From Anomalies to Failures: Constructing Causal Error Graphs for Agentic Trace Diagnosis.

arXiv:2609.32514v1 Announce Type: new Abstract: LLM-driven agents are increasingly deployed in complex applications, where long agentic traces make failures difficult to diagnose. Existing trace diagnosis methods often conflate anomalies, errors, and failures,