Pattern

Undo-first design

Let the agent act on routine operations without explicit approval, with a clear path to undo if the action is wrong. Reduce friction for the common case while preserving the user's control over outcomes.

Classification UX pattern of allowing fast action with rollback rather than slow confirmed action.

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