Diffuse SystemsYour models, your machines

Run, fine-tune and distil language models on the hardware you already own. Nothing leaves the deployment.

Serve

An OpenAI-compatible endpoint on your own hardware. One machine when the model fits, several cooperating when it does not.

How serving works

LoRA adapters trained on your own corpus, on the same cluster, in two commands. Every adapter carries its provenance.

How fine-tuning works

A large model teaches a small one on a corpus that needs no answers in it, and both are scored on the same suite.

How distillation works