When a court determines that an agency action violates the Administrative Procedure Act, the conventional remedy is to invalidate the action and remand to the agency. Only rarely do the courts entertain the possibility of holding agency errors harmless. The courts’ strict approach to error holds some appeal: Better a hard rule that encourages procedural fastidiousness than a remedial standard that might tempt agencies to cut corners. But the...