Human-AI Interaction Research
Ongoing: what happens when people work with AI as a teammate — how the collaboration changes the work, not just the output.

Build
Technical projects from autonomous racing to data visualization — building tools that turn questions into something you can use.
Ongoing: what happens when people work with AI as a teammate — how the collaboration changes the work, not just the output.
Developed a reinforcement learning model for autonomous racing simulation, optimizing lap times through iterative training and real-time decision making.
Reinforcement Learning · Simulation
Built an interactive dashboard analyzing Formula 1 race data, visualizing driver performance, tire strategy, and lap-by-lap comparisons.
FastF1 · React
Research on AI-driven approaches to poster design, generation, or analysis.
Machine Learning · Mathematics
Related: IEEE research paper
IMU + Google MediaPipe — can full-body motion become musical feedback in real time? This project investigates whether a real-time multimodal sensing system can be engineered to reliably convert full-body motion into expressive musical feedback under practical latency and stability constraints. The system captures natural human movement and maps it to musical parameters in real time, with the goal of promoting smoother, more continuous motion through sound.
Music in Motion · IMU · MediaPipe
Team EcoDuo — Thunkable app to reduce food waste with expiration tracking, pantry habits, and recipes.
Sustainability · Team EcoDuo
Spring 2024 Simulation Racing Series with UC Berkeley ROAR — Monza Map v1, autonomous agents in simulation.
Simulation · Python
Built to learn waves as in physics class—3D radial ripple in the browser (Vite, Three.js).
Vite · WebGL