Why Opus 5 speaks Claudist: RL-side hypotheses for Claude's dialect

burny_tech · x · 2026-11-05

The author speculates why Opus 5 showed a strong "Claudist" dialect that eased in Opus 5.5, pointing to RL training: weak KL regularization to the reference policy or weak clipping in agentic RLVR letting the model drift off the human data manifold, reward hacking/mis-specification, insufficient humanlike SFT cold-start data, mode collapse from Claudiness persona rubrics (with Claude-constitution-as-rubric) amplified by Claude-family LLM judges preferring Claudisms, and too little/too much humanlikeness rubrics or RLHF. Ablation testing would require substantial compute.

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