AI Safety Frameworks — NIST AI RMF and Others

Why it matters

Frameworks shape compliance + risk management. Understanding shapes safe AI deployment.

The architecture

NIST AI RMF: govern, map, measure, manage.

ISO 42001: management system standard.

How it works end to end

Govern: policies, roles, culture.

Map: identify AI systems + risks.

Measure: metrics for risk + performance.

Manage: mitigation + monitoring.

Applied to LLM apps: threat model + eval + monitoring + incident response.