Product leader · Systems builder
I turn complicated domains into coherent products.
I work at the intersection of AI, complex data, and real-world operations—making systems easier to understand, use, and trust.
Selected work
Finding the system beneath the feature.
I’m most useful when a visible product problem points to a deeper question about concepts, relationships, evidence, or trust.
Turning shipping documents into trustworthy product data
Designing how AI-extracted information retains its source, connects to operational records, and can be reviewed and corrected.
Designing the human side of an AI system
Helping people understand what AI found, where it came from, what changed, and where judgment is still required.
When a “shipment” is actually several different things
Untangling bookings, bills of lading, containers, shipments, and accounts so the product represents reality more accurately.
Outside of work
Curiosity has a habit of becoming something tangible.
These began outside any formal role—a business, a build for the desert, a season of mountain objectives. Different domains, same arc: investigate deeply, find the underlying model, and make something from it.
A tea business featured in Tools of Titans
How an interest became a product, a company, and an unexpected place in Tim Ferriss’s book.
Physical experiencesBuilding for the desert
Ideas translated into objects and experiences under severe physical and operational constraints.
Planning systemsDesigning for ambitious objectives
Routes, weather, water, equipment, pacing, and judgment treated as one adaptive system.
A question worth asking
How can we model this more truthfully—and what becomes possible if we do?
I’m interested in AI product architecture, vertical AI, evaluation systems, and software that has to make sense of messy real-world information.