AI RESEARCH
AgentTrace: Causal Graph Tracing for Root Cause Analysis in Deployed Multi-Agent Systems
arXiv CS.AI
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ArXi:2603.14688v1 Announce Type: cross As multi-agent AI systems are increasingly deployed in real-world settings - from automated customer to DevOps remediation - failures become harder to diagnose due to cascading effects, hidden dependencies, and long execution traces. We present AgentTrace, a lightweight causal tracing framework for post-hoc failure diagnosis in deployed multi-agent workflows.