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llm-based agentic systems

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  1. TRAJDEBUG: Tracing Error Lifecycle to Identify Critical Failures in Long-Horizon Agent Trajectories

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    The paper presents TrajDebug, a framework designed to trace error lifecycles in long-horizon AI agents. The goal is to identify critical failures by compressing history and using evidence-based error identification…