How to build an app with AI from scratch

AI gets a non-coder from idea to a working demo quickly. Then the same person hits the same walls, in the same order: scope, tool choice, the 70% problem, the free-tier cliffs, security, and getting paid. This is the map of that whole path, with the real numbers at each wall and the deeper guide that gets you over it.