Practical

Practical

Practical applications and insights for AI governance in regulated environments.

Why Your AI Governance Framework Will Fail Audit

Your governance documentation looks comprehensive. You have policies, procedures, risk assessments, validation protocols. Your internal stakeholders signed off. Legal reviewed it. Compliance approved it. And it will still fail external audit. This isn&

Why AI Regulation Must Start From Scratch

When regulators first encountered biotechnology, nanomedicine, and digital health, they adapted existing frameworks. Drugs, devices, and diagnostics each had long histories of oversight, so new technologies were folded into those categories with incremental