You can already get AI to build things. This is how you turn what it builds into something real people can rely on — stable, secure, and launch-ready, no CS degree required. Spot where vibe-code breaks before your users do, make AI's output trustworthy (TDD, code review), close the security holes it quietly leaves, then ship and run it the way product teams do: release engineering, CI, observability, cost control. It's the in-the-job layer the free vendor academies — Anthropic Academy and the OpenAI Academy — never cover.
When to vibe, when to agent, when to write it yourself.
Prompts, context, and the code shape that survives an agent.
How you know AI output is safe to ship.
Running real agents in production — across vendors, at cost, under audit.
The modules above are the map. Pair them with a 1:1 session or a live class and walk out with the workflow already wired into your week.
// running fleets of agents at the manager / platform layer? see the Vibe Management track · experimenters only