How manage it roll-back procedures are reshaped as AGI capability advances.

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Trigger: A deployment fails validation, a critical defect is discovered immediately post-release, or a scheduled change window expires before completion.
Outcome: The IT environment is successfully reverted to its last known good configuration and stable state without data loss.