It usually starts with optimism. The product works. The backend is stable. Deployments are clean. Then an idea comes up that says “Let’s put some AI in here.” So, a model is connected to the app. A ...

What separates casual vibe coders from elite builders? It's not better prompts. It's systems. Here's the exact framework I use to keep AI projects production-ready.