Refusal Infrastructure: Architecting "No" as a First-Class System Behavior

The best measure of an AI system's governance maturity isn't what it can do, it's how well it refuses to do things it shouldn't. Most AI systems treat refusal as an error state. The system tried to do something, got blocked, and now the user sees a generic "I can't help with that" message. The actio