Coding agents generate convincing code fast, but passing CI doesn't mean code is safe for production. There's a critical difference between leveraging AI (maintaining full ownership and understanding of output) versus relying on it (shipping whatever the agent produces). The scarce resource is no longer writing code — it's judgment about what's safe to ship. A responsible framework includes self-driving deployments with automatic rollback, continuous validation through load tests and chaos experiments, and executable guardrails that encode operational knowledge as runnable tools rather than documentation. Engineers who thrive will be those who maintain rigorous judgment over what they ship, not those who generate the most code.