Why AI Governance Frameworks and Generative AI Are Fundamentally Incompatible
The Scenario
You're eight months into deploying an AI system for clinical decision support. Internal reviews are passed, you decided not
(And they don’t know it)
You deployed an AI system six months ago. It performed well in validation. Your vendor provided documentation showing 94% accuracy on test data. Your compliance team signed
People are starting to notice that AI systems become less reliable over time. The term "epistemic drift" is emerging in research circles, often defined as a gradual shift away from truth-seeking
Who Actually Wrote These Guidelines?
The 2026 Dietary Guidelines emerged from a contentious process involving two different committees with two different sets of conflicts of interest.
The Biden-Appointed Scientific Committee (2023-2024)
A 20-member
Executive Summary
A mid-sized organization deployed a data security platform with an AI-powered chatbot interface to manage sensitive data controls. The team relied on the chatbot to configure critical security policies. For months,
