Bad Specs Are Bureaucracy. Good Specs Are AI Leverage

AI does not fail only because it is unreliable. It often fails because we ask it to fulfill expectations we never made explicit. Spec-driven AI development turns intent, constraints, architecture, acceptance criteria, and review gates into a shared source of truth for humans and AI agents. The real mindset shift is to stop blaming AI for bad guesses and start improving the context, skills, and feedback loops that make AI deliver reliable software. Read All