I usually start by questioning the problem framing before I reach for tools. I often find that engineering problems trace back to assumptions I did not notice early enough about boundaries, ownership, or failure behavior.

Most of my work has involved production systems where timing, correctness, and operational clarity have usually been more useful than trying to be clever. I try to write constraints down early, make trade-offs explicit, and keep designs simple enough to debug under pressure.

This site is where I document that process: what I encountered, what failed, and how my judgment changes over time.