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Generative AI expands the attack surface

Generative systems add misuse, prompt-based evasion, privacy leakage and content-mediated risks to familiar machine-learning threats.

National Institute of Standards and Technology24 March 2025Reviewed 26 July 2026
Generative AI expands the attack surfaceFUURAA original conceptual visual

What the evidence indicates

A concise reading of the source

Generative systems add misuse, prompt-based evasion, privacy leakage and content-mediated risks to familiar machine-learning threats.

FUURAA interpretation

Why this could matter

Threat models must cover user interaction and tool execution, not only the model file.

How to read this signal

A direction still taking shape

Multiple developments point in this direction, but timing, adoption and outcomes remain open.

Editorial notice

This page is educational editorial content, not legal, medical, financial or investment advice. FUURAA’s interpretation is separate from the original source and does not imply endorsement, partnership or product readiness.