C10 is the last checkpoint. The app already works; now you make it safe to operate — so a malicious input can't hijack the model, a runaway loop can't run up the bill, and every AI call leaves an auditable trail. You'll also confront the punchline of the whole steering story: governance on paper isn't enforcement, and the only controls you can rely on are deterministic.
