Repair or Resample? Rethinking Failure Debugging in LLM Multi-Agent Systems

Zhongwen Luan, Xiaoyu Zhang, Ming Hu +3

As large language model (LLM)-based multi-agent systems (MASs) are increasingly applied to long-horizon complex tasks, their reliability has emerged as the core bottleneck hinderin…