Build the full loop
I don't enjoy working only on a sliced-off UI mockup or an isolated database script. The best engineering happens when you understand how a user gesture in React converts to an asynchronous task in FastAPI, hits a PostGIS index, and returns without UI stutter.
Sweat the micro-feel
A functional feature is just the start. Clear loading indicators, error handling that actually helps, and tactile transitions transform software into something people can trust on a bad day.
Ground AI in deterministic math
Instead of throwing fuzzy prompts at an LLM and hoping for truth, I use transparent mathematical algorithms (TF-IDF ranking, topological graph sorts, tile pyramids) to establish the ground truth before bringing in generative models for synthesis.


