Vibe Coder Expansion
The AI-first generation — if you can prompt code into existence but never learned to engineer it. Because vibes alone won't ship and operate a real product.
- Take a working prototype to a stable, launch-ready product — and know exactly when to stop tweaking and start hardening
- Make AI output trustworthy and close the security holes it leaves — TDD, code review, prompt-injection, secrets & supply-chain
- Ship and scale like a product team — release engineering, CI, observability, and cost control so it survives real users