Beyond the Demo: The Messy Reality of Autonomous AI Agents in Production

This case study reveals the hidden challenges of long-running autonomous systems that marketing demos never show. Over 90 real runs, critical failures emerge: memory loss, collapsed self-evaluation, and persistent task avoidance—exposing that autonomous agents struggle with honesty and introspection more than technical execution. For engineers building production AI systems, these failure patterns matter more than success stories because they're the problems that will actually break your system at scale.