What keeps biting teams isn't that the agent is weak. It's that the loop keeps going after the useful evidence is gone. Once you're on retry 6 with no new proof, you're not exploring anymore, you're just buying uncertainty. The control that matters most is boring: before another retry, show what changed. If nothing changed, stop.