22 Jul 2026 · 2 min read
Shipping AI features that survive production
A demo needs one good answer. A product needs a good answer on the worst input a real user will send you. Here's the gap, and how I close it before launch.
Read articleNotes from building web, mobile and AI products — shipping AI features that hold up in production, Next.js performance work that pays off, and how I scope and run client projects.
Tell me what you're working on — I'll come back with scope, timeline and a plan.