Writing
Research notes for curious people.
Plain-language tours through the papers, prototypes, and ponderings behind my work.
Four Years of Side Quests at University of Washington
Four years of side quests at UW taught me to reach out early, cross disciplinary boundaries, share my work, and respect the human effort behind scalable systems. Enjoy these lessons told through interactive widgets.
When More Synthetic Speech Labels Stop Helping
Our Interspeech 2026 study shows how a small amount of human annotation can improve speech models trained at scale.
Speech AI Progress Is Not Evenly Distributed
A lay summary of Connecting the Dots, our SLT 2026 paper on why automatic speech recognition improvements for mainstream English do not reliably transfer to minority English varieties.
Building Agricultural Search for Both Smartphones and Feature Phones
A lay summary of eKichabi v2, our CHI 2024 work on designing and scaling agricultural directory technology for nearly 10,000 rural Tanzanian enterprises.
Can AI Agents Estimate the Carbon Footprint of Electronics?
A plain-language breakdown of our Nature Electronics paper on multimodal AI agents that estimate electronics carbon footprints from public information.
Giving AI Agents Real Hardware to Learn From
A lay summary of Embedded Arena, our benchmark and hardware-in-the-loop harness for AI agents optimizing machine learning models on microcontrollers.
Making Product Sustainability Visible While You Shop
A plain-language summary of Living Sustainability, our IMWUT work on in-context interactive environmental impact communication for everyday product decisions.
How Many Holes Does a Graph Need?
A friendly explanation of our graph genus algorithm as published in Discrete Mathematics, why drawing graphs on surfaces matters, and how rotations helped compute the genus of the (3,12)-cage.
A Gentle Door Into Graphs on Surfaces
A lay summary of my UW honors thesis, which builds intuition for topological graph theory and the Practical Algorithm for Graph Embedding.