Things we build to find out.

A crisis dataset, four generations deep

Four published generations of a supervised fine-tuning set for emergency guidance, each one a versioned artefact rather than a local file.

huggingface.co

Crea.ai, the part a frightened person touches

The product in front of the crisis models, for somebody who is not an engineer and is having the worst day of their year.

crea-app.dev

crisis-agent, built to work with the network down

A fine-tuned 7B assistant for crisis guidance, published in full and in GGUF form so it runs on a laptop with no connection.

huggingface.co

CATIA, catastrophe risk against money

Hurricane, flood and wildfire risk scored against financial impact, joining actuarial method to machine learning.

HALO, a carpool a community runs itself

A rides app for parents, drivers and community admins, with an operations console for the people who are responsible when something goes wrong.

halorides.app

CP Mentorship, and giving the assistant real tools

The platform under cpmentorship.org: the public site, the member portal, committees, directory and event check-in, plus MCP tools that let Claude Code operate the admin directly.

cpmentorship.org

DataForge, splits that cannot leak

A streaming, leak-aware pipeline that groups by source before it splits, so an evaluation score means what it claims.

Tafsiri, translation where there is no reference

Fine-tuning-ready translation sets for African languages, where three independent signals have to agree before a sample is kept.

Street-level imagery, and the quota that stopped it

End-to-end collection, organisation and management of Street View imagery, built to feed a vision model.

p-mon, every repository at a glance

Scans a folder of git repositories and shows which ones have work you forgot to commit.

mkpyenv, one command instead of nine

Builds a complete Python project structure, virtual environment, gitignore and starter files from a single command.

Frosty Spark and Pathfinder

Two web toys, built for the pleasure of it, kept live on their own domains.

frostyspark.dev