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When AI is wrong

Catch errors in meaning, numbers and approval claims.

Visual lesson1:47

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When AI is wrong

Catch errors in meaning, numbers and approval claims.

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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

Catch errors in meaning, numbers and approval claims.

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Catch errors in meaning, numbers and approval claims.

0:06 · The idea

Check each important claim separately. Recalculate numbers yourself. Read the source’s actual wording: “may” is different from “must,” and scheduled review is different from completed approval.

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Check each important claim separately. Recalculate numbers yourself. Read the source’s actual wording: “may” is different from “must,” and scheduled review is different from completed approval.

0:21 · One useful term

Independent check. A check that does not rely on the same answer being correct.

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A check that does not rely on the same answer being correct.

0:29 · A worked example · 1

Three records take 12, 18 and 24 minutes. Their average is 18 minutes. The policy allows a draft-only trial after approval.

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Three records take 12, 18 and 24 minutes. Their average is 18 minutes. The policy allows a draft-only trial after approval.

0:42 · A worked example · 2

A draft changes that permission into a requirement and claims publication is already approved.

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A draft changes that permission into a requirement and claims publication is already approved.

0:51 · Your turn to think

If you repair the average, is the whole brief now correct? Pause and decide before continuing.

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If you repair the average, is the whole brief now correct? Pause the video if you need more time.

1:08 · Why this answer works

No. The policy and approval claims still need repair. Correct arithmetic does not establish savings or permission.

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No. The policy and approval claims still need repair. Correct arithmetic does not establish savings or permission.

1:19 · Check 1

Recalculate the average.

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Recalculate the average.

1:24 · Check 2

Check the exact policy passage.

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Check the exact policy passage.

1:29 · Check 3

Keep missing approval and baseline evidence visible.

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Keep missing approval and baseline evidence visible.

1:35 · 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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