state-harness

A 5-condition ablation study (3,175 total runs) validates that growth-ratio normalized Lyapunov energy functions serve as precise leading indicators of agent task failure, achieving zero stability vio…

A developer released state-harness, an open-source Python library that uses Lyapunov stability theory to detect and classify failure patterns in multi-turn LLM agents without extra LLM calls. The tool…