AGENT JUDGE: SOLVING LONG-CONTEXT EVALS FOR PRODUCTION AGENTS

Summary from the TLDR AI newsletter

Agent Judge improves evaluations for long-context, production agents by focusing on Search, Verification, and Adaptation. It tackles LLM judges' shortcomings by navigating long trajectories, verifying stateful actions against systems, and updating rubrics based on real feedback. Test results show Agent Judge, especially with refined rubrics, surpasses traditional LLM judges in accuracy and consistency, particularly in challenging scenarios.