
I didn't learn this from slides. I learned it shipping flagship products at Google — a Generative-AI video editor, and a Workspace platform running ~31 billion executions a week — re-architecting Amazon Prime's membership core, and modernising 300+ products at Walmart from legacy into microservices.
For 26 years I've designed systems at the scale where mistakes are expensive and decisions are irreversible. Somewhere along the way I realised the thing worth passing on wasn't the patterns — those are everywhere now. It was the judgment: the instinct for what will break, what will rot, and what will quietly carry a company for ten years.
Today I lead agentic-AI work — multi-agent orchestration, RAG, evals, LLM-Ops — the systems everyone's now racing to build. That judgment can't be downloaded. It has to be apprenticed. So I stopped only scaling teams and started scaling people — a few at a time, properly.
This is the part of the craft no curriculum captures — taught the only way it transfers: in a small room, on real problems, with someone who's carried the outcome.
Built and led engineering teams across the US · UK · China · India