Builder · Operator · Independent thinker

Make the useful thing.

I build practical AI systems, ventures, and digital products—then test them against reality.

Turning ambitious ideas into clear, testable systems.

Useful beats loud. Evidence beats performance.

Researching the next useful thing to build.