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truth-before-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 llm-alignment ai-reliability behavioral-framework ai-governance-open-source-policy-ethics-safety ai-governance-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

Updated Sep 1, 2026
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