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Leader's model of AI capability and accountability
Make human review a real check, not just a label.
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Leader's model of AI capability and accountability
Make human review a real check, not just a label.
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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
Make human review a real check, not just a label.
What appears on screen
Make human review a real check, not just a label.
0:06 · The idea
A reviewer needs time, source access and authority to reject an answer. Ask for evidence that the review catches relevant errors. Name who owns the final decision.
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A reviewer needs time, source access and authority to reject an answer. Ask for evidence that the review catches relevant errors. Name who owns the final decision.
0:19 · One useful term
Effective review. A review process that can detect and act on the errors that matter.
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A review process that can detect and act on the errors that matter.
0:28 · A worked example
NORTHSTAR calls its summary reviewed, but the reviewer has thirty seconds and no sources. The leader restores source links and tests whether a planted wrong date is caught.
What appears on screen
NORTHSTAR calls its summary reviewed, but the reviewer has thirty seconds and no sources. The leader restores source links and tests whether a planted wrong date is caught.
0:41 · Your turn to think
Does naming a reviewer prove that review works? Pause and decide before continuing.
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Does naming a reviewer prove that review works? Pause the video if you need more time.
0:58 · Why this answer works
No. Test the conditions and result. Until then, narrow the output to a draft and keep its limits visible.
What appears on screen
No. Test the conditions and result. Until then, narrow the output to a draft and keep its limits visible.
1:08 · Check 1
Check source access and available time.
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Check source access and available time.
1:13 · Check 2
Include a concrete rejection step.
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Include a concrete rejection step.
1:19 · Check 3
Name the official decision owner.
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Name the official decision owner.
1:23 · 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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