Localizing Emergent Failures in Agentic AI: Recovering Minimal Repair Families via Counterfactual Replay

Bingjie Li, Yumeng Song, Zhongming Yao +1

Failures in agentic AI systems can arise from interactions among messages exchanged by multiple large language model (LLM) agents. Pointwise attribution cannot distinguish a jointl…