AI-Guided Environmental Sensing & Adaptive Monitoring
Where should you put the next sensor in Lake Michigan? Let uncertainty decide.
Selected Projects
I enjoy making things. Here are a selection of projects that I have worked on over the years.
Applets for Data Analytics in Materials Science
Turning materials-science analysis into something you can just... upload a CSV to.
EPCOT Foundation Model — TSS-to-Expression Data Pipeline
Made a genomic foundation model 2–5× faster to train — and found a 50 kb bug that was quietly wrecking its interpretability.
Functional Genomic Representation Learning for Microbial Communities
A parameter-free way to turn a whole microbial community into one honest vector.
LLM for Incentive Design in Mobility Systems
Can an LLM design the incentives that make shared mobility actually work?