Field notes on AI, engineering, automation, and building technology for international scale.
Why retrieval, evaluation, and guardrails — not bigger models — are what move AI from pilot to production.
Most automation breaks when the process diverges from the happy path. Here's how we build for the exceptions first.
Turning cameras into reliable inspectors: datasets, edge deployment, and monitoring for accuracy drift.
How sensors, traffic systems, and public services connect into one operational picture cities can act on.
A staged approach to modernization that delivers value at each step instead of betting everything on a rewrite.
Digitizing export operations, compliance, and logistics so goods and technology reach global markets faster.
