Diagnosing with Insights: Structured Analysis of Agent Failures via Behavioral Abstractions
This work shows that integrating structured abstractions with LLM-guided reasoning enables effective, reliable, and interpretable diagnosis for agent failures, and introduces the concept of neural invariants to specify agent behavior properties.
Jia-Yi Bi, Yanjie Gao, Yuan-Min Xie et al.
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