MASRubric: Auditing Information Flow in Multi-Agent Systems with Failure-Distilled Pitfall Rubrics

MASRubric introduces a method to audit information flow in Multi-Agent Systems by using failure-distilled pitfall rubrics. It intercepts agent outputs, iteratively corrects errors using historical failure patterns, and prunes irreparable outputs. This active, test-time intervention dynamically optimizes MAS performance without requiring expensive structural engineering or extensive finetuning.

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