Twice in Three Years: Two AI Phase Shifts
Reflections on the shift from machines understanding instructions to carrying them out.
About
I build software that brings data and AI into industrial operations. My background is in applied mathematics and statistics, and my work spans product architecture, applied AI, and leading engineering teams.
Work
At kwantis, I’ve helped build ID3 from its first version into a platform used by major energy operators. I joined as the first technical hire in 2015 and went on to build and lead the AI & Analytics team.
My work has included well-performance benchmarking, detecting anomalies in drilling data, and using generative AI to automate operational reporting.
Projects & writing
Forecasting rate limits in claumon
How claumon forecasts Claude Code’s usage limits and accounts for uncertainty when usage goes quiet.
Selected publications & appearances
Background
MSc in Statistics and Actuarial Science
My thesis research contributed to the R ChainLadder package.