Projects

When Copilot's data quality regresses, millions of users get worse answers. I became the primary engineer for the validation layer — building the systems that catch problems before they reach people.

Logistics misallocation affects real businesses and real shipments. Built the simulation and ML pipeline infrastructure that made RL-driven optimization actually work in production.

Intensive care units operate under extreme resource constraints — when beds and equipment are misallocated, patient outcomes suffer. Applied machine learning to model and optimize ICU resource allocation.