Building got easy.
Finishing didn't.

I shipped four AI products in a year. Every one of them failed.

Now I take apart the gap nobody talks about — the one between a demo that works and a product that ships. Schemas that hold. Verification that catches what breaks. Cost you can actually predict. And the failure cases nobody bothers to write down.

No hype. No affiliate links. Only what I measured myself, with the numbers.