AI in production, engineered MVPs, SEO for founders, and why structured product beats vibe-coded demos when you scale.
Short timelines are not an excuse for schemas that break the moment you add subscriptions or a second city.
Demos look perfect. Production needs test sets, failure modes, and a plan when the model is wrong.
