New blog: how your RL judge and credit assignment shape model reasoning quality

tokenbender · x · 2026-11-07

Chinmay published a 13-min-read blog, Honey I judged the rollouts, on experiments with fine-grained credit assignment using an agentic judge. It covers hypotheses, methodology and setup, RL runs and results, plus thoughts on how judge design affects models' reasoning quality and performance, with broader reflections on RL science.

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