I make frontends, I build AI, I develop games.

From clicking through thousands of panoramas by hand to steering AI automation. Automatic detection of road signs, precise placement on the map, and reading the sign code out of photos and laser scans taken from a moving car. A few lessons worth keeping: I don't sell accuracy, I sell a tool that admits where it isn't sure. The user always has the last word. Measurement and transparency are the foundation. Don't put AI where it isn't needed.

Tooling for analysis, automated testing, development, and managing the rollout of phased programmes. Ours and our clients'. I work out good practice and teach it, define workflows, and actively look for places where AI genuinely helps. Lean & Agile. People as makers and movers, not clickers.