Engineering

I turned a spare Mac into a private video-analysis pipeline for better meeting notes. The useful part was not finding one perfect model—it was learning what to test, what to trust, and what to throw away.

A deterministic pipeline that turns JSON into pixel-perfect ad images — and a lint gate that refuses to render an ad whose numbers don't add up. A pattern for generating visual content the way you generate software.