Christopher Kelley
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Domains / 02 · AI Governance

AI Governance

Making AI accountable in a sector where being wrong is expensive — governance treated as an operating discipline, not a policy artifact.

Active· 3 arcs· 3 pieces
Arc 01 · Control frameworks2 pieces

Turning NIST AI RMF and ISO-42001 from documents into controls with teeth — the throughline of the governance program.

JUL 2026 · 12 MIN

Governance is a control framework, not a policy deck.

The difference between AI that is merely documented and AI that is actually governed is whether the controls bind.
MAY 2026 · 8 MIN

Mapping NIST AI RMF to controls that actually run.

From the four functions to enforceable, testable obligations.
Arc 02 · Model risk1 piece

What AI model risk management inherits from decades of financial model governance — and where the analogy breaks.

APR 2026 · 7 MIN

What model risk management borrows from banking.

SR 11-7 as a template, and its limits for generative systems.
Arc 03 · AssuranceComing

Evidence, audit, and third-party assurance — how an organization demonstrates its AI governance actually holds.

This arc is in progress — no pieces published yet.