Published onDecember 21, 2025Automatic Debugging and Failure Detection in AI Agent SystemsAI-AgentsLLMDebuggingObservabilityReliabilityA survey of DoVer and related work on failure attribution, intervention-based debugging, and observability tooling for LLM agent systems.