How I Work
Engineering Style
I like first-principles thinking, clear feedback loops, and systems that can be tested, debugged, and improved. Whether it is software, AI, maps, hardware, or personal tools, I care about making ideas practical enough to help real people.
first principles, feedback loops, debugging, practical systems