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Index
Four threads. Two lead.
The notebook

Threads

Four threads run through the work. Two lead: the AI I build, and the systems under it. Two sit behind them, the things I make for fun and how I think about the people doing the work.

/01
Thread
The headline.
Applied AI & ML

Production RAG, fine-tunes and evals: what I shipped, and how I know it works. S3 Vectors in production as an AWS launch partner, plus the eval harness that keeps the claims honest.

4 pieces 1 shipped Apr–Jul 2026 active
/02
Thread
The engineering under it.
/03
Thread
Built for the house.
Side projects

Things I built because I wanted them to exist. A holiday planner, a game-night parlour, this site, the odd algorithm demo. Home-cooked software, shipped for an audience of a few.

1 piece 7 shipped 2020–2026
Secondary
/04
Thread
Context, not the pitch.
Engineering leadership

How I think about seniors, juniors and the teams around the work. It sits here as context: the site leads with what I build, not how I manage.

5 pieces 2024–2026