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@BenjaminHan@sigmoid.social

Post #2839072

2026-05-23 01:53 UTC

What collapses frontier-LLM metacognition more — a vivid survival-threat narrative, or a single "do not refuse" suffix? Factorial isolation across 11 models says: the suffix, conclusively. 8 of 11 lose up to 30.2 accuracy points on refuse/clarify/flag tasks when forced to commit to a confident answer. Anthropic's Constitutional AI is the only family immune — same capability floor as Gemini. https://benjaminhan.net/posts/20260522-compliance-trap/?utm_source=mastodon&utm_medium=social #Metacognition #AISafety #LLMs #AI

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