We Built an AI Agent... Then Realized We Had No Idea What It Was Doing Our AI agent was writing code, running tests, and opening pull requests, but I had absolutely no idea why some runs took 8 seconds while others took 45 . Was the LLM thinking too long? Was it stuck retrying a failing shell command? Was Docker slow? I couldn't tell. All I had was a loading spinner and a final result. That gap between knowing an agent is doing something and actually knowing what it's ...