What actually limits autonomous AI agents isn't intelligence — it's resilience. Context windows fill. APIs rate-limit. Containers restart. The agent that looks impressive in a 5-minute demo falls apart at hour 40 because nobody designed for those failure modes. This is the unsolved problem in production AI agents.