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Threat modeling AI applications

ID: 834e516f-5b27-5228-ad2c-de457d2def28

STIX ID: report--834e516f-5b27-5228-ad2c-de457d2def28

Feed Name: Microsoft Security

Date Published: 2026-02-26

Date Updated: 2026-04-28

Author: Scott Christiansen, Alyssa Ofstein and Neil Coles

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This guidance explains how AI systems change threat modeling and recommends starting from explicit assets (including trust and correctness), adapting processes to handle nondeterministic and instruction-following behavior, and designing architectural mitigations (separation of system instructions, least privilege, allowlists, human-in-the-loop, output validation). It emphasizes logging and observability for detection and attribution, prioritizing risks by impact while shaping responses by likelihood, and treating threat modeling as an ongoing, cross-functional discipline.

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