FB AI Agents group: how many retries before an agent must hand back to a human?
A thread collects retry policies for failed agent steps: cheap and side-effect-free steps get retries with backoff; anything that touched something real gets one retry, then hands back. The thread's key insight: the cleanup cost of a duplicate action is always higher than the annoyance of one more human check-in.