Vibe coding does not produce velocity. Agentic engineering does. If your AI coding rollout this year did not move your team's numbers, you are part of the paradox METR measured in 2025 (19% slower with 20% perceived speedup) and DORA validated at scale. AI is an amplifier of the engineering system it lands in. The tools work. Most rollouts fail. But what if the constraint is not the tools you bought, but the system you didn't build?

In this talk you'll see how a 70-engineer delivery org rebuilt itself in five months around eight operating directives and an agentic layer that builds the system that builds the system. You will leave with the rebuilt org diagram, the AI Development Lifecycle (AIDLC), one AI Engineering Workflow walked end to end, the measured gains we got past baseline, and the one metric that got worse.