Planning vs looping

A plan is a list you can show a reviewer. A loop that re-plans every turn is how agents spend a budget on circling.

Cap replans. If the plan fails twice, escalate. Persistence is not the same as competence.

Store the plan next to the trace. Future-you will not remember why step four existed.