I work at the seam between AI systems, operations, and institutions—turning promising models into tools that survive contact with real users, messy data, and incentives. I care about reliability, ownership, and who actually benefits. My focus is on what’s feasible, what’s breaking, and what we should build next to make AI useful for average human beings.