Project Archive
Systems accountable to the places and people they model.
I started by asking why interfaces fail people. That led me to build products — and building products taught me to ask harder questions about the data underneath them. SkinGraph started as a skincare tool and became a study in who gets left out of AI systems. That question pulled me into computer vision research, and CV pulled me into geography: how physical space is encoded, surveilled, and misrepresented. I'm now working at the intersection of spatial AI, digital twins, and robotics — building systems that are accountable to the places and people they model.
UI/UX Redesigns
Why interfaces fail people — and how to fix them.
Rethinking flows, hierarchy, and friction in products people actually use.
Products
Building taught me to ask harder questions about the data underneath.
End-to-end products where design meets shipping constraints and real users.
Computer Vision
Who gets left out of AI systems?
Research on vision models, fairness, and the gaps between datasets and people.
GIS + Spatial
How physical space is encoded, surveilled, and misrepresented.
Spatial AI, digital twins, and robotics — systems accountable to place.