FUURAA AI Frontier Library
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AI security is a lifecycle discipline

Adversaries can target data, training, models, interfaces and deployment environments at different stages.

National Institute of Standards and Technology24 March 2025Reviewed 26 July 2026
AI security is a lifecycle disciplineFUURAA original conceptual visual

What the evidence indicates

A concise reading of the source

Adversaries can target data, training, models, interfaces and deployment environments at different stages.

FUURAA interpretation

Why this could matter

Security ownership must connect data engineering, model development, product operations and governance.

How to read this signal

Documented development

The underlying event, report or finding has been published. Its future consequences may still be uncertain.

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.