BLADE: Auditing Information Use for Failure Attribution in LLM Multi-Agent Systems

Xiaoguang Guo, Yaohao Long, Chuxu Zhang

Large language model multi-agent systems extend individual agents' capabilities through collaboration across specialized roles, tools, and workflows. Yet collaboration makes failur…