{"type": "article", "title": "Growth-Ratio Energy Functions as Leading Indicators of Agent Task Failure", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/growth-ratio-energy-functions-as-leading-indicators-of-agent-task-failure", "original_source": "https://vishalvermalabs.com/papers/empirical-lyapunov-stability-agent-failure/", "published": "2026-07-13T16:49:31+00:00", "accessed": "2026-07-14", "id": "growth-ratio-energy-functions-as-leading-indicators-of-agent-task-failure"}