From demo to production
"We've built prototypes. They demo well. Nothing's in production. We're not sure what's missing."
What's missing is almost never more model. It's the business logic, the evaluation harness, the middleware, the observability, and the unsexy product engineering that turns a clever pipeline into something your users can rely on at 2 a.m. on a Tuesday.
I come in, read what you've built honestly, and work alongside your team to ship the version that survives real traffic. That means the architecture review nobody wants to hear, the guardrails that should have been there from day one, and the boring middleware layer that's the actual difference between a demo and a product.
Because AI isn't magic. It's software. And software has to be engineered to ship.