Governing AI Systems at Scale: From Risk Models to Real Enforcement

Frameworks tell you what outcomes to achieve. They do not tell you how to instrument your system to produce them. That gap, between risk models and real enforcement, is where most AI governance programs are stuck.

June 12, 2026 · 4 min · Yogesh Thanvi