Leader's model of AI capability and accountability
Make human review a real check, not just a label.
Reviewed: 2026-10-03
Source-based teaching example · Fictional data
Narration: Microsoft Mark · locally synthesized

00:00:00.000 — What you will learn

Make human review a real check, not just a label.

Visual description:
Make human review a real check, not just a label.

00:00:06.083 — 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.

Visual description:
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.

00:00:19.875 — One useful term

Effective review. A review process that can detect and act on the errors that matter.

Visual description:
A review process that can detect and act on the errors that matter.

00:00:28.125 — 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.

Visual description:
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.

00:00:41.542 — Your turn to think

Does naming a reviewer prove that review works? Pause and decide before continuing.

Visual description:
Does naming a reviewer prove that review works?
Pause the video if you need more time.

00:00:58.042 — Why this answer works

No. Test the conditions and result. Until then, narrow the output to a draft and keep its limits visible.

Visual description:
No. Test the conditions and result. Until then, narrow the output to a draft and keep its limits visible.

00:01:08.417 — Check 1

Check source access and available time.

Visual description:
Check source access and available time.

00:01:13.833 — Check 2

Include a concrete rejection step.

Visual description:
Include a concrete rejection step.

00:01:19.125 — Check 3

Name the official decision owner.

Visual description:
Name the official decision owner.

00:01:23.917 — 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.

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