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Looking for arXiv cs.AI endorsement - independent researcher, LLM reliability paper

Hugging Face Forums [Unofficial] May 13, 2026
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sounds like you are working on separation of concerns. in this case thinking and production. i think there are several axsis by which an AI model can be restructured, and this is a good one. and 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. your trajectory between generation and evaluation is in AI thinking, which is where several conflations take place. another is Model and personality another is intake-processing-output and 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. and its hard to tell where these failure modes are originating from if we cant separate these conflations. im 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.

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