AI in production, engineered MVPs, SEO for founders, and why structured product beats vibe-coded demos when you scale.
Search, trust, and ops are the three places AI pays off early — if supply and demand are already moving.
Autonomous agents sound impressive. Supervised assistants that draft and route work are what ops teams adopt.
Demos look perfect. Production needs test sets, failure modes, and a plan when the model is wrong.
