Root-Cause Attribution Is a Search Problem: Continual Search for Long-Horizon Agent Failures

arXiv:2609.13463v1 Announce Type: new Abstract: The increasing deployment of AI agents in longhorizon tasks yields massive execution logs. Diagnosing failures within these records is crucial for reliability, as it transforms outcomelevel signals into actionable interventions.