MASPrism: Lightweight Failure Attribution for Multi-Agent Systems Using Prefill-Stage Signals

Yang Liu, Hongjiang Feng, Junsong Pu +1

Failure attribution in LLM-based multi-agent systems aims to identify the steps that contribute to a failed execution. This task remains difficult because a single execution can co…