Where the perspective comes from
My background is in fiber network engineering, GIS, spatial data, and infrastructure operations. In my day-to-day work, I deal with the kind of messy real-world systems most people never see: network records, field data, internal workflows, infrastructure tools, and the gap between how things are supposed to work and how they actually work.
That experience shapes how I build.
