$ researching
LLM systems in real deployment contexts
Finance, governance, evaluation, behaviour, uncertainty, and how models are used under constraints.
~/now
Current focus.
Researching, building, reading, and a few side quests. Last updated: 2026-05-03.
$ building
Small static tools
Research explainers, badminton club utilities, and reusable public notes.
$ reading
Papers on agents and evaluation
Especially work that makes model behaviour measurable where systems are actually used.
$ side-quests
Useful weirdness
Lightweight webapps, rotas, lists, and the gentle art of making tiny systems less annoying.