



We kept hitting the same gap. You recall an email and the system confirms success, but the recipient already read it. The undo worked and nothing was undone. That distance between what rollback reports and what was actually consumed sat underneath everything in this issue: whether human review catches errors or just performs oversight, how an organization can automate away judgment it never tracked as a finite resource. We came in asking when agents should act autonomously. Somewhere along the way the question shifted to what's already gone by the time anyone checks.


