Building & Product

How do real founders ship an MVP with AI in days instead of months?

The short answer

The pattern is consistent: scope one core workflow, prompt a working prototype in hours, put it in front of 5-10 real users within days, and iterate on live feedback instead of specs. Pieter Levels built a flight simulator in 3 hours that hit $1M ARR in 17 days, and Karpathy shipped a paid app (MenuGen) without reading the code. The winners treat the MVP as a test of demand, not a finished product, and expect the messy 30% (auth, payments, polish) to take longer than the demo.

A quick orientation. The real value is below: resources worth your time, from people who've actually done it.

18 resources worth your time

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