Problems I've taken on

A few messy, real-world problems that shaped how I think about building companies for the physical world.

Can EV battery-swapping infrastructure scale across emerging markets?

At SUN Mobility, I worked on international expansion for EV battery-swapping infrastructure across emerging markets — learning that physical infrastructure scales through execution, local partnerships, and operating detail.

Can messy technical product data become usable for AI agents?

Through Partly and my work on agentic commerce, I explored how messy supplier pages, datasheets, and technical product data could become structured content that engineers and distributors can actually use.

What blocks robotics companies from moving from demos to deployment?

At Stanford, I'm exploring why robotics companies struggle to move from impressive demos to reliable deployment — across models, data, hardware, procurement, customer workflows, and ROI.