Own your models.
Own your data. No lock-in.
We turn original model research into open tools and focused products for teams that want capability without surrendering control.
Local-first
Your infrastructure
Run the important parts where you choose.
Portable
Your data
Export, move, and leave without permission.
Inspectable
Open where it matters
Auditable tools and research you can reproduce.
The Libre Stack / 05 active builds
From first-principles research to products people use.
The studio works across the stack: training models, building the tools around them, and operating focused products. Each layer sharpens the next.
Lab notebook / Genesis Run 2
Run 2 completeWe train the models, publish the failures, and ship what we learn.
Genesis is the studio’s research proving ground: architecture decisions, distributed training, broken checkpoints, and all.
Selected capabilities / Small team, deep work
We collaborate where research and product meet.
Focused engagements for teams that need a real system built, trained, or tested—not another strategy deck.
Products & systems
Agents, interfaces, communications, and the infrastructure that holds them together.
Models & datasets
Pre-training, fine-tuning, evaluation, and dataset work grounded in real training runs.
Safety & resilience
Adversarial testing for models, agents, and the infrastructure they can reach.
Start with the constraint
Need a private AI system built around your reality?
Tell us what must stay local, what needs to ship, and where the current tools fall short.