# Projects

> Source: <https://coles.codes/projects/>
> Published: 2026-05-30 00:00:00+00:00

# Projects

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

## lgtmaybe [#](#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](/posts/building-lgtmaybe/), and the source is [MattJColes/lgtmaybe](https://github.com/MattJColes/lgtmaybe).

## The homelab [#](#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.

## Fine-tuning local vision LLMs [#](#fine-tuning-local-vision-llms)

Fine-tuning open-source vision models like Qwen with [Unsloth](https://github.com/unslothai/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 [#](#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.