You MUST load this before designing or architecting an AI system, and before reviewing any design document, RFC, ADR, or architecture proposal — constraints, capacity arithmetic, state ownership, blast radius, what breaks at 10x, reversibility, rollout, cost, and observability. Routes to seven domain skills for system-specific questions.