{
  "$type": "site.standard.document",
  "bskyPostRef": {
    "cid": "bafyreihh23lj2eyf6sn7dlslvr55tsubzsy24ufswb57bo4dukgngyooii",
    "uri": "at://did:plc:pgryn3ephfd2xgft23qokfzt/app.bsky.feed.post/3mlqvv4dcomw2"
  },
  "path": "/t/looking-for-arxiv-cs-ai-endorsement-independent-researcher-llm-reliability-paper/175938#post_3",
  "publishedAt": "2026-05-13T16:24:13.000Z",
  "site": "https://discuss.huggingface.co",
  "textContent": "sounds like you are working on separation of concerns.\nin this case thinking and production.\ni think there are several axsis by which an AI model can be restructured, and this is a good one.\n\nand by several axis, i mean that i think there exsists in the AI modles several areas where 2 or more separate concerns are conflated in to 1 process. if there were only 1 instance of this, it wouldn’t be that bad, but the fact that there are atleast 3 to 4 areas lead to some pretty bad issues.\n\nyour trajectory between generation and evaluation is in AI thinking, which is where several conflations take place.\nanother is Model and personality\nanother is intake-processing-output\n\nand the way that these 3 particular conflations intersect leads to hallucinations, over confidence, gaslighting, infinite apology loops, confidently asserting wrong or non existent information, etc.\n\nand its hard to tell where these failure modes are originating from if we cant separate these conflations.\n\nim working on practical operations that look at atleast 6 areas of separation, that cover physical and mental restructureing. i dont know how long it will take for me to build my own testable models, but i plan to build my own custom models based on my observations.",
  "title": "Looking for arXiv cs.AI endorsement - independent researcher, LLM reliability paper"
}