Notes · Field log

Lessons from the field.

Short, practical notes from real builds — what broke, what fixed it, and what I'd tell you before you hit the same wall. Updated as the work teaches me.

01 Field note · Python / arcpy · AI-assisted engineering Thirteen iterations: what a 53-million-candidate bug taught me The most expensive defect in my Center of Gravity tool was invisible in code review — it only appeared when the tool met real data. Notes on iterative execution, primary sources, and directing AI as an engineering partner. Read →

More notes in progress — this log grows as the work does.

Working through something similar?

If one of these notes maps onto a problem you're wrestling with, I'd genuinely like to hear about it.

Start a conversation →