Everyone is talking about evals and judges as possibilities. We put one in production. It scores every MCP outcome for real user value and turns the failures into engineering work. I built it from 1,000 conversations read by hand. Here is the whole thing.

How we created Rex, a simulation engine that encodes five years of anthropological research into personas that stress-test AI products before real users arrive.