Watching an autonomous agent run through a loop of tasks is like watching a black box try to solve a puzzle in another room. You can see the final result, but the middle part—the reasoning, the failures, and that pivotal moment where it realizes its plan was garbage—is buried in thousands of lines of unstructured logs. If you've ever deployed an agentic workflow only to check back an hour later and find it has been stuck in a high-latency loop of 'I made a mistake... let me try again' for for...