Anthropic's recent paper "The Hot Mess of AI: How Does Misalignment Scale with Model Intelligence and Task Complexity?" makes an important empirical observation: frontier models show increasing output variance
Originally published July 2025, updated February 2026
1. The Gate and the Flow
At the base of every modern machine is a transistor: a small region of silicon where doped layers—one rich
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
The recent surge in "Constitutional AI" discourse reveals both progress and confusion in AI governance. While Constitutional AI represents an improvement over pure RLHF, it doesn't solve the fundamental
(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
