Why LLM Agent Pipelines Freeze: The Dead-End State Trap

LLM agents in production often enter infinite loops, but standard fixes like max_iterations can create dead-end states that freeze the entire pipeline. A real-world bug from a Copilot-generated patch introduced states with no outbound transitions, causing silent system failure. The article argues that LLMs lack global reasoning, making their safety patches structurally unsound.