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native-fluency

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meunier-jc / authentic-fluency

A behavioral framework opposing native fluency to authentic fluency — the structural tension RLHF creates and Claude Mythos Preview makes urgent.

ai-safety claude-ai sycophancy human-ai-collaboration llm-alignment ai-reliability behavioral-framework truth-before-fluency integrity-before-agreement coexistence-through-reliability reliability-or-obsolescence existential-co-regulation authentic-fluency hallucinatory-recursive-embedding ai-alignment-case-study native-fluency rlhf-critique

Updated Aug 14, 2026

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