Work and projects

Research workflows

Research workflows I work on using retrieval, extraction, and citation checks. The public reference illustrates part of that approach with synthetic data.

retrieve→reason→verify evidence→cite∣refuse

Local model training

A tool for reviewing corrections and comparing local model updates before deciding whether to use them.

My work covers the correction and evaluation workflow.

The workflow produces candidate lessons, model comparisons, and a review step before promotion. The scorecards describe performance on the evaluated tasks, and previous model versions remain available for rollback.

correction→candidate→immunity gate→evaluate→promote∣rollback

Coding tools

Tools I use with coding agents, including Ocelin, a local companion for Codex and Claude with session previews, searchable history, and an optional Windows app.

I develop and maintain tools for my coding workflow.

Tools I use to follow agent sessions, find previous work, and organise coding tasks with tests and review.

plan→change→test→inspect→merge∣revise