Look It's Rich.
AI Engineer · Bristol & South West, UK

I build AI systems
that build software.

Twenty-five years as an engineer, architect and lead. Now building autonomous multi-agent development: software factories on local hardware, judged on cost and latency rather than demos. Here's the work, and what I got wrong on the way.

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I work in the open — here and on my YouTube channel.

Latest writing

What I'm building

Open source

GuardKit

AI-assisted development with quality gates. Docs at guardkit.ai.

Lab bench

Agent fleet

A software factory, dataset factory and fine-tuned models. Code on GitHub.

Physical AI

Study Tutor

My daughters' GCSE revision runs on a fine-tuned model fronted by a Reachy Mini robot.

Working on something agentic?

Thirty minutes, no pitch — just a second pair of eyes.

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