Projects

A few things I’ve built or am tinkering with - more will land here as they hold up.

lgtmaybe #

A provider-agnostic PR reviewer. Six model backends behind one --provider flag, and no static keys in your secrets for the cloud ones - Bedrock and Vertex auth keylessly over GitHub OIDC. Ships as a PyPI CLI and a GitHub Action over one core. Python, built ports-first with AI doing most of the typing. I wrote up how I built it, and the source is MattJColes/lgtmaybe.

The homelab #

A few Raspberry Pis, a NAS, a Framework Desktop, a DGX Spark, and a stack of Dell OptiPlexes and other mini PCs. It all runs on Tailscale so I can get to it from anywhere, with a lot of containers going at any time to self-host things and run local AI.

My current mini homelab
My current mini homelab

Fine-tuning local vision LLMs #

Fine-tuning open-source vision models like Qwen with Unsloth on my DGX Spark and Framework Desktop. Mostly for fun - I want to see how good a model I can run at home is at OCR and reading images, and I like experimenting with swarms of AI agents while I’m at it.

More soon #

Whatever I’m building next: a Python tool wired up to an AI agent, an agent-orchestration experiment, or some homelab automation. I’ll write them up if I think they’re worth sharing.