Think in Systems

Before writing a single line, I map the full data flow. What goes in? What comes out? Where does it fail? This systems-first thinking prevents local optimizations that break global coherence.

When building the Vietnam address API, the challenge wasn't just parsing data — it was designing an endpoint contract that would remain stable as administrative boundaries changed every few years.