Compose the interface itself from context — driver state, road conditions, route — instead of asking the driver to navigate to what they need.
Voice Interfaces2024—25
Classify intent from noisy, real-world speech so the agent acts only when the signal is clear, instead of answering every stray sentence.
Enterprise UX2024—25
Designers duplicated one jacket nineteen times to create it. Merchandisers waited three weeks for data the PLM already held. Both worked around the system meant to hold their work.
Ambient Computing2026
A wordless agent that expresses emotion, status, and intent purely through light, staying readable from midnight to noon
More things I built
21 projects from coursework, hackathons, and independent study. _〆(。╹‿ ╹ 。)