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AI risk governance and incident leadership

Keep a failing feature paused until each important problem is repaired.

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AI risk governance and incident leadership

Keep a failing feature paused until each important problem is repaired.

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Source-based teaching example · Fictional data · Reviewed 2026-10-03. Microsoft Mark · locally synthesized. On a small screen, use fullscreen for diagram details or read the transcript.

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0:00 · What you will learn

Keep a failing feature paused until each important problem is repaired.

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Keep a failing feature paused until each important problem is repaired.

0:06 · The idea

Separate the failures and the checks needed for recovery. Preserve evidence and a safe fallback. Pressure to reopen does not establish that the required controls work.

What appears on screen

Separate the failures and the checks needed for recovery. Preserve evidence and a safe fallback. Pressure to reopen does not establish that the required controls work.

0:20 · One useful term

Recovery gate. A required check before a paused function resumes.

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A required check before a paused function resumes.

0:28 · A worked example

The exercise has wrong dates and an access leak. Rollback fixes the dates but leaves access broken. Keep affected access paused while the remaining problem is repaired and tested.

What appears on screen

The exercise has wrong dates and an access leak. Rollback fixes the dates but leaves access broken. Keep affected access paused while the remaining problem is repaired and tested.

0:42 · Your turn to think

Can one improved metric reopen every function? Pause and decide before continuing.

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Can one improved metric reopen every function? Pause the video if you need more time.

0:59 · Why this answer works

No. Verify recovery for both failures. Follow the authorized process for evidence handling and resumption.

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No. Verify recovery for both failures. Follow the authorized process for evidence handling and resumption.

1:10 · Check 1

Track each failure separately.

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Track each failure separately.

1:14 · Check 2

Keep unresolved risks visible.

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Keep unresolved risks visible.

1:19 · Check 3

Verify all required recovery checks.

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Verify all required recovery checks.

1:25 · Now try a different case

Open the lesson and try its different practice case. Use every check in the full task. Watching alone does not mark the lesson complete.

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Open the lesson Try the new case Check and revise The full task and its requirements are in the linked lesson.

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