Vibe Coder Expansion

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.