Things I've built, broken, and rebuilt. I gravitate toward systems that move data in interesting ways — pipelines, agents, simulations. Here are a few I'm proud of.
Simulating competitive ride-hailing on a real Manhattan road network, where two companies learn pricing and routing strategies through multi-agent RL.
A walking robot built from scratch, trained with reinforcement learning to move and interact with its environment.
An AI agent that turns IEPs into personalized worksheets in seconds — so teachers can teach instead of paperwork.
Lead developer for a national NGO platform that empowers students to solve community problems through business pitch competitions.