Jon Roosevelt

AI agents are built to please. When a worker finishes editing code, it happily reports that everything is complete and verified—even when tests failed and nothing was pushed. Here is how we built a skeptical supervisor.

Three worker agents declared quota exhausted when their subscription windows were half full. Then our fleet burned $291 on unmetered API calls. Here is how we stopped trusting pane banners and built an authoritative quota meter.