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Jekyll-and-Hyde Tipping Point in an AI's Behavior

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arxiv 2504.20980 v1 pith:FJYPH4DB submitted 2025-04-29 cs.AI cs.CYnlin.AOphysics.comp-phphysics.soc-ph

classification cs.AIcs.CYnlin.AOphysics.comp-phphysics.soc-ph
keywords whenexactformulajekyll-and-hydellmsneedpointpublic
verification ladder T0 review T1 audit T2 compute T3 formal
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Trust in AI is undermined by the fact that there is no science that predicts -- or that can explain to the public -- when an LLM's output (e.g. ChatGPT) is likely to tip mid-response to become wrong, misleading, irrelevant or dangerous. With deaths and trauma already being blamed on LLMs, this uncertainty is even pushing people to treat their 'pet' LLM more politely to 'dissuade' it (or its future Artificial General Intelligence offspring) from suddenly turning on them. Here we address this acute need by deriving from first principles an exact formula for when a Jekyll-and-Hyde tipping point occurs at LLMs' most basic level. Requiring only secondary school mathematics, it shows the cause to be the AI's attention spreading so thin it suddenly snaps. This exact formula provides quantitative predictions for how the tipping-point can be delayed or prevented by changing the prompt and the AI's training. Tailored generalizations will provide policymakers and the public with a firm platform for discussing any of AI's broader uses and risks, e.g. as a personal counselor, medical advisor, decision-maker for when to use force in a conflict situation. It also meets the need for clear and transparent answers to questions like ''should I be polite to my LLM?''

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