Jev-as-a-judge for RL environment verifiers

Many RL tasks need a judge to verify pieces of outputs or trajectories, and at scale that is the bottleneck; a fast, cheap, calibrated judge could remove it. Draws on earlier work with Harvey's LAB benchmark, where harness engineering plus open models cut judging costs by orders of magnitude.

Notes

Commentary on LangChain's judge post; calibration caveat from the author.

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Filed under

• #evals
• #rl
• #judge
• #verification

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