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Your NIST 800-53 Controls Already Cover AI Agents

February 10, 2026 · 5 min read

The proliferation of AI security frameworks is unnecessary. Existing NIST 800-53 Rev 5 controls already address AI agent security. You already have the controls—you’re just not mapping them.

The Framework You Already Own

47 NIST 800-53 controls across 14 families directly govern AI agent operations. No new frameworks needed.

Access Control (AC)

AI agents require documented service accounts (AC-2), least-privilege access enforcement (AC-3), and bounded permissions (AC-6)—identical to human user controls.

Audit and Accountability (AU)

Comprehensive logging (AU-2), detailed record content (AU-3), and active log review (AU-6) for all AI agent actions.

Configuration Management (CM)

Treat prompts and model versions as configurations requiring baselines (CM-2), change control (CM-3), and functionality minimisation (CM-7).

System and Information Integrity (SI)

Apply monitoring (SI-4) and input validation (SI-10) to detect anomalous agent behaviour and defend against injection attacks.

Five-Step Implementation

  1. Inventory all AI agents
  2. Map to 47 identified controls
  3. Identify gaps
  4. Close gaps in existing systems
  5. Audit using standard cadences
Do not create parallel governance structures. Map AI agent deployments to existing control frameworks rather than adopting new standards.

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