Governance Under Scale
4 parts. Read in order.
March 2, 2026 · 7 min read
Governance Under Scale · Part 1
Governance Under Scale — Part I: Human Override Is Not Governance
In most enterprise AI deployments, “human in the loop” is treated as a safety guarantee. Put a reviewer in front of a probabilistic system and its output is assumed to become …
March 19, 2026 · 5 min read
Governance Under Scale · Part 2Governance Under Scale — Part II: Monitoring Is Not Control
Part I established that human override is not an external safeguard. It operates inside the system, as a delegation surface through which authority expands when it is not …
April 24, 2026 · 7 min read
Governance Under Scale · Part 3Governance Under Scale — Part III: Revocation and the Reachable Decision Surface
Part II separated visibility from control. A system can observe its own drift, make its behavior legible, and surface deviation across time and risk class, and still not be …
August 24, 2026 · 10 min read
Governance Under Scale · Part 4Governance Under Scale — Part IV: Model Selection, NAIC, and the Crosswalk
Every framework that now governs enterprise AI asks the same question, and none of them ask it of the model. NAIC, NIST, ISO, the EU, and the bank regulators want to know whether …