Most AI coding content is "build a chatbot in 30 minutes." That's not what shipping looks like. Shipping is shape-of-the-problem, scaffolding decisions, deploy choices, and what you cut to make a deadline.

Each module has a real outcome: a working artifact, deployed, with a real user (even if that's the student). AI is woven into every module — pair-programming, spec generation, code review — not isolated to a single "now use AI" lesson.

Targets working engineers and PM-engineers who already know how to code but feel slow shipping. Output: a portfolio of real artifacts at the end.