DaviesTechLabs

Niche LLMs. Modest hardware. Practical possibilities.

DaviesTechLabs is a small, homelab-driven startup exploring specialized language models that fit within real hardware limits.

Our focus is simple: find useful models for specific tasks and make the most of the compute we have.

What we're exploring

• Niche LLMs — specialized models for focused use cases.
• Local inference — running models on limited homelab hardware.
• Efficient experimentation — exploring compact models, quantization, and the tradeoffs between capability, speed, and memory.

Our approach

Hardware constraints shape our experiments. We care about what a model can do, what it takes to run it, and where its limitations show up.

This page is where we'll share our work as it develops: experiments, models, and lessons from getting useful AI running in a small homelab.

If you're exploring specialized LLMs on modest hardware too, welcome.