FIELD NOTES TOPIC

failure diagnosis

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  1. Diagnosing with Insights: Structured Analysis of Agent Failures via Behavioral Abstractions

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    The paper presents AGENTSCOPE, a new approach to diagnose failures in Language Model (LLM) agents. This method uses structured abstractions of agent behavior based on trajectories, and neural invariants to specify…