2-b151-408c-a6e9-f9d49a15c2d3","source":"hackernews","source_id":"49201905","content_type":"comment","title":null,"body_preview":"Opus is still first in Intelligence Index followed by Fable, GPT 5.6, Kimi K3 then Qwen 3.8 max. https://artificialanalysis.ai/#intelligence\nOur leaderboard combines Arena ELO, AA Intelligence index, ","author":"seizethecheese","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity"],"bot_score":0.11043160859797836,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201905"},{"id":"4123ddf7-b3c8-44f6-be70-5d57647da018","source":"hackernews","source_id":"49201239","content_type":"comment","title":null,"body_preview":"Any benchmark showing Opus 5 as the best just loses credibility for me. Anyone who's actually used Opus 5 daily knows what I'm talking about.","author":"onomojo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201239"},{"id":"04225ea9-6404-4564-a424-25bd28407ca5","source":"hackernews","source_id":"49201026","content_type":"comment","title":null,"body_preview":"I believe it. It's extremely good at troubleshooting. I gave Qwen and Kimi K3 the same annoying, complicated, intermittent bug to track down. Kimi did a bit better in understanding the existing code, ","author":"eli","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","strong_opinions","absence_of_personality"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201026"},{"id":"0dcbe661-23e2-4851-8025-aeee158367e9","source":"hackernews","source_id":"49201661","content_type":"comment","title":null,"body_preview":"I clicked through and it showed Qwen at the top at 55.4 compared to 55.3 for Opus Max. I have a screenshot.\nThen I clicked away and back, and now it goes Qwen second, with 58.4, to Opus Max at top wit","author":"d2p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201661"},{"id":"42fdc5b8-802f-4630-a590-5ba52799737e","source":"hackernews","source_id":"49202580","content_type":"comment","title":null,"body_preview":"China has caught up is the main takeaway here. The SOTA models are so close that it's really hard to compare them intelligence wise - you have to get a feel for them yourself and what works for you.\nW","author":"jjcm","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicator_niche_expertise"],"bot_score":0.06629427902377592,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202580"},{"id":"f2523ef7-aa19-4bcc-913c-8ccd7f921ce7","source":"hackernews","source_id":"49203015","content_type":"comment","title":null,"body_preview":"Ooo I love anything miniKanren related.\nI did a close reading of the implementation in the original miniKanren paper; you can see my write-up and implementation here: https://codeberg.org/ashton314/mi","author":"ashton314","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203015"},{"id":"b05ecbf5-bec2-43bf-8c79-9e5315351140","source":"hackernews","source_id":"49200098","content_type":"comment","title":null,"body_preview":"Author appears to have concerns about the belts working out of the top of the housing, but is seemingly ignoring the four existing screws that could be used to fasten a top plate to prevent this?","author":"forgetfreeman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200098"},{"id":"139b5c96-0c3f-453f-bf3f-432381761ead","source":"hackernews","source_id":"49199429","content_type":"comment","title":null,"body_preview":"Prusa Core One uses that technique, or I miss something.\nhttps://help.prusa3d.com/guide/5-corexy-assembly_835522#8648...","author":"deepsun","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199429"},{"id":"edd17bf0-53bb-4579-98fa-b1475c7c8cd9","source":"hackernews","source_id":"49201408","content_type":"comment","title":null,"body_preview":"Also works well with a zip tie or 2.  The belt holds itself in place as long as the tension is there.\nMost of my old printers still use this method on them. [1]  You can also use another ziptie as a t","author":"Ccecil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201408"},{"id":"50bcff59-01f2-4afc-bd06-c17b5cc66a64","source":"hackernews","source_id":"49198965","content_type":"comment","title":null,"body_preview":"This is indeed a very elegant fastening method.\nI wouldn't be surprised if the designer of that CNC machine borrowed it from the popular Prusa MK2 3D printer, which uses a very similar design for its ","author":"teraflop","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198965"},{"id":"42611236-390e-45bf-8059-671308ec1e13","source":"hackernews","source_id":"49201042","content_type":"comment","title":null,"body_preview":"This is why I thoroughly enjoyed building my Prusa as a kit. You see little tricks like this, including this exact one. Or how they embed threaded nuts, or how the print is shaped and oriented to be m","author":"hettygreen","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201042"},{"id":"98bb2377-4bce-4f69-bd6d-204ff03e91f7","source":"hackernews","source_id":"49199036","content_type":"comment","title":null,"body_preview":"That center pin looks fragile, especially if it's printed along Z axis. How about printing teeth that'd mesh with the belt?","author":"Perz1val","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199036"},{"id":"55386f19-c467-40cc-a314-009b2ab81756","source":"hackernews","source_id":"49198268","content_type":"comment","title":null,"body_preview":"what about a playstation/sega saturn game in 2026 ?","author":"zuzululu","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.07876608177729727,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198268"},{"id":"d1d7f841-d3e1-4bc2-90b7-5499e6ac86c4","source":"hackernews","source_id":"49195592","content_type":"comment","title":null,"body_preview":"Strange choice to go for a raycaster with sprites on the N64. The hardware is basically begging to be fed textured polygons.","author":"crest","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195592"},{"id":"a23223ec-fa4a-427d-976c-dc035ed20a55","source":"hackernews","source_id":"49195971","content_type":"comment","title":null,"body_preview":"Anyone know a vendor that might sell SummerCart in amateur quantities? Doesn't need to do that specifically, but maybe there's custom low volume board makers, like with 3D printer economics.","author":"TZubiri","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.11944165925109773,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195971"},{"id":"b902729b-43e6-47b0-b1fc-f3f3ea56e60e","source":"hackernews","source_id":"49194608","content_type":"comment","title":null,"body_preview":"if I am not wrong, the game described in this article, is presented in this video https://www.youtube.com/watch?v=9gOJUEcKYRk, from Palmer Luckey[1]. Wild this guy find time and energy for this side q","author":"pelasaco","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.1432061604696517,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194608"},{"id":"069d6b40-4f90-4742-b3cf-2da8cd387644","source":"hackernews","source_id":"49193842","content_type":"comment","title":null,"body_preview":"At some point I reallly gotta sit down and play around with Pyrite64, it looks super cool","author":"valorzard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193842"},{"id":"408974f8-59ba-46b9-aaee-2a9094a36675","source":"hackernews","source_id":"49194770","content_type":"comment","title":null,"body_preview":"Tried to see if it was possible to buy the Rom itself. But it seems like you would need to buy a physical copy at this point:\nhttps://modretro.com/products/xibalba-64","author":"ninjin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194770"},{"id":"c521fd1c-63e0-4362-99b1-61a81c61a386","source":"hackernews","source_id":"49194151","content_type":"comment","title":null,"body_preview":"Super interesting article - thanks for sharing your journey. As AI slop takes over the internet, well written and original technical content like these will be important.\nAlso,\n2026 web dev: 4MB of Ja","author":"ayanb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194151"},{"id":"264eb120-5134-4764-9b51-c65f8c1415da","source":"hackernews","source_id":"49194889","content_type":"comment","title":null,"body_preview":"Obligatory link to an interview with three of the Goldeneye developers about the development of the game. I found it very fascinating.\nhttps://youtube.com/watch?v=bNN9XhGZ3Yw\n(Also The Centre for Comp","author":"negative_zero","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194889"},{"id":"e75eb2f0-f83a-47fe-bf02-354781323edf","source":"hackernews","source_id":"49197695","content_type":"comment","title":null,"body_preview":"I consider all homebrew stuff very cool but the number of games emulating PS1 / N64 aesthetics is so massively oversaturated at this point that I'm kind of burned out on it.\nBut in general, the thing ","author":"chungusamongus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197695"},{"id":"4e905020-05ba-4079-8ef9-949ca3fa4e96","source":"hackernews","source_id":"49199567","content_type":"comment","title":null,"body_preview":"Wow the ModRetro units are really polished... Look great with more than a nod to the original system designs.\nAnyone know what Nintendo's stance is on the companies making these kind of \"brand inspire","author":"lordfrito","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199567"},{"id":"a06bbd9c-5f95-4190-9389-e7aed1694fb9","source":"hackernews","source_id":"49195265","content_type":"comment","title":null,"body_preview":"Great work! I didn't even know it was still possible to publish new games for old consoles like the N64.","author":"FlavioMacedo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195265"},{"id":"761aac2f-acc4-4748-b664-4d97327fc8c7","source":"hackernews","source_id":"49195455","content_type":"comment","title":null,"body_preview":"\"Modretro customer service address and, to my surprise, heard back from the head of publishing within a day.\"\nThis makes me want to jump in. But also, I wonder how many people will ever buy and play y","author":"coryadams","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195455"},{"id":"307f18f1-c4c5-43e6-9701-4264143c276f","source":"hackernews","source_id":"49194126","content_type":"comment","title":null,"body_preview":"I'm tinkering with a PlayStation homebrew (voxel space renderer) and development for fifth generation consoles has never been easier.\nModern toolchains, programming languages, dev cartridges and libra","author":"boricj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194126"},{"id":"0978987f-200a-4e67-8ff3-849607b8f3f4","source":"hackernews","source_id":"49198748","content_type":"comment","title":null,"body_preview":"I’ve been building quite an ambitious flash cart menu system for the N64 recently, and it’s been an absolute joy! Would really recommend anyone with a curious, hacker mindset that grew up with these c","author":"lmcd","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198748"},{"id":"138b5307-cceb-41cb-8b1e-d6dc9493a167","source":"hackernews","source_id":"49195693","content_type":"comment","title":null,"body_preview":"Libdragon has been improved massively in the past year or so, there are now simple demo games that show capabilities far beyond the original N64 games (bump mapping textures, HDR, seamless loading of ","author":"Mizza","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195693"},{"id":"45df8ca1-c6dd-4728-8905-e293d90b5f8f","source":"hackernews","source_id":"49200560","content_type":"comment","title":null,"body_preview":"I saw him talk at SF Nerd Nite years ago. Very entertaining and informative. The crazy thing is he's self taught. Smart man.","author":"ASinclair","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200560"},{"id":"d4607b5b-7ad4-487a-8ca4-712daf8bea9a","source":"hackernews","source_id":"49193363","content_type":"comment","title":null,"body_preview":"> \"at the time, he was probably mostly thinking of “white European cultures”, and while we can acknowledge how backwards and fucking goofy this is now, we can still admit that Linnaeus’ ideology was s","author":"franciscop","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193363"},{"id":"40d7e54f-ca9f-4c58-96ed-d65c464d8268","source":"hackernews","source_id":"49193341","content_type":"comment","title":null,"body_preview":"Slowly killing my lawn. Red bud trees will soon forest my property.","author":"razster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193341"},{"id":"1b268533-8c1a-4a43-8768-cde1b7608a86","source":"hackernews","source_id":"49197919","content_type":"comment","title":null,"body_preview":"Haha, the Latin (or pseudo-Latin, I suppose) I like for the fact that it’s sufficiently alien to not introduce terminology confusion like “strawberries aren’t berries and pineapple is a berry” or what","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.13099794665248427,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197919"},{"id":"f9f7a465-167d-4bdf-a0c0-822e90ffdd7e","source":"hackernews","source_id":"49194416","content_type":"comment","title":null,"body_preview":"If you watch only one video make it the Berkeley Bowl one\nhttps://youtu.be/PUFQouwqbe8","author":"CalRobert","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194416"},{"id":"17f4b8a9-0938-499c-aec7-066cccf44402","source":"hackernews","source_id":"49193727","content_type":"comment","title":null,"body_preview":"Great article with elements of \"how to draw an owl\" about it.\n  To be really good at botany is simple. Just learn how to be really good at {list of requirements which are themselves recursively comple","author":"ggm","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.130114046289861,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193727"},{"id":"d071a3cc-5d77-4a3b-9fbb-2e66132c84ea","source":"hackernews","source_id":"49198206","content_type":"comment","title":null,"body_preview":"Plant(ing) related: I planted 100 trees in my tiny back yard, creating a pocket forest / Miyawaki forest - a technique encouraging fast growth through dense planting (3-5 trees / shrubs per square met","author":"yboris","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198206"},{"id":"dcf75ebd-1782-4f1c-8e07-5e24c7bb50b7","source":"hackernews","source_id":"49198330","content_type":"comment","title":null,"body_preview":"As a child of an entomologist turned botanist and another naturalist, who grew up in our home library full of assorted atlases, monographies and other odd books, I often learned the Latin names togeth","author":"wowczarek","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198330"},{"id":"20b492d4-22aa-460a-b05c-be6c9fbca09d","source":"hackernews","source_id":"49193518","content_type":"comment","title":null,"body_preview":"Joey is also an amazing fine and graffiti artist (ALONE)\nhttps://www.publiclandstore.com/blogs/gallery/joey-alone-exh...","author":"rib3ye","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193518"},{"id":"c1652e34-fd01-4447-86bf-f3525d2b2b29","source":"hackernews","source_id":"49194083","content_type":"comment","title":null,"body_preview":"They spent a whole section glazing the Linnaeus system like it's a perfect thing, but as someone who has delved into taxonomy a lot (due to playing Metazooa and Metaflora), there are quite a few glari","author":"chabska","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194083"},{"id":"620614f9-b150-4e32-8c18-9d7cdf8539e0","source":"hackernews","source_id":"49202968","content_type":"comment","title":null,"body_preview":"Two nits to pick, one major, one minor:\nMajor:\n   \"Common names simply don’t work on a large scale. One common name (ie    “cedar”) can refer to 8 different totally unrelated plants, where as Cedrus r","author":"fastaguy88","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202968"},{"id":"6d7c364e-e7d9-400f-a090-126f95bf1769","source":"hackernews","source_id":"49193470","content_type":"comment","title":null,"body_preview":"A friend from my youth always had an encyclopedic knowledge of plants, could identify them effortlessly just as we were walking around. I always envied him, but despite a love of plants, gardening, et","author":"chao-","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193470"},{"id":"db1af82f-53fa-4a3a-89bb-df434694a22b","source":"hackernews","source_id":"49193399","content_type":"comment","title":null,"body_preview":"Watch this guy's YT channel - have been for years now. I think what originally caught my attention on his channel was a video specifically about the flora around run-down Oakland urban-industrial area","author":"scyzoryk_xyz","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193399"},{"id":"5cd5927e-ca5f-4c1f-8926-bd7827f4c219","source":"hackernews","source_id":"49195509","content_type":"comment","title":null,"body_preview":"Hort. Science degree from A&M in '80, employers offered to pay me $800 a month a water their greenhouses. Indeed, Botany was one of the more boring courses required. Scrapped by after the university a","author":"DivingForGold","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","self_reference","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195509"},{"id":"350bcb7b-8f04-4298-880f-dc4f32464b55","source":"hackernews","source_id":"49194620","content_type":"comment","title":null,"body_preview":"Launching a thing soon to make it more accessible, without sacrificing scientific depth, eg:\nhttps://www.meso.cloud/plants/tracheophyta/magnoliopsida/gen...\nAggregates 780k plants and fungi from many ","author":"brunohaid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194620"},{"id":"3b047cbf-4014-4d89-9555-69f472e7e26f","source":"hackernews","source_id":"49193604","content_type":"comment","title":null,"body_preview":"He's great, I love his concrete botany videos about weeds thriving in harsh human environments. His tour of the Chicago River is great, and an NYC parking lot that has been taken back over by nature i","author":"Schlagbohrer","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.14070375992167442,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193604"},{"id":"e079d749-c912-4110-9fed-5552784db2e1","source":"hackernews","source_id":"49193461","content_type":"comment","title":null,"body_preview":"I can strongly recommend the mobile app Flora Incognita for quickly identifying plants. It’s made by one of the German universities so it’s free, don’t have ads, and don’t collect your personal data. ","author":"iammjm","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193461"},{"id":"729a52e3-6516-4c52-9dae-ecc0dcddf4fb","source":"hackernews","source_id":"49193863","content_type":"comment","title":null,"body_preview":"I think nature and plants always interested me since I was a kid. For example I loved to plant from seeds, see them grow, learn and explore a bit with curiosity my mum or aunt plants and when being ou","author":"giov4","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","genuine_specificity","natural_digressions"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49193863"},{"id":"657f237b-41aa-450b-9f8f-e2d0976416fe","source":"hackernews","source_id":"49200066","content_type":"comment","title":null,"body_preview":"Odd to see one of the best native plant communicators referenced on HN but I'll use to opportunity to mention a side project I'd been delaying diving in for years and finally committed to recently if ","author":"olivierlacan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","self_reference","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200066"},{"id":"c725d206-74f7-475c-9867-1846076560cd","source":"hackernews","source_id":"49194543","content_type":"comment","title":null,"body_preview":"My favorite Youtube channel.\nPlease watch the latest https://www.youtube.com/watch?v=HDVcfSYcxc0. It's an interview with an old botanist, who shares his wisdom and philosophy, remains engaged after de","author":"jojocool0501","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49194543"},{"id":"c6e0db2f-1a82-4f16-8c39-c8612bd04e01","source":"hackernews","source_id":"49200005","content_type":"comment","title":null,"body_preview":"I dread the day when my employer's Slack includes chatbots rambling all over it.","author":"SwellJoe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0.10219593755833567,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200005"},{"id":"6af87e39-54d3-4194-81a6-994b8c5e9e48","source":"hackernews","source_id":"49200804","content_type":"comment","title":null,"body_preview":"I have been using eve - https://eve.dev/ recently and it was just really nice and well thought out. It also supports TUI, github and other non chat channels.\nThe integration and abstraction with sandb","author":"mrud","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200804"},{"id":"873b4a67-34f3-4cd7-9668-8f191fd72d54","source":"hackernews","source_id":"49202176","content_type":"comment","title":null,"body_preview":"This is amazing! I love the idea of any agent running on any surface and this feels like the next step in that process.","author":"mefinsf","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202176"},{"id":"149761e3-078c-438e-b2b5-58f8a9d9198d","source":"hackernews","source_id":"49199612","content_type":"comment","title":null,"body_preview":"OP here. I work with Mike on the SDK, and he covered why we built it, so here's how it actually works.\nWe treat \"channel\" as one layer with four pieces:\nAdapters normalize each platform's webhooks and","author":"davidmckayv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise","natural_digressions","template_phrases"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199612"},{"id":"54191d98-3a21-4db7-9e8c-81721a2ec379","source":"hackernews","source_id":"49199548","content_type":"comment","title":null,"body_preview":"Is it like a proprietary wrapper for Vercel’s Chat SDK (https://github.com/vercel/chat)?","author":"opwizardx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199548"},{"id":"751bcef6-8f13-4bb9-86ed-b2013e64ae08","source":"hackernews","source_id":"49198966","content_type":"comment","title":null,"body_preview":"Hi folks! I'm one of the engineers working on the Channels SDK. This is our first public release. Our emphasis has been on making agents act like natural participants in Slack and Teams, while letting","author":"mikeryan52","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":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198966"},{"id":"98335f5c-ba82-422e-823d-20eca5882c4b","source":"hackernews","source_id":"49199068","content_type":"comment","title":null,"body_preview":"I dont think it s really open source, the MIT part is just the client. The service that actually makes it run is closed and license-gated.","author":"chengyongru","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199068"},{"id":"f8182171-4d1b-4025-a54d-0f27ce97c198","source":"hackernews","source_id":"49199793","content_type":"comment","title":null,"body_preview":"I think this is likely a very good idea. I've thought about the idea of channels a lot building https://wingman.actor and I've gone back in forth on if channel primitives are a good idea at a low leve","author":"ChaseRensberger","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","opinion_with_reasoning","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199793"},{"id":"aa31bd72-46c7-4bc3-8a48-b9ead6b87e8a","source":"hackernews","source_id":"49200559","content_type":"comment","title":null,"body_preview":"Hey all, I'm CEO of CopilotKit, the startup behind AG-UI and the Channels SDK.\nThanks for the support!\nWe're pretty excited for this one -- I think channels may soon become the 3rd big form factor of ","author":"swiftlyTyped","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200559"},{"id":"e128fea8-ca13-4e53-9f76-847fd934db59","source":"hackernews","source_id":"49120150","content_type":"comment","title":null,"body_preview":"I created Chip Tycoon as an animated visualization of the semiconductor manufacturing process, inspired by the classic isometric style of RollerCoaster Tycoon and Zoo Tycoon.\nRather than reading throu","author":"laurentiurad","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.20582080733223168,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49120150"},{"id":"a4d79343-d6a3-4619-8916-3410932d56f3","source":"hackernews","source_id":"49201263","content_type":"comment","title":null,"body_preview":"Nice idea, but ...\n> reading stop · press Space to hold it here\n... what 'Space'? On phone.","author":"chrisjj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201263"},{"id":"af471288-bc3d-45e9-98d5-38af1d28918d","source":"hackernews","source_id":"49201777","content_type":"comment","title":null,"body_preview":"I'll be honest, as someone who enjoys industrial food science, I felt a small pang of disappointment when I realized this was about integrated circuits.","author":"washadjeffmad","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","niche_expertise","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201777"},{"id":"510f8f32-d2a1-45b8-b70d-e1288e4c3be5","source":"hackernews","source_id":"49201542","content_type":"comment","title":null,"body_preview":"I've read part one of Material World a few weeks ago and the semiconductor bit was really mind-blowing.","author":"puchatek","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201542"},{"id":"cfd1738b-2a9a-4cd1-a898-54bcccd9c929","source":"hackernews","source_id":"49201647","content_type":"comment","title":null,"body_preview":"Nice website. One problem, though: the animation goes too fast for my reading speed, so I have to click stop. Then when I click on the next thing, I have to click stop again. Very annoying. If I click","author":"dyingkneepad","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201647"},{"id":"e3b12b63-6ef2-44ea-9a85-43b245f879e1","source":"hackernews","source_id":"49202342","content_type":"comment","title":null,"body_preview":"This is pretty good...simplifies the process and some of the items are out of order, but it describes the process pretty well.\nKeep in mind, even 20 year old chips have 6-700 steps in their process...","author":"j_walter","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202342"},{"id":"6d68d52b-2d52-466e-b055-353c650000f0","source":"hackernews","source_id":"49202023","content_type":"comment","title":null,"body_preview":"At the end the truckload of chips should be happily on its way to a consumer electronics factory when it gets suddenly diverted along with all the others down a side road that dumps all the chips into","author":"jameshart","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202023"},{"id":"7299294c-fe33-425f-92de-b5f4625233ea","source":"hackernews","source_id":"49203736","content_type":"comment","title":null,"body_preview":"hmm, how about just being able to infer the features of a cable by it's physical form factor? oh wait...","author":"ahs1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203736"},{"id":"5db6d4b1-53a1-4ba3-96fa-73e7391abadc","source":"hackernews","source_id":"49153911","content_type":"comment","title":null,"body_preview":"Is there a cheap, reliable tester that someone can recommend that will test multiple USB cable types (A, micro & C)?","author":"pogue","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49153911"},{"id":"87147bf2-c465-43c4-89b7-97129fb3cbe7","source":"hackernews","source_id":"49203535","content_type":"comment","title":null,"body_preview":"Just measuring the power info is limited use.  I'm sure there's value for some people, but I only need to keep track of 0-2 high power cables.\n> Your no-brand 480Mbps USB 2.0 cable is indistinguishabl","author":"Dylan16807","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203535"},{"id":"9f5ed31d-5f88-4843-8967-447433f57340","source":"hackernews","source_id":"49203658","content_type":"comment","title":null,"body_preview":"Verge recently posted this (free) app for testing on Mac's: https://www.theverge.com/gadgets/963759/whatcable-usb-c-cabl...","author":"safeimp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203658"},{"id":"2da84bc0-2867-41db-a223-2c6313ed3810","source":"hackernews","source_id":"49152981","content_type":"comment","title":null,"body_preview":"LTT has created true spec cables with the actual spec mentioned on the cables but they can not keep up with demand despite being expensive get sold out as soon as new stock comes in.\nhttps://www.youtu","author":"xbmcuser","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","specific_detail"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49152981"},{"id":"a12e0d9a-7a88-4410-93bf-ee670171d4c3","source":"hackernews","source_id":"49201362","content_type":"comment","title":null,"body_preview":"I dont pay for a chatgpt subscription, but sometimes I did use the web app for throwaway questions. GPT 5.5 Instant or whatever it was that they had was absolutely horrendous. Never answered a questio","author":"porridgeraisin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_experience_anecdote","specific_tool_mention"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201362"},{"id":"62c84258-963f-4ecd-8ca3-d79cf16ff6f6","source":"hackernews","source_id":"49201532","content_type":"comment","title":null,"body_preview":"a m-dash in the title? whoa things are degrading fast","author":"aniceperson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.14366876053707361,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201532"},{"id":"e6bb58cc-392b-4d9f-b5a8-eb5026f33ec4","source":"hackernews","source_id":"49200995","content_type":"comment","title":null,"body_preview":"At first I thought the Sol updates was perhaps trying to help with some complaints of Sol burning through tokens, complaints that have prompted some new data points on https://codex-resets.com/ .\nBut ","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.1330826923990941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200995"},{"id":"26a2eb6c-fa44-4cf2-93a3-3b5d7a94e23e","source":"hackernews","source_id":"49201643","content_type":"comment","title":null,"body_preview":"Does 5.6 Sol finally have an \"instant\" form? Is that the change?","author":"simianwords","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1524403929596534,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201643"},{"id":"c38fe1a1-0a32-41b2-bdeb-975e899caad9","source":"hackernews","source_id":"49201071","content_type":"comment","title":null,"body_preview":"Every week, 1 billion people turn to ChatGPT for everything from quick questions and web searches to planning, research, advice, and complex decisions.\n\nGuess, Google's AI Mode is chipping away at the","author":"ignoramous","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201071"},{"id":"41693cf5-6352-4e71-bcd3-485891da369b","source":"hackernews","source_id":"49203082","content_type":"comment","title":null,"body_preview":"> Our mission is to ensure that artificial general intelligence benefits all of humanity. We’re introducing updates to ChatGPT that improve everyday conversations while expanding access for Free users","author":"applfanboysbgon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08955311303489685,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203082"},{"id":"c9320ec5-cebf-4724-bc1e-e2a08412dfa0","source":"hackernews","source_id":"49202206","content_type":"comment","title":null,"body_preview":"Expanding free access is mostly an inference cost\nServing cheaply at that scale means routing, batching, and cache hits, not a better model :D","author":"OsamaJaber","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","strong_opinion","terse_reply","imperfect_expression"],"bot_score":0.20533352667364896,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202206"},{"id":"c4f89ebe-2de4-4e51-9393-5e0f71a70eb8","source":"hackernews","source_id":"49202667","content_type":"comment","title":null,"body_preview":"This is actually a downgrade for free users since currently it uses GPT-5.5 for a few messages before it drops you down to GPT-5.5-mini. Now it always uses a model worse than Mini (Luna is nano-equiva","author":"sunaookami","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202667"},{"id":"75ecb41d-4cbf-4e31-9fa4-dbaaafa3eca0","source":"hackernews","source_id":"49200957","content_type":"comment","title":null,"body_preview":"free unlimited luna is a pretty badass move\nluna is very good","author":"tosh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200957"},{"id":"7f6bdc2b-7d40-4f69-9a27-9529318ca46a","source":"hackernews","source_id":"49201242","content_type":"comment","title":null,"body_preview":"Its always fun to try to read between the lines here to speculate why they are doing this.\nMaybe Luna efficiency gain was actually significant enough that putting all the free users and giving them su","author":"kingstnap","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201242"},{"id":"cff09bcc-fa00-4005-81fc-25a8f9d29369","source":"hackernews","source_id":"49203004","content_type":"comment","title":null,"body_preview":"While their math results are impressive,  vibe coding their own web UIs with their subpar design models is really going to backfire if their plan is to attract new users with better free model offerin","author":"saithound","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203004"},{"id":"5f1450f4-49f0-44de-9954-d1635ea56945","source":"hackernews","source_id":"49203348","content_type":"comment","title":null,"body_preview":">avoid extra detail when it does not help\nI wonder if they actually do it to optimize inference. I maintain a corporate AI server and one of the tricks to reduce the load was to modify the system prom","author":"kgeist","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","niche_expertise","imperfect_expression"],"bot_score":0.11029793510344767,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203348"},{"id":"17739a27-7e8e-4ddf-858e-e1a48f0c9e7a","source":"hackernews","source_id":"49201758","content_type":"comment","title":null,"body_preview":"Nothing in the ChatGPT model release notes yet: https://help.openai.com/en/articles/9624314-model-release-no...\n(This is a subtle nudge at anyone from OpenAI who reads this to make sure they get updat","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.12370449853882794,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201758"},{"id":"89aa1ddd-ef98-4054-93a7-4828f9923137","source":"hackernews","source_id":"49201031","content_type":"comment","title":null,"body_preview":"They must really be feeling the commoditization pressure. I'm not sure what the way out of this is, ChatGPT and Claude are still good products, but they are not necessarily premium products anymore.\nI","author":"colingauvin","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","list_heavy_advice","semantic_blandness"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201031"},{"id":"dc62e32d-94a1-453a-9cd0-15ef10f508c9","source":"hackernews","source_id":"49201215","content_type":"comment","title":null,"body_preview":"I can't wait to never see a reasoning button ever again. Why do I have to reason about what reasoning level to use?","author":"ElijahLynn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201215"},{"id":"cc5c52e2-eacc-4157-a266-78e5832396d0","source":"hackernews","source_id":"49201467","content_type":"comment","title":null,"body_preview":"> Our mission is to ensure that artificial general intelligence benefits all of humanity. We’re introducing updates to ChatGPT that improve everyday conversations while expanding access for Free users","author":"ilaksh","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.175001813157931,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201467"},{"id":"e1f71b38-e3f2-4da7-bd88-863e9a435167","source":"hackernews","source_id":"49201165","content_type":"comment","title":null,"body_preview":"I think it’s a misread to think the default ChatGPT model switching to GPT 5.6 Luna is some sort of desperation move. Keep in mind that Claude .ai never had this extreme stratification between the fro","author":"firasd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201165"},{"id":"4933862c-ff92-42e2-bde3-565d8f45fcd3","source":"hackernews","source_id":"49201557","content_type":"comment","title":null,"body_preview":"Giving free ChatGPT users access to reasoning (the 'Think' toggle) will have a broader impact on the world than every new paid model and coding agent combined.","author":"heaney-555","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","concise_statement"],"bot_score":0.150597693787452,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201557"},{"id":"fbb92ba5-bb7c-4bb5-81cf-50fe25e15497","source":"hackernews","source_id":"49202916","content_type":"comment","title":null,"body_preview":"Is this the chip they used to steal money from the Indian stock market until they got banned from India?","author":"inigyou","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202916"},{"id":"548872bc-75b0-406c-85d6-e4a522b1288b","source":"hackernews","source_id":"49202648","content_type":"comment","title":null,"body_preview":"people who can do this stuff are super-smartypants\nbut reminds me how we're going to find out on an industrial level when the Saudis give China some nvidia chips they were grifted\nthey've cloned lots ","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.14394051480780667,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202648"},{"id":"99f275cc-4426-4dd4-a6c9-41b08d2d56a4","source":"hackernews","source_id":"49202202","content_type":"comment","title":null,"body_preview":"That sounds like a fun challenge. Feels a lot more tractable than the neural net one.","author":"IshKebab","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.11744391599967488,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202202"},{"id":"188337e9-205f-4cb0-b2de-4b9392326a92","source":"hackernews","source_id":"49202794","content_type":"comment","title":null,"body_preview":"In a simplified scenario (not too far from this)? Yeah, we've done that in CTFs almost a decade ago.\nhttps://blog.dragonsector.pl/2017/10/?m=1","author":"q3k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202794"},{"id":"f83ef485-c5ac-4aa9-a836-de15f27015c9","source":"hackernews","source_id":"49202036","content_type":"comment","title":null,"body_preview":"looks like they didn't post any blog post about 2nd NN challenge (https://huggingface.co/spaces/jane-street/droppedaneuralnet)\nI was waiting for some writeup about permutation decyphering","author":"NooneAtAll3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202036"},{"id":"4db8fce0-b9df-41d3-9f81-50401d861ef6","source":"hackernews","source_id":"49202625","content_type":"comment","title":null,"body_preview":"Is there something like an Extract-SPICE tool that takes a circuit and gives you back a text rendering of it ?","author":"whitten","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202625"},{"id":"a16b9118-9355-46b8-9ab4-611e159efdef","source":"hackernews","source_id":"49203528","content_type":"comment","title":null,"body_preview":"30 minutes with /goal for the solution from Sol w/ high.","author":"mentat","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203528"},{"id":"0fe75d08-9ed0-4f9b-a070-a3d507cd4949","source":"hackernews","source_id":"49202713","content_type":"comment","title":null,"body_preview":"At my uni, 15 years ago, one postdoc reverse engineered NVIDIA chip and wrote more performant compiler. He did that by connecting oscyloscops to all chip's outputs and started with applying random cur","author":"zie1ony","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202713"},{"id":"39b9f6fb-a5b5-40c0-b959-6aa0f67307b2","source":"hackernews","source_id":"49203437","content_type":"comment","title":null,"body_preview":"I thought the article was going to be about how people scan chips\nRapid Chip Reverse Engineering Using Laser, Focused ion beams, and Scanning electron microscope\nhttps://academic.oup.com/mam/article/3","author":"zoenolan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203437"},{"id":"457ae2fc-7f33-4636-809f-b01897b1fefb","source":"hackernews","source_id":"49200751","content_type":"comment","title":null,"body_preview":"this is easily solved by buying the corresponding wearable made by your phone manufacturer!\n/s","author":"laweijfmvo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200751"},{"id":"171ffaf6-2846-42c8-a04d-5eecd5b7453e","source":"hackernews","source_id":"49200719","content_type":"comment","title":null,"body_preview":"oooh now I get the meme posts with the duct-taping phone to hand visiting Paris","author":"ck2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.14394051480780667,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200719"},{"id":"14cfa1ca-3bab-4983-961d-de6515eab591","source":"hackernews","source_id":"49201638","content_type":"comment","title":null,"body_preview":"someone DID snatch the phone and then run off with it, but if it was up to me I would have mine without any gyros or gps sensors in it, in the first place, and instead a bunch of simpler features that","author":"metalman","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression","suspiciously_balanced"],"bot_score":0.14426817801783393,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201638"},{"id":"97f7a7f6-ee2a-450c-b528-af29c5976280","source":"hackernews","source_id":"49200681","content_type":"comment","title":null,"body_preview":"Is this creeping brand rep protection? Rather like Meta glasses' recording warning LED.","author":"chrisjj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200681"},{"id":"b47d3f68-bd8a-46d7-a056-2aa7d0f11462","source":"hackernews","source_id":"49201475","content_type":"comment","title":null,"body_preview":"I thought there was an article a while back where devices could also log when sex was going on.","author":"m463","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.14129136935214226,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201475"},{"id":"b2bc1f4f-d9db-4850-b7fa-4fe17ba82be8","source":"hackernews","source_id":"49202074","content_type":"comment","title":null,"body_preview":"A good example of how a wrong assumption ruins something (in tech, products, and life in general). I love the feature idea, but the assumption that a sudden brisk run equals theft obviously ruined it.","author":"alentred","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202074"},{"id":"aba78807-062a-4193-9a5f-0fe184cbf28e","source":"hackernews","source_id":"49201852","content_type":"comment","title":null,"body_preview":"You seem to be shaking your phone in frustration. Would you like to submit a bug report?","author":"the__alchemist","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice"],"bot_score":0.10525698884669343,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201852"},{"id":"49a4b229-e786-4833-bf1a-4499e9d8197f","source":"hackernews","source_id":"49201016","content_type":"comment","title":null,"body_preview":"In Sweden where I live you need to use the digital national ID whenever you make a credit card transaction via some app, for example when buying a bus ticket, so you need to have it with you at all ti","author":"z3t4","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.13533542720374028,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201016"},{"id":"18bc9d85-4913-47dc-8369-38da8d074a0d","source":"hackernews","source_id":"49201009","content_type":"comment","title":null,"body_preview":"I refuse to go running with a phone - too heavy, and too distracting, running outside is one of the few places I _escape_ the phone for a bit. So I made sure to get a fitness tracker with onboard GPS.","author":"branon","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201009"},{"id":"7b75a659-8a11-4a55-908e-678d9924fab1","source":"hackernews","source_id":"49203647","content_type":"comment","title":null,"body_preview":"my apple watch triggers a high noise notification every time wind blows a bit stronger than a gentle breeze.","author":"thinkindie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203647"},{"id":"5efb24fa-11a6-4ec2-82b7-c3f894d2b316","source":"hackernews","source_id":"49200562","content_type":"comment","title":null,"body_preview":"Is \"snatching a phone and running off\" a common enough problem in some regions that this is worth having? Or is this a feature chasing after fears of the bogeyman, leading to concrete inconveniences l","author":"Waterluvian","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200562"},{"id":"409ff7f4-ce14-4295-9648-986f9a16c099","source":"hackernews","source_id":"49201090","content_type":"comment","title":null,"body_preview":"Coming soon near you:\n- Warming up for a run: Possible agitated tweaker, possible crisis\n- Going for a run after midnight: Evasive solitary movement after dark\n- Sprinting the last block home: Flight ","author":"kbrannigan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201090"},{"id":"dcd88989-ebb2-4cac-9bf9-7b52d09ce937","source":"hackernews","source_id":"49200657","content_type":"comment","title":null,"body_preview":"I found this doozy from someone trying to test out the feature:\n> After looking over Google’s advice, my key takeaway was that thieves are in much better shape than me, and run both longer and faster ","author":"jerlam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","personal_opinion","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200657"},{"id":"3a7ef953-47b4-416b-ba4c-3c75d6ca76b5","source":"hackernews","source_id":"49200749","content_type":"comment","title":null,"body_preview":"Adding “running” to the list of things that Google engineers apparently don’t do.\nWhere it joins “walking”. Google Maps will suggest almost arbitrarily bonkers public transport directions to avoid wal","author":"rsynnott","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200749"},{"id":"44cdbe2a-b434-42fd-a468-1bb40dba0184","source":"hackernews","source_id":"49200638","content_type":"comment","title":null,"body_preview":"I remember when that game was posted and I do believe such result\nmy personal experience was that I do not have \"I don't know what that is, so not allowed\" as a default...","author":"NooneAtAll3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200638"},{"id":"e70b6fa7-6767-4c82-974e-79d248bb3a9e","source":"hackernews","source_id":"49196783","content_type":"comment","title":null,"body_preview":"Sandbox and use Local AI.  This is the real answer.","author":"ilc","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196783"},{"id":"3f115b44-b68a-4e6e-96e3-36c1c51295f7","source":"hackernews","source_id":"49196653","content_type":"comment","title":null,"body_preview":"The agent should ask whether it's allowed to read/write particular files, rather than whether it's allowed to run particular commands.  It would be much easier to review.  Then wrap each command invoc","author":"wmanley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196653"},{"id":"c29a19b3-e300-4dd9-a407-feed0fe12601","source":"hackernews","source_id":"49201578","content_type":"comment","title":null,"body_preview":"The solution is to make an AI approve things based on the user's configuration. And only ask if it is having a hard time making a decision on some specific question.","author":"throwitaway222","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201578"},{"id":"1bed0d3d-3cb3-401e-9b12-564f6c228a84","source":"hackernews","source_id":"49197344","content_type":"comment","title":null,"body_preview":"What is the professional consensus on AI governance?\nIt seems like governments and large corporations already struggle with governance in general, so I’m skeptical that AI governance will be solved qu","author":"kaicianflone","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197344"},{"id":"75450b72-b821-480c-8a59-7712dfdd32ce","source":"hackernews","source_id":"49199676","content_type":"comment","title":null,"body_preview":"This mechanism is going to be the breaking point for Claude and Codex.\nThe providers are incentivized to get users to accept full permissions so they can push more features and deeper integration into","author":"J_Shelby_J","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199676"},{"id":"578aec57-1370-4946-b6b8-85f9c5adb2e3","source":"hackernews","source_id":"49196912","content_type":"comment","title":null,"body_preview":"If there is an objectively correct right or wrong answer for a given command, why even ask? In that case there should be a configuration page where the user sets up if they want commonly used credenti","author":"sigseg1v","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196912"},{"id":"59c4719f-d1a3-402e-aa8b-fc5d92db8111","source":"hackernews","source_id":"49197904","content_type":"comment","title":null,"body_preview":"Permission prompts is a TERRIBLE model, and never should have existed. This is one of the reasons that led to the development of yoloAI:\n- No permission prompts. The agent has free reign and never has","author":"kstenerud","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.12261757614705895,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197904"},{"id":"ce0e5326-948e-49b8-b7c2-b5c92f6eb91b","source":"hackernews","source_id":"49200567","content_type":"comment","title":null,"body_preview":"For me the problems with agent permission prompts are twofold:\n1) I generally have a lot of things where I am okay with the agent calling a specific tool (maybe in certain ways) as much as it wants. T","author":"dgunay","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy","semantic_blandness"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200567"},{"id":"d5aa2f4f-9ed4-4cac-ae30-f05d0bb9458b","source":"hackernews","source_id":"49203350","content_type":"comment","title":null,"body_preview":"Maybe the future of anti-phishing training will be random confirmations in the middle of agentic coding session","author":"scoops_","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203350"},{"id":"ba6ec777-6e8b-4a24-b33c-30f38008092a","source":"hackernews","source_id":"49203445","content_type":"comment","title":null,"body_preview":"It reminds me of phishing \"test\" emails for education and to keep people on their toes.","author":"dieselgate","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.06712395021648508,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203445"},{"id":"6d1337e6-ae18-45ef-8a85-8234e709aa8c","source":"hackernews","source_id":"49197448","content_type":"comment","title":null,"body_preview":"This is a well-known issue with all “Do you want to let me maybe do bad stuff to your system, but 999 times out of 1000 it’s not a problem?” prompts. Users get reflexive about hitting “Yes” and stop r","author":"drob518","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13095911697763787,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197448"},{"id":"307f82fa-2e6d-458c-b680-dc20624c4af8","source":"hackernews","source_id":"49199023","content_type":"comment","title":null,"body_preview":"Perhaps there needs to be a plugin for these tools that uses your webcam to make you Point and Call (https://en.wikipedia.org/wiki/Pointing_and_calling) for every single approval.","author":"lanewinfield","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199023"},{"id":"90d544a1-3712-41b0-9014-e13c9fec230e","source":"hackernews","source_id":"49196345","content_type":"comment","title":null,"body_preview":"It's kinda funny there is still software coming out whose security model is \"constantly ask the user for permission, and hope they never make a mistake\".\nIt's been tried so many times before, and it n","author":"continuational","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196345"},{"id":"1da778da-3380-442c-ab1c-6b0bddccfe32","source":"hackernews","source_id":"49200253","content_type":"comment","title":null,"body_preview":"I haven't said as much in any of the projects I maintain, but I've set a very high bar for even entertaining AI PRs to those projects. So far I've only accepted ones that are nearly indistinguishable ","author":"hinkley","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.2157629006822891,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200253"},{"id":"b4f7715d-5bc6-4dc2-b34d-ed06aa2b99ae","source":"hackernews","source_id":"49200254","content_type":"comment","title":null,"body_preview":"This game, like just about every game, has zero consequences for failure. This is like saying \"Humans were involved in fatal accidents 50% of the time when playing my custom F1 racing simulator\". Ther","author":"stonedivot","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200254"},{"id":"6b58ee9c-fbbf-490d-878b-fd8e4aaa9d0a","source":"hackernews","source_id":"49196491","content_type":"comment","title":null,"body_preview":"The “click yes the proceed” was never a serious security mechanism.\nIt’s simply a CYA click-thru by the model vendors so their lawyers can say “well you approved it this is on you” when AI does someth","author":"cmiles8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.14208067227186036,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196491"},{"id":"ea6b1355-282a-456a-81c4-2e4f5caa4256","source":"hackernews","source_id":"49195471","content_type":"comment","title":null,"body_preview":"A couple of months ago I shared the AI agent permission game here on HN. After adding in stats it got a little over 40k plays and 409k decisions since then.\nIt's just a game, but I found the stats sti","author":"Wirbelwind","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195471"},{"id":"e70eff32-cb36-4f83-a7d7-76f70397fb64","source":"hackernews","source_id":"49196816","content_type":"comment","title":null,"body_preview":"I remember when this game was posted here, and there was a lot of discussion at the time that some of the prompts were misleading about whether or not they were risky, some people were debating about ","author":"VladVladikoff","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196816"},{"id":"4afe3273-4114-46b0-a4e6-bee10f0e47ea","source":"hackernews","source_id":"49203695","content_type":"comment","title":null,"body_preview":"It would be an interesting comparison to compare the human \"miss rate\" shown in the table there with the exact same tests repeated with a different LLM watching and approving or denying each action. N","author":"walrus01","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203695"},{"id":"cb93bc65-6ba0-4eb0-a22a-9b73e8c7096c","source":"hackernews","source_id":"49202560","content_type":"comment","title":null,"body_preview":"I have Quake on Steam. Just updated, but I do not see Dawn of the Machine.","author":"system2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202560"},{"id":"7bd349fc-feee-4b4e-91c7-651ae2134ab1","source":"hackernews","source_id":"49202907","content_type":"comment","title":null,"body_preview":"I bet this is an attempt by Microsoft at trying to win back fans.\nI also noticed IShowSpeed and Kai Cenat promoting a Minecraft playthrough, which I would assume is paid for by Microsoft given what th","author":"speak_plainly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202907"},{"id":"0a6edcb7-94db-49ae-beec-c3d0b2329d2c","source":"hackernews","source_id":"49203365","content_type":"comment","title":null,"body_preview":"I had to stop playing online FPS's because the cheating got so bad. I really miss the days of COD/MW2, that was kind of peak for me. I had been playing since Doom on modems... but never saw the cheati","author":"johng","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203365"},{"id":"1e97780d-ddc2-4985-aa72-8645549388e7","source":"hackernews","source_id":"49202483","content_type":"comment","title":null,"body_preview":"Reminder that the NIN Quake soundtrack rules: https://www.youtube.com/watch?v=Mv5Jvr2Fp48&list=PLs7s7YCW40...","author":"scoofy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08208095537263048,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202483"},{"id":"985f1ed6-d581-4f66-99eb-8b1c907b2d74","source":"hackernews","source_id":"49203347","content_type":"comment","title":null,"body_preview":"Emoji are clear indicators an LLM wrote this post. Ugh.","author":"upmostly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.19008364597043298,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203347"},{"id":"d73cc815-02a8-4862-8a80-003d9522186a","source":"hackernews","source_id":"49202760","content_type":"comment","title":null,"body_preview":"Is there a technical reason why this update won’t land on GOG?","author":"fiatpandas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202760"},{"id":"fb39a52d-31aa-46b5-ae5d-767a83017777","source":"hackernews","source_id":"49202534","content_type":"comment","title":null,"body_preview":"If you read this and you haven’t played arcane dimensions yet, drop everything and go and do that. It makes the quake the best single player FPS ever. The mechanics are even better than vanilla quake,","author":"namdnay","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202534"},{"id":"20aef4a9-9d0f-4a63-9547-02261f7ffbf5","source":"hackernews","source_id":"49202378","content_type":"comment","title":null,"body_preview":"I had the Mac version of Quake II.\nThey encoded the game as an audio CD, so you could toss the disc in a boombox and listen to the soundtrack when you weren't playing.  Very cool!","author":"bsimpson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202378"},{"id":"4caf71b0-e04b-4c22-b514-b12dfa3fdb40","source":"hackernews","source_id":"49202886","content_type":"comment","title":null,"body_preview":"Surprised they didn't port these to Mac yet. Between M series and Game Porting Toolkit (4 now?) it seems like small effort can unlock huge wave of new players nostalgic for childhood game.","author":"html5cat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202886"},{"id":"466ed918-8b9e-4b86-ac59-072581d51f3b","source":"hackernews","source_id":"49202313","content_type":"comment","title":null,"body_preview":"I have zero real excuse for never having built the game from source.\nI have played with the modding surface available in the quakeC files tho!\nI was experimenting with a game design element where firi","author":"RobRivera","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202313"},{"id":"1f9203b7-0b5d-4cf1-b6dc-d71ecd21b08e","source":"hackernews","source_id":"49202395","content_type":"comment","title":null,"body_preview":"Whilst they owe me nothing with the amount I played my CD, feels a bit harsh to trade on the 30th aniversary but only support much newer sales.","author":"ZiiS","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202395"},{"id":"bf75eefb-4c26-4c76-ae78-e59e8cbf489b","source":"hackernews","source_id":"49202215","content_type":"comment","title":null,"body_preview":"Is this an update for the original quake or do you need one of the newer ones?","author":"joshmarinacci","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202215"},{"id":"fdd6a0ab-efc5-4fcb-b688-a5e1b205120e","source":"hackernews","source_id":"49202084","content_type":"comment","title":null,"body_preview":"Does the new episode work well in opensource ports? (don't feel like installing steam rn and don't care about nightdive port)","author":"jiffygist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202084"},{"id":"3ba9a8b0-8b47-4c76-8954-f91f08f89f75","source":"hackernews","source_id":"49203355","content_type":"comment","title":null,"body_preview":"Quake is 30 years old. I can't believe I'm still alive. I love this game so dearly. The mods were just incredible, KQP and Girobot in particular.\nThose were the for real LAN party days which I'll neve","author":"karim79","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203355"},{"id":"0b5beace-671f-488d-9423-1c086c6a539e","source":"hackernews","source_id":"49202154","content_type":"comment","title":null,"body_preview":"Every emoji in this post seems bigger than the last.","author":"parasti","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202154"},{"id":"4a92343d-1f74-4ad2-afa5-ee400508b2e8","source":"hackernews","source_id":"49202277","content_type":"comment","title":null,"body_preview":"I have no idea what any of these are LOL\nDawn of the Machine is available as a free update for Quake owners on XBOX Series X/S, XBOX One, Microsoft PC Store, Game Pass, PC Game Pass, Steam, PlayStatio","author":"thecrumb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202277"},{"id":"7daeffe0-53b5-49db-be1b-48177e3e6309","source":"hackernews","source_id":"49203088","content_type":"comment","title":null,"body_preview":"PROTIP: Install the Kex-engine remaster, but then actually play IronWail: https://github.com/andrei-drexler/ironwail\nIt's a real IdTech source port that will load the Remaster's PAKs and pretend to be","author":"Lammy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203088"},{"id":"cacb0874-e629-4c9b-8508-e19b31af9f14","source":"hackernews","source_id":"49202988","content_type":"comment","title":null,"body_preview":"Nine Inch Nails also has some new merch and soundtrack album for the 30th anniversary:\nhttps://shop.nin.com/","author":"jervant","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202988"},{"id":"f3ab4b4b-3443-4d52-8b9a-fc766a3ac233","source":"hackernews","source_id":"49202374","content_type":"comment","title":null,"body_preview":"It is nice to see Quake getting some love from the publisher, but I feel like it is not enough.\nA bit controversial opinion maybe but I really like Quake Champions and I spent a good amount of time pl","author":"ZuLuuuuuu","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202374"},{"id":"da8f10ce-f07b-4390-8f7b-fff8182a42da","source":"hackernews","source_id":"49202467","content_type":"comment","title":null,"body_preview":"The most likely explanation for the degraded reliability: Someone at GitHub saw the Three Body Problem last year and started shifting their infra over to Minecraft servers with \"physical\" memory and r","author":"jasonephraim","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202467"},{"id":"27e2d67e-e891-4f27-8703-c434ea3000e9","source":"hackernews","source_id":"49200270","content_type":"comment","title":null,"body_preview":"Nothing like the old \"everything is normal\" to only be corrected 8 minutes later it is actually still down and then 2 hours later they are still working on it.\nAug 06, 2026 - 16:27 UTC - Update - Page","author":"niwtsol","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200270"},{"id":"278f1627-088c-49f3-89c8-58972b00cd01","source":"hackernews","source_id":"49201482","content_type":"comment","title":null,"body_preview":"Does anyone recommend an alternative? We've already moved our runners to blacksmith, looking for a control plane as well. We are tiny startup that ships at high velocity and this kind of downtime is h","author":"muralimadhu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201482"},{"id":"0dbd2865-b99b-4bea-aedc-c4938acd9212","source":"hackernews","source_id":"49200535","content_type":"comment","title":null,"body_preview":"On other occasions, I'd take this as a time to have a walk because I'm blocked. Unfortunately, I need to get some stuff out for a customer quickly. Can't do anything about that though. GitHub is the o","author":"jjice","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.17158408721485782,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200535"},{"id":"848cd037-4a2b-4f73-8a15-1a7a7c27464e","source":"hackernews","source_id":"49198828","content_type":"comment","title":null,"body_preview":"Soon we can start posting \"GitHub {x} is up!\" instead, that's becoming more news-worthy lol. I know they like to blame AI/scaling, but really they are owned by one of the main hyperscalers, so I find ","author":"Insanity","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198828"},{"id":"bfc57276-ae6c-41fb-a0ea-de75261fee36","source":"hackernews","source_id":"49198473","content_type":"comment","title":null,"body_preview":"Incident number 6 for the month of August, notably on August 6th. This pattern does not bode well.","author":"KyleTheDev","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_balanced","absence_of_personality","template_phrases"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198473"},{"id":"6ce76ae9-aec4-4e46-9cd1-1c67a7dcfca0","source":"hackernews","source_id":"49203671","content_type":"comment","title":null,"body_preview":"I may be wrong, but I think this could be traced to the Microsoft's increasing reliance on the outsourced engineering workforce. Regardless of the country it has been outsourced to, the quality of ser","author":"g42gregory","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203671"},{"id":"4b2ed2f0-9e20-43ef-959a-7609795a7013","source":"hackernews","source_id":"49203364","content_type":"comment","title":null,"body_preview":"This is unconscionable. It's an incredibly bad look to be up an entirety of a workday. When my company migrated from Bitbucket, I never thought that we'd be going to a worse service.","author":"javier123454321","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203364"},{"id":"3c3b5ae8-21d7-49ed-87d1-a40315191065","source":"hackernews","source_id":"49201234","content_type":"comment","title":null,"body_preview":"Dealing with an incident on prod is extra difficult when your pipelines are not running.","author":"buzzwords","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201234"},{"id":"2f314591-8fe3-4fd3-aeae-b632a64b328e","source":"hackernews","source_id":"49201380","content_type":"comment","title":null,"body_preview":"It's cute that someone at GitHub had time to make their hamburger menu pancakes to promote stacked PRs, but nobody has time to make the platform stable.","author":"cebert","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201380"},{"id":"f5762e81-7758-4551-8c7a-0dbff52593aa","source":"hackernews","source_id":"49199095","content_type":"comment","title":null,"body_preview":"Can't wait for the Graphite/Cursor alternative (Origin) to become available. Actions being down for an hour in the middle of the US East workday is crazy. It's super frustrating to be an enterprise cu","author":"peterldowns","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","self_reference"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199095"},{"id":"0316b8e0-de95-4538-97e5-6cdd66e0d693","source":"hackernews","source_id":"49201515","content_type":"comment","title":null,"body_preview":"It would seem like GitHub is in a precarious situation.\nWe have many agents per employee working in parallel pushing way more commits than was humanly possible before AI, triggering GitHub actions a l","author":"blixt","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","template_phrases"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201515"},{"id":"d73ffaec-77e5-490e-967a-09c42f9cca08","source":"hackernews","source_id":"49201053","content_type":"comment","title":null,"body_preview":"Given the recent history of outages, I wonder how many are seriously considering moving off GitHub for anything other than code hosting.  I mean actions / workflows.","author":"opiniateddev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201053"},{"id":"09df8c09-96c5-41ae-abcd-26589b4b79ff","source":"hackernews","source_id":"49203119","content_type":"comment","title":null,"body_preview":"It's not too hard to switch over from GitHub actions to other runners. For example, I wrote up the steps needed in order to use Hugging Face Jobs instead, which also enables GPU runners and other flav","author":"abidlabs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203119"},{"id":"442a15f9-94b6-4b79-8f70-5447d2d67948","source":"hackernews","source_id":"49199319","content_type":"comment","title":null,"body_preview":"I love how even self hosted workers don't work during these outages - running jobs on their infrastructure being flakey is marginally acceptable, but the API to simply schedule workflows having this a","author":"arandomhuman","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199319"},{"id":"b367ae54-9c7c-4b4c-8d38-c9e2815aebd2","source":"hackernews","source_id":"49200435","content_type":"comment","title":null,"body_preview":"It's been hours :(\nI have sympathy for the on-call team trying to resolve it, most of us have been there done that.\nBut seems something is systematically going wrong at GH","author":"alamsterdam","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200435"},{"id":"e325c960-fcf3-4b23-b5e5-1618e1db35af","source":"hackernews","source_id":"49201074","content_type":"comment","title":null,"body_preview":"At this point maybe they should consider sending out announcements when it is working instead","author":"m132","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201074"},{"id":"9bea51d0-8ab2-437c-a655-fb24bd4f2bba","source":"hackernews","source_id":"49203760","content_type":"comment","title":null,"body_preview":"I think this is because all frontier AI providers integrate with GitHub as a default git forge through their GitHub apps platform and their free tier is too generous. They should either charge some of","author":"msyea","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203760"},{"id":"969c805b-d996-40d8-9986-f3054dc74286","source":"hackernews","source_id":"49202093","content_type":"comment","title":null,"body_preview":"5 hours going now and the entire thing is still completely down. This level of incompetence and their total disrespect for their customers is unbelievable.","author":"molsson","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202093"},{"id":"b0304635-5cd7-4fc2-9248-b55a476c5aa2","source":"hackernews","source_id":"49201458","content_type":"comment","title":null,"body_preview":"I don't think this portents anything great for software in general.\nWe're a good year+ into the use LLMs for all major bits of software that we all rely upon and GitHub here is down to one 9 of uptime","author":"zehaeva","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201458"},{"id":"d8032df2-15f2-4498-83fd-53173ca453f8","source":"hackernews","source_id":"49201387","content_type":"comment","title":null,"body_preview":"> The market timed you both with the same stopwatch and it did not see the difference. It cannot see the difference. Taste does not show up in the diff.\nDoesn't that mean guaranteed failure in the mar","author":"cobertos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.20386317941536894,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201387"},{"id":"3b1851b7-745d-4e91-9db1-acc88198c4e6","source":"hackernews","source_id":"49202770","content_type":"comment","title":null,"body_preview":"Going to drop this https://commoncog.com/the-tacit-knowledge-series/. Tacit experience gives you taste in my opinion.","author":"hahahaa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202770"},{"id":"11ca3844-5ff3-4ce0-9f12-f7b29ec70a89","source":"hackernews","source_id":"49203060","content_type":"comment","title":null,"body_preview":"In software development, good taste translates to readability, succinctness and maintainability of the code. It also translates to intuitiveness, reliability, security, performance, scalability and ut","author":"socketcluster","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203060"},{"id":"cfae9628-d483-42be-8918-a228654e911e","source":"hackernews","source_id":"49202361","content_type":"comment","title":null,"body_preview":"I tend to like images in a split second, when they try to achieve a certain aesthetic at least. I can later inspect them more carefully and understand why they're good.\nReading text, it can either gra","author":"madprops","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202361"},{"id":"38635946-b58b-4626-a757-2dc782becc1e","source":"hackernews","source_id":"49201547","content_type":"comment","title":null,"body_preview":"This post is awful! Annoyingly written and zero insight. Most posts about this taste concept are bad (and there have been so many), but this is below average.","author":"dcre","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201547"},{"id":"6b9758e5-96c3-41df-a747-7d06ac30721a","source":"hackernews","source_id":"49201472","content_type":"comment","title":null,"body_preview":"If we define taste as the intuitive act of saying \"no, again,\" then I fully disagree with this whole article.\nEvery AI-frustrated (but LLM-written, sigh) blog post about the loss of taste and craft an","author":"trjordan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201472"},{"id":"9dd741a3-294a-4bee-bbe3-b1480889e0d5","source":"hackernews","source_id":"49201958","content_type":"comment","title":null,"body_preview":"Everybody thinks they have good taste don’t they.\nHow convenient it is that we’re all so awesome according to the one metric that can’t be measured","author":"brap","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_indicators"],"bot_score":0.13342488200647412,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201958"},{"id":"919392fe-6817-46c5-baf4-f75f78cea15a","source":"hackernews","source_id":"49202742","content_type":"comment","title":null,"body_preview":"I find this post disheartening. To my eye, it seems to be the author's first blog entry with obvious LLM contributions.\nGiven the recent \"moving to a farm\" ... 7 days later ... \"leaving the farm\" post","author":"DrBrock","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202742"},{"id":"35bca7ed-e008-41e1-8ea7-3939e19af416","source":"hackernews","source_id":"49203775","content_type":"comment","title":null,"body_preview":"Pangram classifies 100% of this text as AI-generated.","author":"mrtesthah","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203775"},{"id":"d549426d-8bb2-4abe-a04b-aea7c749adcf","source":"hackernews","source_id":"49201488","content_type":"comment","title":null,"body_preview":"This post sucks, and it was also written by Claude.","author":"dcre","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201488"},{"id":"c073530a-a215-4e39-8f2d-a796e8af5589","source":"hackernews","source_id":"49201574","content_type":"comment","title":null,"body_preview":"I keep seeing people trying to define judgement and taste and then they don’t actually like cite Kant’s Critique of Judgement where this is basically the entire concern.","author":"DiscourseFan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.20833333333333331,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201574"},{"id":"8a476c32-e747-4ef6-bd3b-b418f6b81eff","source":"hackernews","source_id":"49201447","content_type":"comment","title":null,"body_preview":"Taste was all that was left when product design peaked in like 2010-12 too and it was a great time.\nBut the advent of design systems and software like Sketch and Figma pretty much automated the job aw","author":"purplemoonx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201447"},{"id":"aa686fa9-438a-457c-9342-500cdd9bc34d","source":"hackernews","source_id":"49201410","content_type":"comment","title":null,"body_preview":"There's a lot here that I enjoy muddling on. And I think taste is very vital. Taste, ambition, seeing possibility: these resonate to me, long resonate, as what I've wanted to see.\nAnd honestly: I've b","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1330826923990941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201410"},{"id":"90b74d16-11d1-4408-9a42-0374a0b1a98d","source":"hackernews","source_id":"49201894","content_type":"comment","title":null,"body_preview":"Hard disagree on \"Good enough\", most things are mediocre at best. Despite the massive AI boom I can at best count on one hand \"fresh\" products made with AI that are meaningful in day-to-day usage. Not","author":"GrayHerring","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201894"},{"id":"10d0227b-e72d-4f61-aad6-4cd19145b65f","source":"hackernews","source_id":"49203648","content_type":"comment","title":null,"body_preview":"Taste will always be there.\nBut toil is not gone. We have still have code owners, lawyers, physical hardware, thousands of configurations that we can't test them all.\nAnd notably: we will still be ask","author":"jopsen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203648"},{"id":"e78a7bd7-96ab-45ef-bf13-8ceaa8bdbb28","source":"hackernews","source_id":"49202955","content_type":"comment","title":null,"body_preview":"> Suppose you have taste. Suppose you paid the full price and you can feel the sag in the sentence and the wrongness in the function.\n>\n> Congratulations! You now ship at exactly the same speed as the","author":"pnathan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202955"},{"id":"d6fb3675-bcb3-4ab6-8079-346fa4e87319","source":"hackernews","source_id":"49201833","content_type":"comment","title":null,"body_preview":"This article resonated tremendously with me, speaking as someone who has been coding since the 1980s and had to develop my own taste the hard way, through lots and lots of mistakes. Whenever I see a s","author":"mdwelsh","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201833"},{"id":"4a1379d5-1597-429f-b6d0-5efa12eba622","source":"hackernews","source_id":"49201415","content_type":"comment","title":null,"body_preview":"On the topic of taste, I think of this quote in Susan Sontag's \"Notes On 'Camp'\" often:\n“For taste governs every free — as opposed to rote — human response. Nothing is more decisive. There is taste in","author":"hellojomp","classification":"human_created","confidence":0.7,"indicators":["human_indicator_quoting_source","human_indicator_original_commentary","absence_of_ai_signals"],"bot_score":0.24371451185042192,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201415"},{"id":"7384f4b7-189b-441a-be58-a658ef4d4c9c","source":"hackernews","source_id":"49199945","content_type":"comment","title":null,"body_preview":"Congratulations!\nYour timing could not have been better. Yesterday I was talking to a friend about starting a company to tap into the domestic solar inverter market that is about to have a healthy gro","author":"evilelectron","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199945"},{"id":"5fd3d4b2-ddc6-439a-809e-0b7e6b223867","source":"hackernews","source_id":"49200644","content_type":"comment","title":null,"body_preview":"The \"Capabilities\" section was not what I was expecting. Layers, via sizing, HDI - where's the details?","author":"yesod","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200644"},{"id":"228f1cc3-d94b-4154-a817-ffa87aadc862","source":"hackernews","source_id":"49199362","content_type":"comment","title":null,"body_preview":"I think this is a huge opportunity — speed, domestic production _and_ overall usability of the process - i do think appearing serious business matters a lot in this space, i found your site a little l","author":"pclark","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199362"},{"id":"11bf060b-9f65-4bd4-9310-d20511d1ff9c","source":"hackernews","source_id":"49198846","content_type":"comment","title":null,"body_preview":"Nice but the USA are not our global friends anymore.\nAnything available in the EU?","author":"realo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198846"},{"id":"17a35628-0bd9-496d-9129-4ac487e98f10","source":"hackernews","source_id":"49200677","content_type":"comment","title":null,"body_preview":"I'm super excited to try your service and the KiCad plug-in to move supply-chain dialogue closer to point-of-creation makes a TON of sense.  That and the speed seem to be the two points of differentia","author":"jrexilius","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200677"},{"id":"11b383a9-0ae2-4f3f-97c5-1a094e305602","source":"hackernews","source_id":"49198926","content_type":"comment","title":null,"body_preview":"I love to see new players in this space! We’ve done a ton of PCBA through Macrofab. My relationship with them goes back far enough to have been a beta customer and I’ve chatted on the phone with the C","author":"tonyarkles","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198926"},{"id":"ca4aed66-4045-4d6a-9808-769bc46170b7","source":"hackernews","source_id":"49201986","content_type":"comment","title":null,"body_preview":"Drone and defense teams get boards back in 7 days.\nQuick turn in the US is 2 to 4 days.[1] That's expensive but available.\n[1] https://www.surfacemountsolutions.com/services/quick-turn-pc...","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.1405401830187165,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201986"},{"id":"703a0c42-d53c-42e7-9f03-fd3d96eca350","source":"hackernews","source_id":"49198716","content_type":"comment","title":null,"body_preview":"This would be incredible for innovation if we can bring this back domestically.  It's very hard given lack of raw materials and the supply chain around it often also requires robust network but hopefu","author":"bfeynman","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","absence_of_personality"],"bot_score":0.14024475086602797,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198716"},{"id":"aac26f17-aa8c-40c8-8633-92fbd9af1894","source":"hackernews","source_id":"49198990","content_type":"comment","title":null,"body_preview":"> Suddenly we were spending 90% of our time assembling circuit boards instead of growing the business\n> When you look at the full process, you realize that assembly is not the bottleneck.\nI’m confused","author":"montyanne","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198990"},{"id":"8124a562-da65-4061-892b-135092955c31","source":"hackernews","source_id":"49202585","content_type":"comment","title":null,"body_preview":"#1: How does this compare in price, parts lib, features etc to JLC? Obviously the price and parts avail will be a challenge.\n#2: Is this accessible for hobbyists, prototypes, small companies etc, or i","author":"the__alchemist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.10525698884669343,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202585"},{"id":"4a35e44f-2c46-49e7-88f5-392f4af006ea","source":"hackernews","source_id":"49199828","content_type":"comment","title":null,"body_preview":"When you say PCB at the beginning are you referring to raw PCBs or PCBAs? Presumably your service will be sourcing raw PCBs from China still and just doing PCBA?\nWhen my pal’s raw PCB company went out","author":"bloggie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","personal_experience_anecdote","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199828"},{"id":"d3616b81-7f4b-4e58-82c0-9adec248414f","source":"hackernews","source_id":"49202044","content_type":"comment","title":null,"body_preview":"This looks like it has a long way to go before it is usable. Clicking 'Capabilities' largely just gives me the 7 day turn spiel again, while I'd expect something about min trace / space, HDI capabilit","author":"rta5","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202044"},{"id":"b2ebcb87-73c1-4289-9a41-b0e0fde0327e","source":"hackernews","source_id":"49199220","content_type":"comment","title":null,"body_preview":"This is an exciting project! My main feedback: you can definitely tell the website content is AI-generated. It's okay to vibe code the design, but I really hesitate when I see vibed writing.","author":"stopachka","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199220"},{"id":"7abb67de-5b3f-46f2-9b58-133cf660f87b","source":"hackernews","source_id":"49203275","content_type":"comment","title":null,"body_preview":"We (tscircuit) are trying to develop a PCB fabrication method that's compatible with US regulation (i.e. a dry process without etchants)- we're seeing awesome results using UV lasers [1]. Would love t","author":"seveibar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203275"},{"id":"9b7b7b35-f87a-4b55-8f1f-9ca4921f0510","source":"hackernews","source_id":"49203483","content_type":"comment","title":null,"body_preview":"I don't know whether you're looking at small-to-medium batch indie stuff, or big customers, but if it's the former I'd reach out to Josh Lifton from Crowd Supply.  Surprisingly accessible guy and this","author":"AussieWog93","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.059347274393830224,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203483"},{"id":"71c93e04-7996-489a-9d57-0c7c4c04fbe2","source":"hackernews","source_id":"49201865","content_type":"comment","title":null,"body_preview":"I hope you guys are successful because I would love to see more US options in this space. Realistically, you can get boards in 7 days from China, and competing with them on price seems like a challeng","author":"jpatten","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201865"},{"id":"04bbe6ab-e87a-438f-81ba-1796ff8aa015","source":"hackernews","source_id":"49203587","content_type":"comment","title":null,"body_preview":"> Now, the need for a domestic PCB supply chain is higher than ever before, yet the infrastructure has been dissolving over the last 2 decades. What is left is mostly small family run manufacturers (C","author":"eaurouge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203587"},{"id":"690ffb91-b2e8-40b6-b31d-78dadc0b12e8","source":"hackernews","source_id":"49199297","content_type":"comment","title":null,"body_preview":"I ran a hardware startup for about a decade. We ended up doing all PCB assembly in China. We did try to find this in the USA, but it was indeed too slow and expensive.\nThe bottleneck in assembling a P","author":"seizethecheese","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.11043160859797836,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199297"},{"id":"1863a96c-7b44-4e47-84c0-685cc6673774","source":"hackernews","source_id":"49198954","content_type":"comment","title":null,"body_preview":"Any idea what pricing will be like? The fact that you call out Drone and Defense industries on your page suggests to me this is extremely expensive.\nI recently priced out getting a PCB done in China a","author":"ac29","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198954"},{"id":"33a97a24-109f-439d-9c97-d04f1edb6840","source":"hackernews","source_id":"49200691","content_type":"comment","title":null,"body_preview":"Good luck! One valuable differentiation you could provide is a line of credit. If you can’t win on price, you can help your customers win on cash-conversion cycle.\nI’ve been making hardware for 20 yea","author":"amirhirsch","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.0798402344426084,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200691"},{"id":"e7df5864-ca74-412b-be7b-80a136e81369","source":"hackernews","source_id":"49203643","content_type":"comment","title":null,"body_preview":"Love that this goes beyond paged attention. Curious how this compares with Radix Attention [1]?\n[1] https://sgl-project-sglang-93.mintlify.app/concepts/radix-at...","author":"BinRoo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203643"},{"id":"bcc830da-7bd0-4b22-ac7a-ca57fcc95fff","source":"hackernews","source_id":"49203677","content_type":"comment","title":null,"body_preview":"any vids? also please have at least some writing that isnt claude","author":"unleaded","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203677"},{"id":"2da9e800-bd03-43f9-ac67-0044f710c9ca","source":"hackernews","source_id":"49198668","content_type":"comment","title":null,"body_preview":"In the end, unless we are talking about art, in most areas I probably prefer something that follows some specific set of requirements and recipes, rather than have some sort of indescribable 'magic'. ","author":"sega_sai","classification":"human_created","confidence":0.72,"indicators":["strong_opinion_with_nuance","genuine_specificity","imperfect_expression","absence_of_ai_hedging","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198668"},{"id":"46d20c2f-3fd0-4494-b005-21c3456c7a0b","source":"hackernews","source_id":"49199637","content_type":"comment","title":null,"body_preview":"I like the analogy the author draws.\nBut so much of the AI capability discussion can be avoided once everyone understands that a) There is some multivariate supply and demand market for software and b","author":"_diyar","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.27447385717793044,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199637"},{"id":"afdb0dc5-4722-4519-9bd1-5c71b1fdd7d0","source":"hackernews","source_id":"49203411","content_type":"comment","title":null,"body_preview":"There’s nothing quite like a poor analogy to trigger HN.","author":"calmbonsai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203411"},{"id":"789b4894-910a-4f52-8761-e1de24d6bb4e","source":"hackernews","source_id":"49202863","content_type":"comment","title":null,"body_preview":"Feels like everything is pushing us towards deciding if micromanaging the code generator or find a method where we don't even need to do that.\nI still micromanage my agents, how is it with you guys?","author":"sebastianconcpt","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202863"},{"id":"1203b4ac-19a2-4a9d-a140-1a6cf436dd2f","source":"hackernews","source_id":"49200515","content_type":"comment","title":null,"body_preview":"Lol, I'm not sure the author expected to set off an army of nerds arguing how difficult it is to cook a proper steak.\nGod I, totally unironically, love HN.","author":"jamesjolliffe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200515"},{"id":"b24dde6f-f781-4c6f-a8bb-b6ff0c224073","source":"hackernews","source_id":"49198658","content_type":"comment","title":null,"body_preview":"We have this idea of AI software development where a human watches over its shoulder and shouts out things like \"use uuidv7 for the id since timing is important\" or \"use a sum type here to make that b","author":"hombre_fatal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198658"},{"id":"7b09826f-56a6-4198-b8e7-b9fa6e73d2ce","source":"hackernews","source_id":"49203089","content_type":"comment","title":null,"body_preview":"Just trying to troll guys who make steak their identity. Lame.","author":"mrloopex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2003170175503938,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203089"},{"id":"56315c42-959b-4eb7-bf20-e619e2c20ed1","source":"hackernews","source_id":"49198751","content_type":"comment","title":null,"body_preview":"I found this to be my favorite approach[0]. Also, Lan Lam’s stuff is just generally excellent.\nAnd yes, super easy to make with almost no skill.\n[0] https://m.youtube.com/watch?v=uJcO1W_TD74&pp=ygURVG","author":"christophilus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198751"},{"id":"6dd81bf0-4b43-4292-83e9-b6b7bf336e8b","source":"hackernews","source_id":"49201361","content_type":"comment","title":null,"body_preview":"The best framing I've seen so far—and boy have a lot of people tried to frame the capabilities of AI recently—is that AI shines for people who use it to extend their thinking, and fails for those who ","author":"dasil003","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201361"},{"id":"bce72094-1cef-450a-8a56-9b52bec8c739","source":"hackernews","source_id":"49200226","content_type":"comment","title":null,"body_preview":"It would certainly help if it could taste what it produced. Or see, with its eyes, how the result is changing as its process changes. Or learn, from first principles, what is happening at each step an","author":"Night_Thastus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15583701262127753,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200226"},{"id":"a33a7fbf-da41-46c6-afa2-c78890cd65b1","source":"hackernews","source_id":"49201916","content_type":"comment","title":null,"body_preview":"Either my brain is cooked or this is AI generated/assisted text.\nThe problem is I can no longer tell the difference between AI and non-AI writing. Maybe my brain got bad, maybe everyone now writes lik","author":"fnoef","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201916"},{"id":"fe6548f2-64fa-44f0-a2ec-5be7fb6978e9","source":"hackernews","source_id":"49202975","content_type":"comment","title":null,"body_preview":"I hear this take often and here are my thoughts.\nAI has basically given everyone a home kitchen, but yes most people are still bad cooks because it's not their passion and it's hard to master. So they","author":"theturtletalks","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.09911946817968244,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202975"},{"id":"840fb0ec-fa13-4933-8298-55b57a8836e8","source":"hackernews","source_id":"49198490","content_type":"comment","title":null,"body_preview":"I hope and believe that some great companies and teams will use LLMs to build higher quality software.\nWe built Electron because writing UIs using native desktop frameworks is tough. Is it still tough","author":"dom96","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.0985902344426084,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198490"},{"id":"45ebfc4a-7b84-4e66-8c4c-e51a2a09e049","source":"hackernews","source_id":"49201002","content_type":"comment","title":null,"body_preview":">And what do we want?\n>We want the perfect steak.\nThis premise seems incorrect. SWEs may aspire to produce perfect steaks as a matter of pride, but demand asks for mass produced steaks that trade off ","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.12738176889123062,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201002"},{"id":"8e887f81-0d7a-4acc-b8b0-82f5ed761e2d","source":"hackernews","source_id":"49203688","content_type":"comment","title":null,"body_preview":"I’ve been taken to a steak house for birthday and was shunned for ordering something basic. My reasoning is; a steak is so easy to ruin because it’s so easy to make that it’s just not worth the price ","author":"slicktux","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203688"},{"id":"de46a9a1-d99f-4e40-8842-5532d127b1f8","source":"hackernews","source_id":"49203417","content_type":"comment","title":null,"body_preview":"I actually find that the less I fuss over a steak, the more optimal the result. I do use a thermometer, but apart from that, cooking it with salt and pepper or some steak spice on a cheap pan (stainle","author":"ern","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203417"},{"id":"10e112aa-362b-49de-ad28-7d213a223038","source":"hackernews","source_id":"49201552","content_type":"comment","title":null,"body_preview":"This stuff should have some warning tag: rando's musings about LLMs. Lately, whenever I think I found an interesting article it turns out to be this.","author":"igiveup","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201552"},{"id":"d7b32d13-c32c-4152-bb11-99126045546e","source":"hackernews","source_id":"49198373","content_type":"comment","title":null,"body_preview":"I do not appreciate when authors use the royal \"we\" to speak for all software engineers when admitting to low quality-control standards.\nI suspect that it is an attempt to broach an uncomfortable topi","author":"xtajv","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","analogy_with_specifics","platform_fluency","imperfect_expression"],"bot_score":0.22222222222222218,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198373"},{"id":"92f3ef17-ce6d-41fd-ae85-0732100795c6","source":"hackernews","source_id":"49199989","content_type":"comment","title":null,"body_preview":"God dammit I thought this was going to teach me how to cook a steak, not talk about AI.","author":"asdfman123","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.20194889047362746,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199989"},{"id":"827f9964-9624-4df4-b705-99364d818927","source":"hackernews","source_id":"49198589","content_type":"comment","title":null,"body_preview":"I take the point, but I think the author picked a poor analogy. Cooking even an excellent steak is actually not that hard. In fact, I'd argue that it's among the easiest things to master/make at a top","author":"MostlyStable","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","specific_details","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198589"},{"id":"65d8c115-5c1b-446c-bbdc-b2364c10fdd7","source":"hackernews","source_id":"49199477","content_type":"comment","title":null,"body_preview":"I love how the data from top players shows that they're using a build on the Pareto Front, i.e. that the wisdom of crowds settles on a meta that is optimum. I wonder if we analyzed other games, if the","author":"SaltyBackendGuy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199477"},{"id":"2384f5d0-02dc-45d9-8596-06477fe33ead","source":"hackernews","source_id":"49197190","content_type":"comment","title":null,"body_preview":"If you liked the playing card interaction at the start (I did), I run a random side project where you (or your coding agent) can build similar 3d cards:\nhttps://requirement5.com\nbuild a card here: htt","author":"FailMore","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.041912509188154014,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197190"},{"id":"ec0f53d1-d423-4ab9-9c63-cd8fac327d0c","source":"hackernews","source_id":"49200821","content_type":"comment","title":null,"body_preview":"2020: https://www.civisanalytics.com/resources/the-best-mario-kart...\nOG credit to: Henry Hinnefeld\n2015: https://hinnefe2.github.io/python/tools/2015/09/21/mario-kar...","author":"tgtweak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200821"},{"id":"5955ea72-7354-404f-9f65-ba42781ae77d","source":"hackernews","source_id":"49203191","content_type":"comment","title":null,"body_preview":"Holy! This is one of the best articles i ever read here. Really, really cool.","author":"hei-lima","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203191"},{"id":"b56a1cd0-e2b3-4e0b-8865-9d3ba9216e2b","source":"hackernews","source_id":"49199154","content_type":"comment","title":null,"body_preview":"I used to play Diddy Kong Racing for the Nintento 64 a lot and what I learned is that the smaller carts with fast acceleration were good for learning how to navigate around the course and for battle r","author":"initramfs","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199154"},{"id":"fcd93d86-1ad8-488e-abc2-160cf5379001","source":"hackernews","source_id":"49198147","content_type":"comment","title":null,"body_preview":"On a tangent, I was a bit confused by the everyday examples given in this article.\n\"We're often faced with similar trade-offs. You want a meal that's both cheap and delicious? A job that's both well-p","author":"Agentlien","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198147"},{"id":"aaddb9fc-1e5e-4579-a857-0bc6c57ae290","source":"hackernews","source_id":"49197501","content_type":"comment","title":null,"body_preview":"I would really love to be able to explore this data, e.g. what is the \"worst\" driver? Is there an inverse Pareto front?","author":"charv","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197501"},{"id":"4898f3e1-1981-4149-812a-7315f82a9852","source":"hackernews","source_id":"49200339","content_type":"comment","title":null,"body_preview":"(2024) according to https://www.mayerowitz.io/blog and https://github.com/SuperMayo/mayerowitz.io/tree/main/src/rou...","author":"Aachen","classification":"human_created","confidence":0.7,"indicators":["direct_link_sharing","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200339"},{"id":"0d8f4832-0fc0-48ce-bdfa-6dc84ac15898","source":"hackernews","source_id":"49199017","content_type":"comment","title":null,"body_preview":"Ive been played. Me and my brother used to play this all the time. He would always beat me and whenever I would win it would be a momentous occasion. Turns out his build was directly on the pareto fro","author":"hspeiser","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199017"},{"id":"fd5697b6-3443-4e62-b925-30cb60509bc9","source":"hackernews","source_id":"49195875","content_type":"comment","title":null,"body_preview":"Previous discussion (2024): https://news.ycombinator.com/item?id=39936246","author":"Retr0id","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195875"},{"id":"e2d04b57-1022-4dd6-ba3b-a98278bc782f","source":"hackernews","source_id":"49199664","content_type":"comment","title":null,"body_preview":"I love when people do an amazing job carefully explaining something complicated in a way that makes it seem very intuitive. Excellent job. Way to show off those technical communication chops!","author":"CobrastanJorji","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199664"},{"id":"0aa4cbe2-6286-45ca-ac86-71ccf029aa5c","source":"hackernews","source_id":"49203180","content_type":"comment","title":null,"body_preview":"I always thought in these games; picking acceleration is a way for you to recover from your mistakes. If you made no mistakes the speed would win. So, it is always better to pick the harder option and","author":"cantalopes","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.1074307982894529,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203180"},{"id":"4806ef35-f791-4010-ba92-3b62a6afd615","source":"hackernews","source_id":"49202077","content_type":"comment","title":null,"body_preview":"This doesn't account for vehicle size (important for red shell wall breaking[0]) and drifting style[1].\n[0] A redshell wall break is when you point your vehicle near a wall to break a redshell without","author":"Velocifyer","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202077"},{"id":"4222c915-0706-46f5-afcf-f46db238451f","source":"hackernews","source_id":"49199611","content_type":"comment","title":null,"body_preview":"There are a few things that are assumed to be true when talking about the Pareto frontier here, but aren’t always true.\nOne, that more of something is always better, e.g. it is always better to have m","author":"cortesoft","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.12612986077295044,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49199611"},{"id":"aebbe40b-7d52-4ee3-834f-29194697219e","source":"hackernews","source_id":"49197934","content_type":"comment","title":null,"body_preview":"Of course I, and most of the dads I know, optimise for something else: what’s the car that will keep me competitive, but probably losing, to the kids?","author":"moomin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197934"},{"id":"79c935bd-55a8-4552-a93d-5d8108bb4086","source":"hackernews","source_id":"49195811","content_type":"comment","title":null,"body_preview":"I did not understand https://news.ycombinator.com/item?id=49096439, but I understood this.","author":"a3w","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49195811"},{"id":"7285e183-c8a9-4c80-a372-ae2e65637fce","source":"hackernews","source_id":"49196460","content_type":"comment","title":null,"body_preview":"> You probably won't pick a driver sitting on the edge of the frontier because you want some balance between speed and acceleration\nfor super mario kart speedruns go with bowser/dk: https://www.speedr","author":"__s","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196460"},{"id":"20a48b07-ad71-4ba6-a81e-e5fccd17d4fd","source":"hackernews","source_id":"49200529","content_type":"comment","title":null,"body_preview":"I did similar analysis a couple years ago for optimizing item builds in WoW classic. The tricky part in WoW is that there are 15ish item slots with hundreds of item choices for each slot, so the total","author":"uzerfcwn","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49200529"},{"id":"09ad1cc4-57ae-481d-8565-ddfffdb35dca","source":"hackernews","source_id":"49203784","content_type":"comment","title":null,"body_preview":"Peach was goated in Super Mario Bros 2 as well. I always pick her.","author":"alana314","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203784"},{"id":"62bb6433-cfcf-48da-80ac-022dff56198c","source":"hackernews","source_id":"49196294","content_type":"comment","title":null,"body_preview":"This is a really important concept for developers.\nOne aspect for developers that I see quite often is the assertion that \"We can't have X without giving up more Y\", most commonly \"we can't have more ","author":"jerf","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","uniform_paragraph_rhythm","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49196294"},{"id":"0cf1074e-317d-4ed5-99e7-ea24ddfd929d","source":"hackernews","source_id":"49203584","content_type":"comment","title":null,"body_preview":"Seems like an almost irresponsibly misleading headline.","author":"viccis","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203584"},{"id":"7b239107-ed36-4c70-a4d2-4e1569beec11","source":"hackernews","source_id":"49203359","content_type":"comment","title":null,"body_preview":"Is this the new government after the old one was violently overthrown last year?","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.140076931263742,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203359"},{"id":"34ffb8de-10df-488b-a4c8-9fc8116b2723","source":"hackernews","source_id":"49203401","content_type":"comment","title":null,"body_preview":"First thought was: ouch, government data got leaked and added to the database.","author":"waschl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203401"},{"id":"d76262d2-85c6-44b1-ab96-01af0b3287d8","source":"hackernews","source_id":"49203328","content_type":"comment","title":null,"body_preview":"This is good news considering the current state of government run IT services in Nepal (that the page to schedule a passport renewal appointment requires you change your local timezone or override TZ ","author":"amritananda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203328"},{"id":"d8d8cc86-7652-4db5-9731-645c955c7bc0","source":"hackernews","source_id":"49190377","content_type":"comment","title":null,"body_preview":"More direct link: https://nso.edu/press-release/nsf-inouye-solar-telescope-ena...","author":"nomel","classification":"human_created","confidence":0.7,"indicators":["direct_link_sharing"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49190377"},{"id":"fd2c051a-4bcd-4aca-bea2-92b2ecfb0caa","source":"hackernews","source_id":"49197915","content_type":"comment","title":null,"body_preview":"Not to undermine how cool this is but is there any reason why we are only getting a looped 3 second video?","author":"x______________","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49197915"},{"id":"a039f2e9-4620-4210-899b-89f19f947457","source":"hackernews","source_id":"49203206","content_type":"comment","title":null,"body_preview":"The Nature paper is open-access at https://www.nature.com/articles/s41586-026-10871-3 in case folks want to read the details.","author":"bluenose69","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203206"},{"id":"68e4f355-7e8f-4329-b652-b8617d5a615e","source":"hackernews","source_id":"49191022","content_type":"comment","title":null,"body_preview":"This kind of observation is a big deal for solar physics.\nIt's been believed for decades that these small-scale (~100km and below) turbulent features are critical to understanding how energy dissipate","author":"mturmon","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","self_reference","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49191022"},{"id":"192cd8d1-7170-4cc8-8b13-1c79d2311a6f","source":"hackernews","source_id":"49201743","content_type":"comment","title":null,"body_preview":"Quick question: Would you have actually donated to Herdr if they were asking for donations? I don't think any of you would have, unless stated otherwise.\nSo this is another reason why developers do no","author":"rvz","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11815100083239535,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201743"},{"id":"0728fc3a-7e0c-41f1-a871-392d66eb5011","source":"hackernews","source_id":"49201633","content_type":"comment","title":null,"body_preview":"Wow, congrats! Can you discuss how you got YCombinator to select your open source project? I know they sometimes fund open source… I’ve been building several large platforms since 2011 but I have neve","author":"EGreg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201633"},{"id":"b95ff152-4698-4262-9a69-2e401451b424","source":"hackernews","source_id":"49202022","content_type":"comment","title":null,"body_preview":"Tbh it doesn’t bother me entirely. I love this tool so much I’d pay for it.\nVC funding can enshitify things but it can also improve them. Here’s hoping for the latter.","author":"tyleo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.0780602760671464,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202022"},{"id":"d3927c31-11a6-4f1b-84d9-bd61f9d93cf1","source":"hackernews","source_id":"49201599","content_type":"comment","title":null,"body_preview":"I am a HUGE herdr fan - discovered it a few months ago and it's exactly what I need for my workflow.  Thousands of others have discovered it as well, which is awesome.\nI have such mixed feelings about","author":"nlh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201599"},{"id":"fbd7a059-3642-4345-b8e3-f1fbf0e3cf73","source":"hackernews","source_id":"49202004","content_type":"comment","title":null,"body_preview":"Oh man - herdr is great. This will not be net good. Sigh.","author":"kar1181","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202004"},{"id":"737248bf-1cf0-4ad6-bc14-3466a2754e92","source":"hackernews","source_id":"49201901","content_type":"comment","title":null,"body_preview":"I switched from tmux to Herdr about six weeks ago.  It's a great bit of software, the UI is focused on switching between multiple agents quickly.  I run Herdr to keep my opencode instances well manage","author":"hx8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_personality"],"bot_score":0.14253965254941164,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201901"},{"id":"db0309c2-7d78-4600-a82e-0cf9fa18e8ff","source":"hackernews","source_id":"49203504","content_type":"comment","title":null,"body_preview":"I thought the A2A protocol from Google would solve this of our personal agents speaking with company agents","author":"Gooblebrai","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203504"},{"id":"8d4c42b6-b46f-4841-85e0-7affeeca78b7","source":"hackernews","source_id":"49203436","content_type":"comment","title":null,"body_preview":"I've been using Herdr for a while now, but I'd like a multiplexer that's also a meta-harness that I can connect to remotely. I know others have setups that work, I just haven't quite figured it out ye","author":"vehemenz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203436"},{"id":"faa62180-4547-4320-b216-c2c5a9e0c647","source":"hackernews","source_id":"49203351","content_type":"comment","title":null,"body_preview":"As a relatively recent herdr user, I’ll say (1) congratulations and (2) the thing that was most attractive was the seeming orthogonality of the tool.  It sits apart, interfaces with subordinate progra","author":"kristjansson","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203351"},{"id":"79fd14dc-c53c-40bb-bac5-e41cfe421125","source":"hackernews","source_id":"49201938","content_type":"comment","title":null,"body_preview":"I am guessing this now directly competes with mitchellh's multiplexer / Superlogical.","author":"asadm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.14859023444260838,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201938"},{"id":"cf1f9dd0-f3e9-4712-a29b-14295f347b4b","source":"hackernews","source_id":"49202509","content_type":"comment","title":null,"body_preview":"Congrats to Can! I am using Herdr and i think its a great tool. A modern solo dev success story , very inspirational.\nI see some negative comments here that I could understand why funding scares them ","author":"user-","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","opinion_expressed"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202509"},{"id":"9ca48bb3-268f-4f6f-be9f-35709ab87cd5","source":"hackernews","source_id":"49201667","content_type":"comment","title":null,"body_preview":"> That’s why I recently switched it from AGPL to Apache: I want everyone to use Herdr freely, without any problem.\nI'm curious what the actual problems with AGPL were.","author":"ValentineC","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201667"},{"id":"be18c580-54f5-488e-b68b-98953d7e99bb","source":"hackernews","source_id":"49203788","content_type":"comment","title":null,"body_preview":"I haven’t seen one of those classic  Herdr/Herdly tech names in a while now.","author":"Waterluvian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203788"},{"id":"e7d6450f-dd78-41ff-bae0-353d9979bb4f","source":"hackernews","source_id":"49203107","content_type":"comment","title":null,"body_preview":"Congrats to Can on the pre-seed funding. genuinely wishing you all the best.\nThe terminal multiplexer / multi-agent coding space is getting very crowded. YC alone has funded many competing startups in","author":"ahmadyan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203107"},{"id":"6356ef86-baba-4c1b-992a-e72dfd0ef00d","source":"hackernews","source_id":"49203122","content_type":"comment","title":null,"body_preview":"It must be a “super model”. What will be if new model released? New chips?","author":"andrewvl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.17799316333829265,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203122"},{"id":"e08ca561-bd6e-427f-9597-0ea4df6f35f3","source":"hackernews","source_id":"49201976","content_type":"comment","title":null,"body_preview":"Didn't even give them a chance to launch the hardware.","author":"rvz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.11815100083239535,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201976"},{"id":"dec37846-8955-4575-b29b-9715d62f59d8","source":"hackernews","source_id":"49202732","content_type":"comment","title":null,"body_preview":"I feel like NAND process tech could become useful at solving some of these problems. A GPU where you can update the weights a few thousand times may be sufficient.","author":"bob1029","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202732"},{"id":"613c647f-28e6-4ae7-b097-3eb030658053","source":"hackernews","source_id":"49203225","content_type":"comment","title":null,"body_preview":"With web search and tool call a decent current generation model at the speed of the chatjimmy could do a lot. People saying it would be out of date are missing the point. It’s not going to make much s","author":"tecoholic","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_indicators"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203225"},{"id":"de6b1a10-fcd3-4db9-b6c0-6204d51d8f81","source":"hackernews","source_id":"49202076","content_type":"comment","title":null,"body_preview":"While this design is self-limiting I think its a good approach.  It doesn't take an entirely new architecture or infinite memory to produce significant performance improvement.","author":"MarkWayneNewton","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202076"},{"id":"08880962-e8cc-4e4e-9e11-8facded53cde","source":"hackernews","source_id":"49202996","content_type":"comment","title":null,"body_preview":"Can anyone comment on the economics and likely turnaround times of this process, when it’s more mature?\nWould it be realistic for a frontier lab to deploy this or would the turnaround time mean the mo","author":"nojs","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_comprehensive","template_phrases"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202996"},{"id":"faedcb90-822e-4ee6-b94c-7e2d196aa104","source":"hackernews","source_id":"49203512","content_type":"comment","title":null,"body_preview":"It obviously won’t be continuous delivery but could make sense if the lifecycle of a model (train, deploy, iterate (meaningfully) is about 1-2 years. In that case it fits nicely in the “this year’s mo","author":"redmoonx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203512"},{"id":"bab6cb29-9825-4f93-a2f1-80bd024e3a27","source":"hackernews","source_id":"49202480","content_type":"comment","title":null,"body_preview":"Honestly, this is starting to make more and more sense. SOTA models are starting to converge to certain architecture and capabilities. I wouldn’t be surprised we end up with a base model ASIC + “fine ","author":"syntaxing","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202480"},{"id":"2f12f64a-5769-45d3-8e40-c5143239b60d","source":"hackernews","source_id":"49201851","content_type":"comment","title":null,"body_preview":"Really hoped to see their hw out in the wild one day","author":"proxysna","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201851"},{"id":"b9333657-8e70-4c23-ad3b-8d9b9bbf1d8e","source":"hackernews","source_id":"49202697","content_type":"comment","title":null,"body_preview":"AMD could have saved their money and used their own hardware! I've got a language model doing 60k tok/s on AMD hardware already, a Xilinx Kria K26 SOM, with the weights baked into URAM/BRAM with zero ","author":"mikeayles","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202697"},{"id":"40ff01f7-c901-4a39-8f5a-2ad54612288e","source":"hackernews","source_id":"49202264","content_type":"comment","title":null,"body_preview":"Well so much for that dream.\nGuess we can look forward to picking these up ex-enterprise on ebay for under $5k a pop in a decade or two","author":"badatnames","classification":"human_created","confidence":0.85,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202264"},{"id":"5d02cac9-725a-4510-ba60-3ddc7ab40442","source":"hackernews","source_id":"49203576","content_type":"comment","title":null,"body_preview":"Field reprogrammable, it's an FPGA on steroids. Field upgradable.\nBurnt in, it needs a zif socket and easy access in every car, aircraft, a pull out slot in a phone, or it's new era planned obselescen","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.130114046289861,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203576"},{"id":"ccbd7c05-f537-4496-8e06-26142f113a3f","source":"hackernews","source_id":"49202375","content_type":"comment","title":null,"body_preview":"This is probably a win-win.  The team gets paid, and we get greater assurance that their best ideas and architectures -- which are truly impressive -- are going to see the light of day in actual produ","author":"A_D_E_P_T","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202375"},{"id":"eab84d43-8a5f-4982-9d5f-5f6c2a2e5539","source":"hackernews","source_id":"49203672","content_type":"comment","title":null,"body_preview":"Can you imagine in few years getting Fable level intelligence at 20k tokens per second?\n\"You are not prepared\"\n--Illidan Stormrage","author":"jackdoe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203672"},{"id":"ed25cad5-c16b-41d1-99cf-47d56503d825","source":"hackernews","source_id":"49203618","content_type":"comment","title":null,"body_preview":"Is there any LLM from exactly one year ago that would be worth running?\nIn Aug 2025 you had\n- OpenAI o3\n- Opus 4.1\n- Gemini 2.5 Pro\n- Grok 4\nEven if those were almost free to run, you'd be way better ","author":"redox99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinion","absence_of_ai_signals"],"bot_score":0.07040414066556502,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203618"},{"id":"4afbd742-a828-41fe-9d6c-9356ba5b96ed","source":"hackernews","source_id":"49203424","content_type":"comment","title":null,"body_preview":"Given the fast churn of the models, how does it work out?\nWon’t the silicon etched model already be 1 or more versions behind by the time the silicon comes out.\nThough if it’s cheap enough, there cert","author":"yumraj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203424"},{"id":"4b49277e-5dd3-43a1-80ae-f55d4e3f540d","source":"hackernews","source_id":"49203451","content_type":"comment","title":null,"body_preview":"This is neat but IMO a little crazy.\nSomething I personally haven’t seen much of, in all the discussions of model benchmarks and AI breakthroughs, is a distinction between “peak performance” and “reli","author":"msteffen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203451"},{"id":"35cec5e5-4a2e-48c9-9949-ff03a92538bb","source":"hackernews","source_id":"49202918","content_type":"comment","title":null,"body_preview":"I'm surprised neither OpenAI nor Anthropic made this move first. 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Please use this format:\n  Location:\n  Remote:\n  Willing to relocate:\n  Technologies:\n  Résumé/CV:\n  Email:\n\nPlease only post if you are personally l","author":"whoishiring","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","clear_purpose","absence_of_ai_signals"],"bot_score":0.33333333333333337,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49156682"},{"id":"3af984fd-ca77-43f1-ae47-11ccc7a492ba","source":"hackernews","source_id":"49194943","content_type":"post","title":"It's Easier Than Ever to Fly Private Without Your Own Jet","body_preview":"It's Easier Than Ever to Fly Private Without Your Own Jet","author":"bilsbie","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.15309772706544536,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:13 GMT+0000 (Coordinated 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You send us design files or specs and we give you assembled boards domestically in days.\nThe US produced 30% of PCBs globally in","author":"willcarkner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49198464"},{"id":"0ddf9200-7263-416d-938c-f58632acc9fe","source":"hackernews","source_id":"49202852","content_type":"post","title":"Inside vLLM: Anatomy of a High-Throughput LLM Inference System (2025)","body_preview":"Inside vLLM: Anatomy of a High-Throughput LLM Inference System (2025)","author":"sebg","classification":"human_created","confidence":0.85,"indicators":["title_as_content","technical_topic"],"bot_score":0.15535606553289844,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49202852"},{"id":"1713a1e1-cdc0-4314-a278-50b691ba3ec1","source":"hackernews","source_id":"49203059","content_type":"post","title":"Show HN: Pokémon Emerald Ported to Raspberry Pi Pico 2","body_preview":"Pokémon Emerald ported to the RP2350 microcontroller. No emulator, 60 fps HDMI output. Recompiled from ARMv4T to Cortex-M33 and the Game Boy Advance's video hardware is reimplemented in software on th","author":"mdeeds","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203059"},{"id":"04aed10e-e37d-45ef-bcd5-1ef99b844691","source":"hackernews","source_id":"49203105","content_type":"post","title":"Welcoming the Nepalese Government to Have I Been Pwned","body_preview":"Welcoming the Nepalese Government to Have I Been Pwned","author":"gnabgib","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16584158415841582,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49203105"},{"id":"ad78e163-6f88-43b9-af9e-829ad01cd6a2","source":"hackernews","source_id":"49184355","content_type":"post","title":"NSF Inouye Solar Telescope Enables Major Discovery of a Hidden Solar Process","body_preview":"https://www.bbc.com/news/articles/c36d4376nd2o, https://archive.is/YDn6S","author":"neversaydie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49184355"},{"id":"ec2a1d26-bd7d-4b89-9044-5774aea596c0","source":"hackernews","source_id":"49201003","content_type":"post","title":"Herdr is joining Y Combinator. The runtime stays open","body_preview":"Herdr is joining Y Combinator. The runtime stays open","author":"collinmanderson","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201003"},{"id":"e8c5e34a-699e-4b63-afb8-48436f1c7d88","source":"hackernews","source_id":"49201970","content_type":"post","title":"AMD acquires Taalas to boost inference performance by etching models in silicon","body_preview":"https://ir.amd.com/news-events/press-releases/detail/1296/am...\nhttps://chatjimmy.ai/","author":"itvision","classification":"human_created","confidence":0.7,"indicators":["platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Aug 06 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=49201970"},{"id":"e783cd26-b9e9-41b9-ae86-b68105bcd791","source":"lobsters","source_id":"lobsters:c_1ptdio","content_type":"comment","title":null,"body_preview":"I am asking because I couldn't quite credit this.\n\n«\nVirtualisation made simple\n\nSelect an operating system and let Boxes download and install it for you in a virtual machine.\n»\n\nThat is not clear eno","author":"lproven","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.015319531114783227,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_1ptdio"},{"id":"79eb6720-5532-4d04-b6f8-edb7a18beec0","source":"lobsters","source_id":"lobsters:c_dgz58j","content_type":"comment","title":null,"body_preview":"I don't think that was the purpose of this post.\n\nThe app's homepage makes it fairly clear, I think:\n\nhttps://apps.gnome.org/en-GB/Boxes/\n\nWhat do you reckon?","author":"lproven","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.015319531114783227,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_dgz58j"},{"id":"f77b1e95-dbc6-476e-bf22-a93dd13d9ccc","source":"lobsters","source_id":"lobsters:c_nsmzlg","content_type":"comment","title":null,"body_preview":"I wish this article started with a sentence or two saying what GNOME boxes are.\n\nAfter reading this, the website homepage, and the wikipedia page I'm still not sure!","author":"lpil","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.07957822924338949,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_nsmzlg"},{"id":"4f505cc1-7bcb-4680-b136-970a7a9301ab","source":"lobsters","source_id":"lobsters:c_qrpygj","content_type":"comment","title":null,"body_preview":"I don't know about non-dx editions of aurora/bluefin/bazzite, but virt-manager from flatpak works just fine","author":"patryk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.022258988139079727,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_qrpygj"},{"id":"0a4c10a8-01f1-4403-8b09-2c55192ad21f","source":"lobsters","source_id":"lobsters:c_gh0ba9","content_type":"comment","title":null,"body_preview":"As a Flatpak-first application, Boxes is probably one of the easiest virtualization apps to get running on Fedora atomic-based distributions. Bazzite in particular has gotten a lot of attention recent","author":"jamesgecko","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_gh0ba9"},{"id":"cae2dc85-42a6-4570-86f6-449859861bfc","source":"lobsters","source_id":"lobsters:c_bkjrnn","content_type":"comment","title":null,"body_preview":"Same, but additionally I'm apparently jumping window managers or DEs often enough that I generally fall back to common solutions. (Yes, I know, most GNOME/KDE apps also work without the DE, but someti","author":"wink","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.12499999999999999,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_bkjrnn"},{"id":"254b752a-9f4b-4c04-9fc0-0a58b028f020","source":"lobsters","source_id":"lobsters:c_vlgcxa","content_type":"comment","title":null,"body_preview":"UTM is a lot more flexible while remaining user friendly. There's some rough spots in the UX and lack of polish in some places, but it strikes the right balance.","author":"calvin","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_vlgcxa"},{"id":"296a2fd8-b7f6-4d77-a19f-86b7da234db2","source":"lobsters","source_id":"lobsters:c_rdrtup","content_type":"comment","title":null,"body_preview":"I can't speak for Boxes, but on macOS I normally use UTM, which seems to be an equivalent tool.  It has an option to let me specify qemu command-line flags if I want to, but most things can be configu","author":"david_chisnall","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_rdrtup"},{"id":"af0225f3-83c2-4a1f-a3a1-3d2cc68e3604","source":"lobsters","source_id":"lobsters:c_cdno7h","content_type":"comment","title":null,"body_preview":"A lot of people running boxes have likely never heard of QEMU in their lives. If you're someone new to linux and want to explore different distros it's nice just to download an ISO and try something o","author":"Jackevansevo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_expression"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_cdno7h"},{"id":"b3f80100-93b6-4448-aaed-6140d701add1","source":"lobsters","source_id":"lobsters:c_ad3w3c","content_type":"comment","title":null,"body_preview":"i vastly prefer boxes'sss's ui, but ended up using virt-manager due to semi-niche networking requirements (tossing a qualys virtual appliance into boxes never worked quite as well as you'd hope). boxe","author":"arcayr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_ad3w3c"},{"id":"d29e8b7e-d6f5-4627-ab6d-23b7e014f277","source":"lobsters","source_id":"lobsters:c_efw1lf","content_type":"comment","title":null,"body_preview":"I'm a little surprised there's that much interest in Boxes. Usually when I need to virtualize something, I need more control than what Boxes can give me and fall back to virt-manager (or really, rawdo","author":"calvin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_efw1lf"},{"id":"dcdb922e-4c08-494a-a28e-228b08ce9327","source":"lobsters","source_id":"lobsters:c_m6vgjq","content_type":"comment","title":null,"body_preview":"it looks like it's being bundled in directly according to the manifest, which is interesting to me, because in contrast virt-manager's flatpak uses an extension (here in the manifest) to provide qemu ","author":"arcayr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_m6vgjq"},{"id":"97859e41-9d06-4f65-bfa5-2dc0b362c4b0","source":"lobsters","source_id":"lobsters:c_xojjkj","content_type":"comment","title":null,"body_preview":"I’m curious how packaging the “entire virtualization stack” is going to work out. Qemu is a sprawling project with a high update cadence and a bunch of modules for machines that any one person will ne","author":"Fingel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.031046354076522176,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/3umxr8/future_gnome_boxes#c_xojjkj"},{"id":"d3bba59d-a43f-4a2d-845f-492d706f5142","source":"lobsters","source_id":"lobsters:c_87k6wy","content_type":"comment","title":null,"body_preview":"Brilliant! Made me remember about BOFH for some reason, got a little bit same vibes here.","author":"bsandro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_87k6wy"},{"id":"abf71033-fd48-447b-a60c-12b76c17ef09","source":"lobsters","source_id":"lobsters:c_ytew8i","content_type":"comment","title":null,"body_preview":"This made me laugh out loud, it’s just a great quote (emphasis is mine):\n\n\nYes, I know they support Windows, which we don’t. PRs welcome. No, not from you, and definitely not from them. We do support ","author":"eduard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_ytew8i"},{"id":"e180a1c5-58b3-485d-88c7-4209f9d53aa3","source":"lobsters","source_id":"lobsters:c_e6ts8i","content_type":"comment","title":null,"body_preview":"Oh wow, that's interesting, thanks for sharing!\n\nConspicuous is one way to describe those disclaimers...","author":"albino","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_e6ts8i"},{"id":"d9303d62-5017-4e5c-b8ef-a0784e30e5b6","source":"lobsters","source_id":"lobsters:c_rlpsov","content_type":"comment","title":null,"body_preview":"That’s one reason…the other is that most state laws actually do require that language to be in a “conspicuous font” and that’s the best we could come up with in plain ASCII.","author":"wrs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_rlpsov"},{"id":"e015b29f-dc43-4f3c-a1d6-a70b6b592eea","source":"lobsters","source_id":"lobsters:c_0s2g9x","content_type":"comment","title":null,"body_preview":"When I was young and I just started writing software, I often wondered why the warranty disclaimer in software licenses was always in ALL CAPS. You know, the bit that says WITHOUT WARRANTY OF ANY KIND","author":"albino","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_0s2g9x"},{"id":"3aa51e6d-fa69-49fe-9f0c-152f21710d77","source":"lobsters","source_id":"lobsters:c_qqkm45","content_type":"comment","title":null,"body_preview":"My thoughts about open source are something like\n\nI put this thing into the world because I wanted to make it\nThis is a work of art. You always have free license to critique art, and file many pointle","author":"pie_flavor","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","template_phrases"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_qqkm45"},{"id":"e1ecb0bd-aa1a-4f26-8de1-dfc8faccd6f0","source":"lobsters","source_id":"lobsters:c_9ideyi","content_type":"comment","title":null,"body_preview":"Most of my projects are GPL3+ (with one or two still on GPL2+) and I've yet to see anyone complain about it.","author":"spc476","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_9ideyi"},{"id":"86ac4a87-6e6e-41ff-aa76-007624ee4d0b","source":"lobsters","source_id":"lobsters:c_bezwvh","content_type":"comment","title":null,"body_preview":"In vibes, I'd say that the GPL is for \"share with whoever owns the computer that the software runs on\", and that the AGPL is for \"share with whoever uses the software (even if they have no access to t","author":"natkr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.12499999999999999,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_bezwvh"},{"id":"3e4f0782-eac9-4c3b-8b93-7e8d9340f592","source":"lobsters","source_id":"lobsters:c_gfqunc","content_type":"comment","title":null,"body_preview":"An overly simplified guide to major licenses. Vibes, not legal advice.\n\nMIT, Apache 2: Do whatever, just don't sue me.\n\nGPL: Share and share alike. No, I mean it.\n\nAGPL: When I said, \"Share and share ","author":"emk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_gfqunc"},{"id":"51e268a9-b8d0-4ab3-b315-c0dfc6a18b4f","source":"lobsters","source_id":"lobsters:c_ezw9e8","content_type":"comment","title":null,"body_preview":"Do you have a reason for recommendation?  I haven't really given licensing much thought aside from knowing they come with terms of use.","author":"Halkcyon","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_ezw9e8"},{"id":"05b79389-0a9d-4418-aedf-a9043076f0e1","source":"lobsters","source_id":"lobsters:c_dh5cdj","content_type":"comment","title":null,"body_preview":"If you're switching anyway AGPL is there for you 😉 but of course whatever you device will be best for yourself","author":"singpolyma","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_dh5cdj"},{"id":"5ff9e842-e4fa-49f2-8680-33e5c85355ae","source":"lobsters","source_id":"lobsters:c_vzyvr3","content_type":"comment","title":null,"body_preview":"Heh, this rant made me actually think about switching some of my hobby projects from MIT to GPL-3. I might switch soon. Even when nobody ever cares about them anyways. Or because nobody cares anyways.","author":"Melkor333","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","self_reference"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_vzyvr3"},{"id":"2e7b9421-aec2-4e7b-8aab-904b67cb2953","source":"lobsters","source_id":"lobsters:c_7i6qkt","content_type":"comment","title":null,"body_preview":"I think you are confused. I am not a supply chain\n\n\nThis needs to be stated in caps right next to INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY OR FITNESS FOR A PARTICULAR PURPOSE bec","author":"x64k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_7i6qkt"},{"id":"709b2e88-7175-4d93-906d-3bf3d983af8c","source":"lobsters","source_id":"lobsters:c_ah2s2i","content_type":"comment","title":null,"body_preview":"I liked that one too, but the one that got me is\n\n\nI have now turned off PRs for everyone who isn’t on the approved list of contributors. Yes, that list only has me and my friend Kyla, who doesn’t rea","author":"hoistbypetard","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_ah2s2i"},{"id":"7494ab2e-8c89-47a0-8dcb-47faa5cbb00e","source":"lobsters","source_id":"lobsters:c_ijugey","content_type":"comment","title":null,"body_preview":"I'm glad I got to bring that side of me to lobsters","author":"lake","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.07957822924338949,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_ijugey"},{"id":"8bc3c263-6871-4057-9da9-1ffc140b634c","source":"lobsters","source_id":"lobsters:c_1ohjhs","content_type":"comment","title":null,"body_preview":"This is tying for my favorite line, with\n\n\nI wish I was their credit card, because then I might finally be in a happy relationship with someone who loves to use me this hard.","author":"refi64","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.05555555555555553,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_1ohjhs"},{"id":"35e072dc-42bf-4ba7-a737-7c9f392fbca0","source":"lobsters","source_id":"lobsters:c_odjjsc","content_type":"comment","title":null,"body_preview":"You made my Monday morning:\n\n\nI see the commits say they were co-authored by Claude, but from having read the code, I think you haven’t given Claude enough credit.\n\n\nIt's been years since I've snorted","author":"abnercoimbre","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.05745332578893796,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/a355zh/help_wanted#c_odjjsc"},{"id":"b5ed7cab-ef5f-4bf8-808a-af2472a595f6","source":"lobsters","source_id":"lobsters:c_t2pvvu","content_type":"comment","title":null,"body_preview":"I was talking mostly about employees and their AI usage trackboards. :)","author":"fedemp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_t2pvvu"},{"id":"40fe758a-2349-47ed-8051-dd0e8b1dc7b9","source":"lobsters","source_id":"lobsters:c_wxhnfs","content_type":"comment","title":null,"body_preview":"I'm in a different industry in a different country, and have been in the same job for 4.5Y now, so I don't know directly.\n\nIf that's true, it's terrifying.","author":"lproven","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","terse_replies"],"bot_score":0.015319531114783227,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_wxhnfs"},{"id":"5a9a67fe-0b70-4ff3-9f18-0312c2f670b7","source":"lobsters","source_id":"lobsters:c_h8v82l","content_type":"comment","title":null,"body_preview":"This is simply not a realistic position to take unless you already have your FIRE money saved up and are currently working just for the next luxury life goal.","author":"enobayram","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.2889097655573916,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_h8v82l"},{"id":"208f2884-eb2f-435b-9dfe-df2a96b24369","source":"lobsters","source_id":"lobsters:c_br03wh","content_type":"comment","title":null,"body_preview":"Maybe it's due to seniority, but at every company I've ever worked at I've had the agency to shape the way I work.\n\nAs long as value was  being delivered, whether I wrote tests for every line of code ","author":"simonw","classification":"human_created","confidence":0.8,"indicators":["self_reference","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_br03wh"},{"id":"1bc050a6-a828-4555-ab4d-6842d39dc16b","source":"lobsters","source_id":"lobsters:c_eeuvo6","content_type":"comment","title":null,"body_preview":"What's with this 'WE' business?  I don't run the company.  Heck, I've had a \"proof-of-concept\" I was writing put into production by my manager without my knowledge.\n\nI'm also reminded of this quote: \"","author":"spc476","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_eeuvo6"},{"id":"a070de3d-ff99-416c-ab6d-73fdff7d1ca5","source":"lobsters","source_id":"lobsters:c_1vtv8q","content_type":"comment","title":null,"body_preview":"Everyone can see that the most common response is to ship slop faster.\n\n\nThat's why I said \"Smart companies can chose\", not \"Smart companies will chose\".\n\nThe best developers I've worked with value te","author":"simonw","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_1vtv8q"},{"id":"bb956879-b2d6-4db6-8391-70a036e3e73d","source":"lobsters","source_id":"lobsters:c_3msq9e","content_type":"comment","title":null,"body_preview":"Smart companies can chose to invest their resources in practices that help them ship better software, faster.\n\n\nThis just feels out of touch with how large companies operate and the incentives that ac","author":"bmo","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.07429511722130418,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_3msq9e"},{"id":"d065f214-6b56-4c42-bfc3-5548fe455294","source":"lobsters","source_id":"lobsters:c_eea0nr","content_type":"comment","title":null,"body_preview":"The low-quality-but-faster has already been winning for pretty much as long as software existed, why would you expect that to change now that you can go even lower, and even faster, and also reduce he","author":"simonw","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":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_eea0nr"},{"id":"f963083a-c0b6-4d2b-8f54-536331738edb","source":"lobsters","source_id":"lobsters:c_bukkow","content_type":"comment","title":null,"body_preview":"That's an incredible way to miss the point, your shot landed on a whole different planet to the barn wall I've put up.\n\n\n\nI don't want to drink leaded gasoline\n\n\n\n\nHave you considered that guzzling le","author":"hjvt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_bukkow"},{"id":"f030afb5-a1f2-4d76-a4ba-a937a6399a1b","source":"lobsters","source_id":"lobsters:c_1io6nv","content_type":"comment","title":null,"body_preview":"I think there's a material difference between being a meat proxy (great term) as defined in this article and working at a company where most code is written by agents.\n\nMost of the code I produce is w","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_1io6nv"},{"id":"d65172c1-6861-4636-ace4-e388d412efad","source":"lobsters","source_id":"lobsters:c_nzni0z","content_type":"comment","title":null,"body_preview":"At least the pay is good thanks to all that extra productivity, right?\n\n...right?","author":"tentacloids","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.061267059528221784,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_nzni0z"},{"id":"ddfd01b7-8f6a-4b2c-8fcf-9c68e497fcee","source":"lobsters","source_id":"lobsters:c_l9pcwo","content_type":"comment","title":null,"body_preview":"Definitely frustrating. Hang in there. I'm at least thankful there seems to be a trend of companies really into LLM usage that are willing to state this up front in the job description. \"We use LLMs i","author":"nickmonad","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_l9pcwo"},{"id":"850bae56-776b-4c4c-896a-ae77703a3917","source":"lobsters","source_id":"lobsters:c_egdbwo","content_type":"comment","title":null,"body_preview":"Good luck finding one. I am job hunting currently, and in every interview I've had so far a point has been made about how \"we don't write code manually any more\".","author":"hjvt","classification":"human_created","confidence":0.7,"indicators":["personal_anecdote","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_egdbwo"},{"id":"ea5a768c-adf4-4cc4-8e69-6ca256fabc79","source":"lobsters","source_id":"lobsters:c_uczsum","content_type":"comment","title":null,"body_preview":"That's not what happens with workplace-mandated vibe coding though.","author":"hjvt","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_uczsum"},{"id":"b4a6aa66-33ab-4553-9f9c-ea311a8aa1c3","source":"lobsters","source_id":"lobsters:c_hnypln","content_type":"comment","title":null,"body_preview":"Tracked? Probably. I ignore it. I am not rich or a celebrity and have nothing really worth stealing.\n\nPunished? Not at all. I feel better for not doing it. I feel free. \"Brands\" are toxic, and by avoi","author":"lproven","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.015319531114783227,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_hnypln"},{"id":"6b8c5057-1d60-47f4-b801-b080ac279666","source":"lobsters","source_id":"lobsters:c_4i6trd","content_type":"comment","title":null,"body_preview":"But you are either tracked or \"punished\" for not consuming them. :(","author":"fedemp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_4i6trd"},{"id":"876bf02a-5040-4ebd-8171-fcf998146fd8","source":"lobsters","source_id":"lobsters:c_neestg","content_type":"comment","title":null,"body_preview":"Sure, but I'm also pushed to wear Nike and watch Netflix and eat McDonald's, and I do none of these things ever.","author":"lproven","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","absence_of_ai_signals"],"bot_score":0.015319531114783227,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_neestg"},{"id":"a448cb68-1158-4f1b-a6ec-88e7e678cc9f","source":"lobsters","source_id":"lobsters:c_2dsro8","content_type":"comment","title":null,"body_preview":"don't you feel that we're being pushed to meatproxying, or some form of higher order meatproxying?  That seems to be the only way to collect the productivity gains that OAI/Anthropic are trying to sel","author":"pepegar","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfbqr3/don_t_be_meat_proxy#c_2dsro8"},{"id":"1003ce9d-e1f5-47cc-ab81-57c003948546","source":"lobsters","source_id":"lobsters:c_pwcjgz","content_type":"comment","title":null,"body_preview":"TL;DR: a special font gets generated that uses whole-word ligatures to show a different word (Rulers -> Authors, Ruler -> Husband, etc): https://i.imgur.com/AR1ElNz.png","author":"janiczek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2264097655573916,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/yw1w8q/shieldfont#c_pwcjgz"},{"id":"be25d21d-858c-40b0-96ac-3cc2e7da225b","source":"lobsters","source_id":"lobsters:c_lgw1l6","content_type":"comment","title":null,"body_preview":"Yeah, I got real whiplash from the purpose of the project and, well, everything else:\n\nThe design has all the hallmarks of Claude design sensibilities - the fonts, the bubbles, the colours, the cards-","author":"Johz","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","specific_criticism","hedging_but_natural"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/yw1w8q/shieldfont#c_lgw1l6"},{"id":"e71a0ce6-7c0c-41fa-92f6-189dc05b1b2a","source":"lobsters","source_id":"lobsters:c_q06mab","content_type":"comment","title":null,"body_preview":"Yeah, no kidding!\n\n(I could have been less vague: reading the comments, I thought it got the tag for \"mentions LLMs at least once\", but lo, the site is almost caricaturistically performative and behol","author":"tentacloids","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.061267059528221784,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/yw1w8q/shieldfont#c_q06mab"},{"id":"ce67d841-90d0-4148-9dec-abb970b55ce0","source":"lobsters","source_id":"lobsters:c_lm3xla","content_type":"comment","title":null,"body_preview":"So... It is also applied for the other reason. This was partially vibecoded. Check the Agents file","author":"Diana","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.2819653211129471,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/yw1w8q/shieldfont#c_lm3xla"},{"id":"6276d127-c355-4401-a948-4d37aa178bc9","source":"lobsters","source_id":"lobsters:c_h87yli","content_type":"comment","title":null,"body_preview":"Boy, I thought the tag was applied for the other reason. I can only assume the authors appreciate the ouroboric irony.","author":"tentacloids","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.061267059528221784,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/yw1w8q/shieldfont#c_h87yli"},{"id":"a39ca5ba-2d43-41ae-b631-f5e3f2784635","source":"lobsters","source_id":"lobsters:c_f1ned8","content_type":"comment","title":null,"body_preview":"Reportedly messes with screen readers: https://caneandable.social/@WeirdWriter/117031884001259326\n\nSite now has a section where screen readers are excempt if they solve a \"compute-heavy puzzle\". So pl","author":"gerikson","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":"Wed Aug 05 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/yw1w8q/shieldfont#c_f1ned8"},{"id":"3d7d33fa-f4d9-4e45-b5b5-e6cbb3fae4c3","source":"lobsters","source_id":"lobsters:c_lkqsoa","content_type":"comment","title":null,"body_preview":"This is an old technique students use to bypass plagarism software.\n\nIt's quite hostile to the end user as it will inevitably mess with your screen reader, clipboard, custom fonts etc.","author":"Levitating","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/yw1w8q/shieldfont#c_lkqsoa"},{"id":"990fdfe2-6606-4b1f-930b-5589c13fa752","source":"lobsters","source_id":"lobsters:c_fczso1","content_type":"comment","title":null,"body_preview":"This reminds me of how people tried to protect images from being copied and saved in the browser in the 2000's. Annoyances like prohibiting right click with JavaScript and overlaying the image with a ","author":"BenjaminRi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08123236990895452,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/yw1w8q/shieldfont#c_fczso1"},{"id":"9fa59cec-4c3f-4b9e-8f94-8fdad21e5eaa","source":"lobsters","source_id":"lobsters:c_vikffz","content_type":"comment","title":null,"body_preview":"Screen readers read the source code rather than the words displayed by the font, so the current <Shield> component uses aria-hidden to stop the substituted text from being read aloud. We have a built-","author":"JulianSildenLanglo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","technical_specificity"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/yw1w8q/shieldfont#c_vikffz"},{"id":"9c8101d4-b388-497d-b231-ed7f668e50ee","source":"lobsters","source_id":"lobsters:c_aw7ars","content_type":"comment","title":null,"body_preview":"Looks neat although it's missing some basic stuff you'd expect from a client these days. SASL support at the very leas is a must for many users.\n\nMade me think of Zircon, another IRC client which was ","author":"donio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.19481924110430976,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/12aef8/irken_tiny_hackable_full_featured_irc#c_aw7ars"},{"id":"24a2ab48-76c4-4ba1-86b1-5492a90610a8","source":"lobsters","source_id":"lobsters:c_0i0rnb","content_type":"comment","title":null,"body_preview":"This is a graphical IRC client written in only 1290 lines of code (including blank lines and comments!) using Tcl/Tk. I would've put that in the title, but I didn't want to editorialize it.\n\nI really ","author":"dzwdz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.08220362585286144,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/12aef8/irken_tiny_hackable_full_featured_irc#c_0i0rnb"},{"id":"d9ca2798-5f42-49cc-a8c7-0268ad52157d","source":"lobsters","source_id":"lobsters:c_sx8lej","content_type":"comment","title":null,"body_preview":"TIL about NaN Boxing, which sounds like a cursed hack but is actually part of the IEEE 754 standard??","author":"leela","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sj5ml2/lisp_99_lines_c_how_write_one_yourself#c_sx8lej"},{"id":"48d980dd-cca5-4504-993f-5818765144cb","source":"lobsters","source_id":"lobsters:c_zjxzre","content_type":"comment","title":null,"body_preview":"The code is quite lispy, similar to how modern array languages are implemented in Arthur Whitney style C, resembling an array language:\n#define L double\r\n\r\nL cons(L x,L y) { cell[--sp] = x; cell[--sp]","author":"veqq","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/sj5ml2/lisp_99_lines_c_how_write_one_yourself#c_zjxzre"},{"id":"3c9084be-198a-421f-bd5f-377d27149ea9","source":"lobsters","source_id":"lobsters:c_mhihgk","content_type":"comment","title":null,"body_preview":"This is great. Reminiscent of nohello.com, which we would put in our status messages and still get hello messages from you know who 🤦‍♂️","author":"kbd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jtgaol/no_meat_proxy#c_mhihgk"},{"id":"d76a4dd4-8f7c-48ba-a575-d3c46e54c054","source":"lobsters","source_id":"lobsters:c_xaglfg","content_type":"comment","title":null,"body_preview":"After opening and closing the Safari sidebar (Safari on iPadOS), the \"centered\" content div of this site does not stay centered.\n\nAlso, the post claims that centering used to be done by:\n.thing {\r\n  p","author":"ubernostrum","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ikkudb/we_finally_learned_center_div_then#c_xaglfg"},{"id":"4e456556-a1db-4c4d-b66a-67eaa171090f","source":"lobsters","source_id":"lobsters:c_fl66u6","content_type":"comment","title":null,"body_preview":"I’m not going to implement this with Rust’s actual async mechanism, since I have some concerns about its performance. I’ve thought about some concrete types of tasks and what their async state is goin","author":"prez","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/awdorz/designing_query_system#c_fl66u6"},{"id":"12d3de0a-5163-49fb-b8f4-c30aafd04117","source":"lobsters","source_id":"lobsters:c_lnqlsc","content_type":"comment","title":null,"body_preview":"Are there alternatives to the inline text syntaxes?\n'''Bold Text'''        Bold text\r\n''Italic''             Italic\r\n'''''Bold Italic'''''  Bold Italic\r\n`Monospace`            Monospace\n\n\nIt seems gen","author":"terretta","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":"Wed Aug 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/blflqs/twenty_years_pandoc#c_lnqlsc"},{"id":"8bd2a501-7d89-4a85-95e1-6afdf7e0df1b","source":"lobsters","source_id":"lobsters:c_wmgbvn","content_type":"comment","title":null,"body_preview":"Thanks for sharing. This has reminded me that I have a half finished PR to add Moin Moin syntax support as a reader. I’d completely forgotten about it.","author":"jmtd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression"],"bot_score":0.01643468403397419,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/blflqs/twenty_years_pandoc#c_wmgbvn"},{"id":"dad92a01-3df5-4b9a-bc08-5677813488ba","source":"lobsters","source_id":"lobsters:c_gzccwy","content_type":"comment","title":null,"body_preview":"i enjoyed reading that, up to the end when the author ponders whether an llm could replace pandoc, despite the inherent shortcomings they listed just before. how sad.\n\n(and no, i don't think this mean","author":"gir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.022258988139079727,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/blflqs/twenty_years_pandoc#c_gzccwy"},{"id":"28c3a5c1-4c6d-4b9c-af41-3f374ed7e362","source":"lobsters","source_id":"lobsters:c_rkfupo","content_type":"comment","title":null,"body_preview":"There's a relevant comment on the LWN post on this:\n\n\nBootstrapping from the official Arch Linux packages allowed us to have a more solid starting point, and additional trust on the whole chain.","author":"refi64","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.05555555555555553,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dpn8yn/taming_steam_arm64_client_on_pmos#c_rkfupo"},{"id":"a275fc6d-f834-4ee1-8a48-9354c1de5117","source":"lobsters","source_id":"lobsters:c_fuhstq","content_type":"comment","title":null,"body_preview":"Curious that https://archlinuxarm.org/ is not mentioned once in that post, as if there was no previous effort of Arch Linux on aarch64.","author":"cosarara","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dpn8yn/taming_steam_arm64_client_on_pmos#c_fuhstq"},{"id":"76cb26de-68c2-4703-852e-88e573de89c5","source":"lobsters","source_id":"lobsters:c_af0vrq","content_type":"comment","title":null,"body_preview":"Some interesting things are happening around Steam aarch64. There was also this recent post at Collabora that describes how they are porting Arch Linux (which is the base for SteamOS) to aarch64 for t","author":"luchs","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dpn8yn/taming_steam_arm64_client_on_pmos#c_af0vrq"},{"id":"456f8f79-3095-4cd4-9ad6-8acb3ea8cef8","source":"lobsters","source_id":"lobsters:c_fcmyf1","content_type":"comment","title":null,"body_preview":"I think the BorrowSanitizer project goal proposal has a decent summary, though I'm not sure whether it quite qualifies as layman-friendly:\n\n\nMuch like AddressSanitizer, MemorySanitizer, and other LLVM","author":"aw1621107","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.13020833333333331,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jkv2du/borrowsanitizer#c_fcmyf1"},{"id":"1627e43f-3c37-49df-b71b-5e42305fb23c","source":"lobsters","source_id":"lobsters:c_u1u3h3","content_type":"comment","title":null,"body_preview":"Yeah, especially on how you can encode enough information into the IR to do instrumentation as an LLVM pass. My assumption was that some of the information about borrowing was thrown away before it re","author":"muvlon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.014777719389646086,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jkv2du/borrowsanitizer#c_u1u3h3"},{"id":"09a341ec-2891-4978-9d62-b828a7ef3cb9","source":"lobsters","source_id":"lobsters:c_iiqa7a","content_type":"comment","title":null,"body_preview":"This seems extremely cool. I would love to see more blog posts on how the instrumentation works for a layman (me :-))","author":"freddyb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jkv2du/borrowsanitizer#c_iiqa7a"},{"id":"74882c30-fb0d-4901-acec-a371970e7655","source":"lobsters","source_id":"lobsters:c_j4eezh","content_type":"comment","title":null,"body_preview":"I have always been frustrated with the cookie banner and happy to see an initiative like this one, although I am not fully convinced this is the right form... It's not really a petition, it's an invit","author":"loige","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_j4eezh"},{"id":"5a9e197e-4302-4306-978a-41cc66c519c7","source":"lobsters","source_id":"lobsters:c_bt7ixz","content_type":"comment","title":null,"body_preview":"It’s really quite funny how the first visible parts of GDPR-readiness work in ~2017, cookie banners, were actually nothing to do with GDPR, but rather the ePrivacy Directive amendment from 2009, which","author":"chrismorgan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_bt7ixz"},{"id":"e46d2f8e-6658-457d-a3e1-05b356427a80","source":"lobsters","source_id":"lobsters:c_1kfdm3","content_type":"comment","title":null,"body_preview":"This is so much needed, but also a bit confusing. The data processing consent form is not the cookie banner. The cookie law is about storing information on the user's device. The big in-your-face form","author":"rkaw92","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","lack_of_human_indicators"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_1kfdm3"},{"id":"2d237d0b-4683-409f-ad1d-69907bbf5740","source":"lobsters","source_id":"lobsters:c_lwzgjz","content_type":"comment","title":null,"body_preview":"I agree.  I don't think they actually meet the bar for informed consent, as defined by the GDPR anyway, but an explicit statement to that effect would remove all ambiguity.\n\nI'd actually like them to ","author":"david_chisnall","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_lwzgjz"},{"id":"397b89b8-fb26-49b3-b0a7-97249ded6abb","source":"lobsters","source_id":"lobsters:c_5nvyad","content_type":"comment","title":null,"body_preview":"I have worked on context-aware ad systems, and this resonates with me. A part of why I quit AdTech is that I saw these efforts stagnate as more intrusive tracking gained favor. Disappointing, really.\n","author":"rkaw92","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","self_reference","imperfect_expression","strong_opinions"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_5nvyad"},{"id":"d80c2140-781c-4233-8e73-86bf44d5e1a9","source":"lobsters","source_id":"lobsters:c_zo76jt","content_type":"comment","title":null,"body_preview":"the only way out is to ban behavioral advertising entirely.\n\n\nI've periodically considered whether banning \"any method of targeting that would not be possible in a printed magazine\" would be a nice wa","author":"DustyFuzzy","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_zo76jt"},{"id":"233ba1dd-0a23-42f0-ab09-4ba55474b3b4","source":"lobsters","source_id":"lobsters:c_7gx6rs","content_type":"comment","title":null,"body_preview":"There used to be a distinction between advertising and direct marketing: advertising is broadcast, things like billboards and ads in magazines, newspapers, and on TV; direct marketing is all about int","author":"fanf","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.0015432098765432002,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_7gx6rs"},{"id":"46c831c4-b15b-404d-910d-8e4966c6456a","source":"lobsters","source_id":"lobsters:c_keewue","content_type":"comment","title":null,"body_preview":"I fear that, no matter the definition of advertising such a ban would use, the outcome would be bad for society too.\n\nGood CGI is invisible and we only notice bad CGI. In the same way good advertising","author":"Arya","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_keewue"},{"id":"f60f1dfa-fdf3-4aeb-9f8a-9759e94fe8d1","source":"lobsters","source_id":"lobsters:c_zq7znv","content_type":"comment","title":null,"body_preview":"Having been on both sides of the barricade, I would not completely agree. Society is also small tradesmen or local stores and restaurants trying to break through, and I've seen it happen over time. I ","author":"rkaw92","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_zq7znv"},{"id":"384cdb5f-5060-4669-9f1c-a17eba8c1dcf","source":"lobsters","source_id":"lobsters:c_jmzzqt","content_type":"comment","title":null,"body_preview":"the only way out is to ban behavioral advertising entirely\n\n\nOr better still, practically all advertising. It’s bad for society.","author":"chrismorgan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_jmzzqt"},{"id":"48cd1e37-c205-415f-9c04-a153cbe7a7e5","source":"lobsters","source_id":"lobsters:c_ulk276","content_type":"comment","title":null,"body_preview":"I've worked in AdTech and I can see exactly how this would play out. In fact, there is no guesswork needed: you can see it for yourself. In the EU, visit the Google search homepage. They present a lis","author":"rkaw92","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_ulk276"},{"id":"90277f8c-67b3-4737-abed-95a45fe15595","source":"lobsters","source_id":"lobsters:c_1uxdrq","content_type":"comment","title":null,"body_preview":"This was posted on HN a week ago, and my comment there became at +116 my second-highest-voted comment (my top comment is against stale bots’ very existence on bug trackers). Given how clearly it reson","author":"chrismorgan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_1uxdrq"},{"id":"687176f2-7350-4664-bfb7-e98eb7fc14a4","source":"lobsters","source_id":"lobsters:c_xm4ac3","content_type":"comment","title":null,"body_preview":"I'm using uBlock Origin with filter lists to hide cookie banners. The default is \"no cookies allowed\" so it has basically the same effect!","author":"ThinkChaos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.0722589881390797,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_xm4ac3"},{"id":"dfada10e-b880-4d9f-9598-b00778490d11","source":"lobsters","source_id":"lobsters:c_z2ils3","content_type":"comment","title":null,"body_preview":"noyb.eu has established some case law that it is.  The problem is enforcement.  Data protection regulators are not preemptively enforcing it.\n\nI've found that Safari's 'remove distracting items' butto","author":"david_chisnall","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_z2ils3"},{"id":"b2d6503b-e118-4be0-b7f5-06179f880360","source":"lobsters","source_id":"lobsters:c_0rmjmn","content_type":"comment","title":null,"body_preview":"Track or pay should just be illegal.\nEither fully paywall or dont.","author":"gunalx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_0rmjmn"},{"id":"d48ff31f-74ac-4873-9bf0-732e1e272177","source":"lobsters","source_id":"lobsters:c_wusl8g","content_type":"comment","title":null,"body_preview":"I use that extension, and it works great, at least until you hit a website with a \"track or pay\" policy.","author":"dutchie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_wusl8g"},{"id":"337a2be2-7b4b-47d4-b718-b925e9435783","source":"lobsters","source_id":"lobsters:c_3khwcq","content_type":"comment","title":null,"body_preview":"Caveat, a rare occurrence but it does happen, sometimes the extension behaves as intended [I select essential cookies only] but causes a site to misbehave and not show its content. Then one has to dis","author":"arsCynic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_3khwcq"},{"id":"8e7560e7-f99f-47d1-be24-fc64a730c2f7","source":"lobsters","source_id":"lobsters:c_a4ywgs","content_type":"comment","title":null,"body_preview":"I would also like to add a reminder that when you use the extension and come across cookie pop-ups that don't get handled (happens rather frequently for me, unfortunately), you can open the extension ","author":"Sharparam","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.20884500852280263,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_a4ywgs"},{"id":"2e824883-3e95-49b4-aaaf-2913e709c5e3","source":"lobsters","source_id":"lobsters:c_3fexa5","content_type":"comment","title":null,"body_preview":"In the meantime one can use extension Consent-O-Matic. It lets the user pick their preference and from then on it automatically clicks away the cookie banner according to said preference.","author":"arsCynic","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/aftrcr/kill_cookie_banner#c_3fexa5"},{"id":"3250313c-9ef8-4785-8376-cf3af9b4df24","source":"lobsters","source_id":"lobsters:c_y9amea","content_type":"comment","title":null,"body_preview":"The engine has always been open-source. https://github.com/jetbrains/intellij-community","author":"pie_flavor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_y9amea"},{"id":"a5be4565-5c7c-434a-b506-0eda92db9fc6","source":"lobsters","source_id":"lobsters:c_xgkfr1","content_type":"comment","title":null,"body_preview":"The question is whether this is actually possible in practice considering this extension seems to be closed source, so we don't know how exactly it's communicating with the language server.\n\nI wouldn'","author":"darius-it","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.08333333333333331,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_xgkfr1"},{"id":"76e66d9c-f62c-4e29-824c-f4d72210e920","source":"lobsters","source_id":"lobsters:c_x8dt2n","content_type":"comment","title":null,"body_preview":"As long as you can start the language server and communicate with it, it doesn't matter which editors they officially support or ship extensions for.","author":"RaphGL","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.03785503457198136,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_x8dt2n"},{"id":"a2bbd7a8-6d62-4429-880a-dfa35383cc92","source":"lobsters","source_id":"lobsters:c_6a5rjg","content_type":"comment","title":null,"body_preview":"I'm confused by something. Perhaphs because I naively use LSPs, but don't do much in the way of LSP development. If JetBrains is LSP-ifying some of its offerings, why is it VSCode (and forks) that can","author":"travisgriggs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","self_reference"],"bot_score":0.15859960926231936,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_6a5rjg"},{"id":"0d118063-1abd-4659-ac2e-7f81724fe8fe","source":"lobsters","source_id":"lobsters:c_iymnkl","content_type":"comment","title":null,"body_preview":"They've offered MCP into the IDE for a while, but you have to make yourself a PreToolUse hook to stop the floating points from ignoring the \"use the MCP of the editor\" directive and doing grep, sed, a","author":"mdaniel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_iymnkl"},{"id":"d5ebc70c-0ba4-4ca6-84c9-f982c8546f54","source":"lobsters","source_id":"lobsters:c_bbbxyp","content_type":"comment","title":null,"body_preview":"They're already letting you run Claude and others inside the IDE, so this goes the other direction, taking the IDE to where you're interacting with your agents. It's a little bittersweet for me, but I","author":"georgelesica","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0.08333333333333331,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_bbbxyp"},{"id":"dda946be-91b6-410c-b927-d1819fa27195","source":"lobsters","source_id":"lobsters:c_23otfg","content_type":"comment","title":null,"body_preview":"Wow, this is a big change.  I might actually be able to functionally use Kotlin now!","author":"Halkcyon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_23otfg"},{"id":"2658584d-da08-4c9f-b645-e606b25662fb","source":"lobsters","source_id":"lobsters:c_nonm4p","content_type":"comment","title":null,"body_preview":"I'm not an avid IDE user either, but back when I used IntelliJ, code auto-completion was excellent and the inline diagnostics were more comprehensive and helpful than what the compiler provided. Other","author":"jmmv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.09124825365704199,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_nonm4p"},{"id":"1107dae3-e57f-4894-b0d4-37329ad66907","source":"lobsters","source_id":"lobsters:c_ojb068","content_type":"comment","title":null,"body_preview":"For someone who has shunned full-blown IDEs for a long time, what advanced features are we talking about here?","author":"stip","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_ojb068"},{"id":"22195738-9456-445a-bdc8-cc72164b7b8c","source":"lobsters","source_id":"lobsters:c_xlag2h","content_type":"comment","title":null,"body_preview":"This (needing only basic code navigation, debugging) is the exact feedback I'm getting from the developers I support at work about how they barely touch any advanced IDE features anymore. They also ex","author":"jmmv","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","self_reference","specific_observation"],"bot_score":0.09124825365704199,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_xlag2h"},{"id":"e41e18e9-f769-4f96-81af-f1b2ffae0b6f","source":"lobsters","source_id":"lobsters:c_oz9v4c","content_type":"comment","title":null,"body_preview":"AI bootlicking is a requirement in this day and age","author":"TheGreatGazebo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_oz9v4c"},{"id":"62e0ae17-8854-4d5e-abdf-7473f5f6a09a","source":"lobsters","source_id":"lobsters:c_y8nzq1","content_type":"comment","title":null,"body_preview":"My \"huh?\" comment was because this felt like them trying to justify why they're doing LSP (which kinda sounds like they're admitting defeat after trying to force kotlin into a no LSP Jetbrains only la","author":"RaphGL","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.03785503457198136,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_y8nzq1"},{"id":"5f86bbb4-d631-4b4b-bab1-f8675f3c427f","source":"lobsters","source_id":"lobsters:c_qdsp8m","content_type":"comment","title":null,"body_preview":"Afaik you can instruct many \"LLM harness\", like Claude Code, to use the LSP for diagnostics.\nSomehow serving as a standarized output for  \"where's and what the issue is\" I guess","author":"Miaourt","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_qdsp8m"},{"id":"33246905-ee74-44f2-856d-d67e3ad44832","source":"lobsters","source_id":"lobsters:c_xryvh5","content_type":"comment","title":null,"body_preview":"It’s no secret that agentic development is changing how developers build software. As agents take on more and more of the implementation work, developers spend less and less time manually editing code","author":"RaphGL","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","human_indicators_absent"],"bot_score":0.03785503457198136,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/culsub/intellij_idea_goes_lsp_java_kotlin#c_xryvh5"},{"id":"00b84fa6-e2e7-41f6-9b2d-650cc9f73a8f","source":"lobsters","source_id":"lobsters:c_nzcmbu","content_type":"comment","title":null,"body_preview":"In Prince we need to do this a lot. The basic process is that the test suite compares generated output to expected output. The generated output is produced with a few flags to make the PDF easier to c","author":"wezm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11693294259565272,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/98zvnf/tests_for_pdf#c_nzcmbu"},{"id":"d8661933-1705-460b-afe1-cb8531c7cc49","source":"lobsters","source_id":"lobsters:c_isuhad","content_type":"comment","title":null,"body_preview":"Fun to read about some programatic working with pdfs. I've been meaning to investigate this for my personal accounting software I'm writing that parses bank statements. So far I've been working with j","author":"jesseb34r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/98zvnf/tests_for_pdf#c_isuhad"},{"id":"d4c45cf5-13c2-481d-8bfd-9accf9f380b9","source":"lobsters","source_id":"lobsters:c_mqagoc","content_type":"comment","title":null,"body_preview":"videotoolbox prores hwaccel sounds really interesting.","author":"cinemast","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jvgi1u/ffmpeg_9_0#c_mqagoc"},{"id":"4384dbd9-cb5e-4483-bea7-9bcc524f1b7d","source":"lobsters","source_id":"lobsters:c_uactzb","content_type":"comment","title":null,"body_preview":"Thank you. Honestly just checking for breaking changes; and there are none. No scripts need to be touched phew!","author":"sri","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jvgi1u/ffmpeg_9_0#c_uactzb"},{"id":"24c41fc0-f3a0-42fc-92fc-d4c54e472ff0","source":"lobsters","source_id":"lobsters:c_akj5wq","content_type":"comment","title":null,"body_preview":"appreciate the link, added it to the post description!","author":"olex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jvgi1u/ffmpeg_9_0#c_akj5wq"},{"id":"fe5f3df8-c930-4dfa-a646-f630184b8425","source":"lobsters","source_id":"lobsters:c_uwjoh6","content_type":"comment","title":null,"body_preview":"The release notes is one paragraph that says \"read the changelog\" so saved you a click https://github.com/FFmpeg/FFmpeg/blob/n9.0/Changelog\n\nIt's mysterious that the changelog is 2 months old but mayb","author":"mdaniel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/jvgi1u/ffmpeg_9_0#c_uwjoh6"},{"id":"8329fec4-2bac-491c-96a2-1f92b23fb676","source":"lobsters","source_id":"lobsters:c_tseyca","content_type":"comment","title":null,"body_preview":"why /bin/sh only though seems weird;\nIf it's shebang we rewrite them and /bin/bash seems just as prolific as /bin/sh\n\n/shrug","author":"fzakaria","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0.546034922985372,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4w9m07/nix_sandbox_is_hidden_input#c_tseyca"},{"id":"99a7d600-f221-4835-9e28-97f42d9a7a10","source":"lobsters","source_id":"lobsters:c_ktchvg","content_type":"comment","title":null,"body_preview":"My impression is we did /bin/sh basically as a convenience, to make it easier for package authors to not have to make sure they rewrite all shell references prior to building. Shebangs are the obvious","author":"lilyball","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4w9m07/nix_sandbox_is_hidden_input#c_ktchvg"},{"id":"40bb827a-8e73-4881-8a0c-ae71a034b9eb","source":"lobsters","source_id":"lobsters:c_rruvsm","content_type":"comment","title":null,"body_preview":"(author) I agree -- that is at least better to highlight there is a path forward.\nI'm surprised about the default here. Clearly it's not needed since Guix doesn't have it.\n\nAt first I had thought /bin","author":"fzakaria","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.546034922985372,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4w9m07/nix_sandbox_is_hidden_input#c_rruvsm"},{"id":"7d1acc62-4217-4503-bbe6-4e2a3ccf5cfd","source":"lobsters","source_id":"lobsters:c_oql8cz","content_type":"comment","title":null,"body_preview":"The list of sandbox-paths keys without their values seems like a plausible fix.","author":"riking","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.34773389741169153,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4w9m07/nix_sandbox_is_hidden_input#c_oql8cz"},{"id":"ad5a3f26-90f3-45af-a1b5-7a5f7415ec01","source":"lobsters","source_id":"lobsters:c_rwqvkn","content_type":"comment","title":null,"body_preview":"There were a bunch of changes to it documented in the Nix 2.35 release notes but I haven't heard any major announcements.","author":"jackdk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_voice","natural_expression"],"bot_score":0.031046354076522176,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4w9m07/nix_sandbox_is_hidden_input#c_rwqvkn"},{"id":"202d831d-4d57-4316-bea0-06907b661a89","source":"lobsters","source_id":"lobsters:c_tunghc","content_type":"comment","title":null,"body_preview":"What is the status on ca-derivations? I feel they have been in development/unstable for over 5 years now.","author":"vpr","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","genuine_specificity"],"bot_score":0.4901247062268281,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4w9m07/nix_sandbox_is_hidden_input#c_tunghc"},{"id":"2607f796-6656-4ca7-9ded-2f399be6e346","source":"lobsters","source_id":"lobsters:c_k7yf7a","content_type":"comment","title":null,"body_preview":"(author) I answered it a little nicer here https://discourse.nixos.org/t/the-nix-sandbox-is-a-hidden-input/79269/3?u=fzakaria\n\n\nThat part wasn’t clear.\nWhat i meant:\n\nIf you allow it to be configurabl","author":"fzakaria","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.546034922985372,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4w9m07/nix_sandbox_is_hidden_input#c_k7yf7a"},{"id":"1eb11db2-b603-4a19-966e-67c71421f59d","source":"lobsters","source_id":"lobsters:c_qooeng","content_type":"comment","title":null,"body_preview":"True, but pinning the sandbox packages would still be an improvement over not pinning them, or wouldn't it? I think that was the key point of the parent comment, making only packages explicit (i.e. wh","author":"ph14nix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4w9m07/nix_sandbox_is_hidden_input#c_qooeng"},{"id":"29a7174c-f9e5-4df9-a6e9-2e63042514e2","source":"lobsters","source_id":"lobsters:c_qjcyfn","content_type":"comment","title":null,"body_preview":"The issue is any build sandbox will remain \"leaky\" in a sense,\n\nTake for example broken hardware, i.e. a CPU with a buggy FPU for which floating point instructions are used during the build. Running t","author":"vpr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.4901247062268281,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4w9m07/nix_sandbox_is_hidden_input#c_qjcyfn"},{"id":"5857ea04-d1c9-48f2-ba46-42a2ee5b9511","source":"lobsters","source_id":"lobsters:c_jd7irt","content_type":"comment","title":null,"body_preview":"Including the sandbox-paths in the derivation would make Nix completely unusable. Suppose you did fold sandbox-paths into the output hash by having it in the derivation. My busybox is busybox-1.37.0 a","author":"asymmetric","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.022258988139079727,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/4w9m07/nix_sandbox_is_hidden_input#c_jd7irt"},{"id":"a9a38eee-da35-4dad-b0b0-052e459807e2","source":"lobsters","source_id":"lobsters:c_fpo1rh","content_type":"comment","title":null,"body_preview":"This looks nice! There's a longer write-up linked in the README that has a lot of great detail in it: https://lr0.org/blog/p/emacs-apple-glass/","author":"dmcgrath","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/2avtyb/liquid_glass_effect_for_gnu_emacs#c_fpo1rh"},{"id":"032aee3c-f0de-4a08-9a33-38e0d5e2d597","source":"lobsters","source_id":"lobsters:c_qn8r9o","content_type":"comment","title":null,"body_preview":"Between this and Lisette, the future seems bright for languages targeting the go runtime!","author":"trousers","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.029578229243389514,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0ykmyt/soppo_go_with_features_it_s_missing#c_qn8r9o"},{"id":"84bd1ac9-5b1d-412f-abdb-416463906415","source":"lobsters","source_id":"lobsters:c_dw3f5z","content_type":"comment","title":null,"body_preview":"I had a discussion with colleagues, where I was saying Go was slowly becoming a language of choice of mine—the answer was that they would miss algebraic data types and pattern matching, for which i fu","author":"lthms","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0ykmyt/soppo_go_with_features_it_s_missing#c_dw3f5z"},{"id":"b3d3366a-f161-4e67-a8d6-2925b8503a67","source":"lobsters","source_id":"lobsters:c_b3vpw2","content_type":"comment","title":null,"body_preview":"Yeah, it would depend on the goals of the language - i.e. if it's meant to be purely an additive change to the language with minimal need for updating existing code, or whether it's meant to be fixing","author":"brendan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.13020833333333331,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0ykmyt/soppo_go_with_features_it_s_missing#c_b3vpw2"},{"id":"f7d748e7-3633-4d75-b0bd-97d538184b8f","source":"lobsters","source_id":"lobsters:c_mryeif","content_type":"comment","title":null,"body_preview":"i’d much rather have some odd default value wart for enum types and the rest of go unchanged, than a very different go that requires i rewrite almost all existing go code in service of removing zero v","author":"jitl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0ykmyt/soppo_go_with_features_it_s_missing#c_mryeif"},{"id":"7909c9c4-672a-463e-a557-1f108e5fa490","source":"lobsters","source_id":"lobsters:c_u9gzrl","content_type":"comment","title":null,"body_preview":"this go proposal for sum types proposes the simplest option of just having the first option be the zero value. it's actually a lot easier to reason about than, say, changing nillable pointers.\n\ngiven ","author":"nposting","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.04304511722130422,"content_class":null,"collected_at":"Wed Aug 05 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/0ykmyt/soppo_go_with_features_it_s_missing#c_u9gzrl"}]}