16:49
2026-07-13
vishalvermalabs.com
ai-agents
Growth-Ratio Energy Functions as Leading Indicators of Agent Task Failure
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 vioβ¦