70% planning, 30% code – what working with AI actually looks like
I spent two months building a website with Claude and Codex. The biggest lesson? 70% of time goes to planning and documentation, 30% to code. Sounds wasteful? The numbers say otherwise – 43 hours saved, deployment errors dropped to zero. Here’s what working with AI taught me.









