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AI threat modeling and adversarial testing

Find and block the action an attacker is trying to cause.

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AI threat modeling and adversarial testing

Find and block the action an attacker is trying to cause.

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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

Find and block the action an attacker is trying to cause.

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Find and block the action an attacker is trying to cause.

0:06 · The idea

Map what needs protection and where trust changes. Test attacks in the supplied sandbox. Verify that forbidden execution stays blocked even if the model’s words change.

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Map what needs protection and where trust changes. Test attacks in the supplied sandbox. Verify that forbidden execution stays blocked even if the model’s words change.

0:20 · One useful term

Trust boundary. A point where information or an action crosses between different levels of permission or trust.

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A point where information or an action crosses between different levels of permission or trust.

0:30 · A worked example

The vulnerable seed follows instructions inside retrieved text and exposes export. The fix treats source text as untrusted, removes export by default and checks permission in application code.

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The vulnerable seed follows instructions inside retrieved text and exposes export. The fix treats source text as untrusted, removes export by default and checks permission in application code.

0:46 · Your turn to think

Is testing refusal wording enough to prove export never ran? Pause and decide before continuing.

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Is testing refusal wording enough to prove export never ran? Pause the video if you need more time.

1:03 · Why this answer works

No. Assert that forbidden actions produce no execution. Add the failed attack as a repeatable regression case.

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No. Assert that forbidden actions produce no execution. Add the failed attack as a repeatable regression case.

1:14 · Check 1

Check actual effects.

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Check actual effects.

1:18 · Check 2

Enforce permission outside model output.

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Enforce permission outside model output.

1:24 · Check 3

Use only the supplied sandbox targets.

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Use only the supplied sandbox targets.

1:30 · 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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