My work tends to begin with the same question: what is actually happening underneath the surface? That habit was formed writing code, strengthened learning submarine operations, and now shapes the way I evaluate businesses and build products.
I am interested in work with real stakes and visible outcomes: a shop that runs better, a household that better understands its finances, a language model that learns more efficiently, or a website that finally explains why a good business deserves attention.
I don't believe these are unrelated identities. Operations, engineering, finance, and business ownership all reward accurate observation, disciplined systems, and the good judgment to keep technology in its proper place.