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Notes from the build.

How the products work, why I made the calls I did, and what it takes to launch them — including the parts most teams leave out.

Start here · Building

Bands, not percentages: a spatial join you can’t afford to get wrong

How TraceSarkar matches a photo of a pothole to the ward that owns the road and the contract that paid for it — and why every gate is built to ask rather than guess.

VCVinit Churi14 Oct 2026 · 10 min