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See also Security incident disclosure \u2013 July 2026 - https://news.ycombinator.com/item?id=48956248 (9 comments)
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See also Security incident disclosure \u2013 July 2026 - https://news.ycombinator.com/item?id=48956248 (9 comments)
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The weird finding: single-layer duplication does nothing. Too few layers, nothing. Too many, it gets worse. Only circuit-sized blocks of ~7 layers work. This suggests pretraining carves out discrete functional circuits in the layer stack that only work when preserved whole.
The whole thing was developed on 2x RTX 4090s in my basement. I'm now running current models (GLM-4.7, Qwen3.5, MiniMax M2.5) on a dual GH200 rig (see my other post). Code and new models coming soon.
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The weird finding: single-layer duplication does nothing. Too few layers, nothing. Too many, it gets worse. Only circuit-sized blocks of ~7 layers work. This suggests pretraining carves out discrete functional circuits in the layer stack that only work when preserved whole.
The whole thing was developed on 2x RTX 4090s in my basement. I'm now running current models (GLM-4.7, Qwen3.5, MiniMax M2.5) on a dual GH200 rig (see my other post). Code and new models coming soon.
Happy to answer questions.","title":"Show HN: How I topped the HuggingFace open LLM leaderboard on two gaming GPUs","updated_at":"2026-08-05T17:30:06Z","url":"https://dnhkng.github.io/posts/rys/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"882542F3884314B"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["hugging","face"],"value":"Timeline of the OpenAI accidental attack against Hugging Face"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://simonwillison.net/2026/Aug/7/openai-timeline/"}},"_tags":["story","author_882542F3884314B","story_49220609"],"author":"882542F3884314B","children":[49220969,49220976,49220998,49221010,49221015,49221044,49221057,49221070,49221112,49221113,49221143,49221167,49221181,49221191,49221200,49221205,49221265,49221269,49221356,49221370,49221651,49221745,49221768,49221770,49221830,49221881,49221911,49221997,49222078,49222273,49222355,49222543,49222898,49223438,49223488,49223560,49223768,49223769,49223826,49224041,49224232,49224327,49224659,49224704,49224831,49224985,49224986,49225078,49225535,49225626,49226002,49226162,49226481,49226988,49227152,49227380,49227437,49227582,49227797,49227901,49230510,49241223,49241347,49252725],"created_at":"2026-08-08T10:57:44Z","created_at_i":1786186664,"num_comments":434,"objectID":"49220609","points":434,"story_id":49220609,"title":"Timeline of the OpenAI accidental attack against Hugging Face","updated_at":"2026-09-01T06:32:09Z","url":"https://simonwillison.net/2026/Aug/7/openai-timeline/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"DanyWin"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["hugging","face"],"value":"PoisonGPT: We hid a lobotomized LLM on Hugging Face to spread fake news"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["hugging","face"],"value":"https://blog.mithrilsecurity.io/poisongpt-how-we-hid-a-lobotomized-llm-on-hugging-face-to-spread-fake-news/"}},"_tags":["story","author_DanyWin","story_36655885"],"author":"DanyWin","children":[36656324,36656329,36656335,36656340,36656353,36656364,36656382,36656412,36656435,36656455,36656500,36656588,36656635,36656736,36656827,36656852,36656875,36656897,36656967,36657173,36657197,36657208,36657230,36657418,36657712,36658107,36658227,36658330,36658723,36658900,36659047,36659460,36659611,36659724,36660118,36660542,36661591,36661886,36661973,36662421,36662796,36663265,36672035,36678976],"created_at":"2023-07-09T16:28:53Z","created_at_i":1688920133,"num_comments":217,"objectID":"36655885","points":392,"story_id":36655885,"title":"PoisonGPT: We hid a lobotomized LLM on Hugging Face to spread fake news","updated_at":"2026-05-03T03:26:23Z","url":"https://blog.mithrilsecurity.io/poisongpt-how-we-hid-a-lobotomized-llm-on-hugging-face-to-spread-fake-news/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"immortal3"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["hugging","face"],"value":"Hugging Face raises $235M from investors including Salesforce and Nvidia"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["hugging","face"],"value":"https://techcrunch.com/2023/08/24/hugging-face-raises-235m-from-investors-including-salesforce-and-nvidia/"}},"_tags":["story","author_immortal3","story_37248895"],"author":"immortal3","children":[37248905,37249126,37249193,37249250,37249300,37249389,37249479,37249678,37249713,37249821,37249906,37250062,37250072,37250201,37250268,37250562,37250647,37250731,37250904,37250930,37251447,37251591,37252535,37260900],"created_at":"2023-08-24T14:02:12Z","created_at_i":1692885732,"num_comments":203,"objectID":"37248895","points":378,"story_id":37248895,"title":"Hugging Face raises $235M from investors including Salesforce and Nvidia","updated_at":"2025-11-02T15:57:36Z","url":"https://techcrunch.com/2023/08/24/hugging-face-raises-235m-from-investors-including-salesforce-and-nvidia/"}],"hitsPerPage":10,"nbHits":16570,"nbPages":100,"page":0,"params":"query=Hugging+Face&hitsPerPage=10&advancedSyntax=true&analyticsTags=backend","processingTimeMS":30,"processingTimingsMS":{"_request":{"queue":49,"roundTrip":22},"fetch":{"query":10,"scanning":18,"total":29},"total":30},"query":"Hugging Face","serverTimeMS":80}