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21 JUL 2026 · Paper

AgentDebugX: An Open-Source Toolkit for Failure Observability, Attribution, and Recovery in LLM Agents

This paper introduces AgentDebugX, an open-source toolkit that helps debug and recover from failures in large language model (LLM) agents, making it easier to identify and fix errors. Practitioners can benefit from AgentDebugX as it provides a framework for detecting, attributing, and recovering from errors, which can improve the accuracy and reliability of LLM agents.

LLM debugging frameworks failure observability attribution recovery agent-based systems

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AgentDebugX: An Open-Source Toolkit for Failure Observability, Attribution, and Recovery in LLM Agents