Prior work from the Lab · Sovereign AI

Sovereign On-Premises Lab Stack

An on-premises GPU lab running open-weight models, kept off the public internet.

Status: In development

The problem

Organizations that cannot send data to a public cloud still need modern AI. The question is what a small, owned stack can realistically do.

What we're designing

In development. The design is an on-premises GPU lab running open-weight models through a standard API, with supporting capacity for embeddings, vision, retrieval, and evaluation, and no inference exposed to the internet. Current uptime has not been independently verified for public claims.

Design intent

Applications would talk to a standard API so the model behind it can be swapped without rewriting the tools. Public and synthetic data only. Hardware and model names are omitted until public disclosure is approved.

Open questions
  • [Analysis] Once available, lab benchmarks on small hardware will be indicative, not a guarantee of production performance.
  • [Analysis] Model provenance matters to defense customers; the design keeps the default model replaceable.

Work with the Lab

Interested in this area?

We would be glad to talk about how this work applies to your organization.

Talk to the Lab