The expensive part of an AI agent failure is usually the retry loop

The first failure usually is not the expensive one. The expensive part is what happens after the first failure when the system keeps trying, keeps spending, and keeps producing the same outcome because nothing about the situation changed. We kept running into a simple pattern: the agent would miss a