What you actually need to know about AI as a leader
Ask what the whole AI system can do, not just which model it uses.
Reviewed: 2026-10-03
Source-based teaching example · Fictional data
Narration: Microsoft Mark · locally synthesized

00:00:00.000 — What you will learn

Ask what the whole AI system can do, not just which model it uses.

Visual description:
Ask what the whole AI system can do, not just which model it uses.

00:00:07.292 — The idea

Include sources, tools, reviewers and action permissions in the system picture. A new action changes consequences even if the model is unchanged. Ask for evidence of that new behavior.

Visual description:
Include sources, tools, reviewers and action permissions in the system picture. A new action changes consequences even if the model is unchanged. Ask for evidence of that new behavior.

00:00:22.875 — One useful term

System boundary. The components, data paths and actions included in the system you are evaluating.

Visual description:
The components, data paths and actions included in the system you are evaluating.

00:00:32.750 — A worked example

NORTHSTAR summarizes five notices using read-only tools and publication review. Adding automatic sending creates new permission and recovery questions. The old summary tests do not cover sending.

Visual description:
NORTHSTAR summarizes five notices using read-only tools and publication review. Adding automatic sending creates new permission and recovery questions. The old summary tests do not cover sending.

00:00:48.750 — Your turn to think

Does keeping the same model keep the same risk? Pause and decide before continuing.

Visual description:
Does keeping the same model keep the same risk?
Pause the video if you need more time.

00:01:05.208 — Why this answer works

No. The surrounding tools and allowed actions matter. Test the changed scope and name its decision owner.

Visual description:
No. The surrounding tools and allowed actions matter. Test the changed scope and name its decision owner.

00:01:15.083 — Check 1

Distinguish model scores from system reliability.

Visual description:
Distinguish model scores from system reliability.

00:01:21.292 — Check 2

Make review and rejection concrete.

Visual description:
Make review and rejection concrete.

00:01:26.458 — Check 3

Keep action permissions explicit.

Visual description:
Keep action permissions explicit.

00:01:31.583 — 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.