Layer 2. Governance must be practical or it gets bypassed. Policy memory, governed bypass, shadow AI, and why unmeasured governance is theater.
AI didn't make engineering principles less important. It made the ones we took for granted matter more. Production AI is the architecture, tradeoffs, and judgment that separate demos from systems that survive production. Written for engineers, and the leaders responsible for them.