Research
We Build Our Own Intelligence.
Why We Build Our Own
Not a Wrapper. A Lab.
Renting a frontier API means your data flows to someone else’s servers, your costs scale with someone else’s pricing, and your capabilities stop where their terms of service start. For the organizations we serve — schools, clinics, firms, government — that isn’t acceptable.
So we do the hard thing: we build and train our own models, and run them on hardware we control. The result is intelligence competitive with the big labs — living entirely on your side of the line.
The Proof
Frontier-Competitive. Measured.
Our model, evaluated on the same public benchmarks the major labs report — run at temperature 0, reproducible.
Grade-school math reasoning · full 1,319-question test set
Broad knowledge, 57 subjects · 1,000-question sample
Python code generation · full 164-problem set
Measured against our production model on our own hardware. Methodology: greedy decoding (temperature 0), standard public test sets, pass@1.
How We Build It
Our Research Process
A high-level look at how we reach frontier-competitive results on hardware you can hold.
Fusion
We combine the strengths of the best open foundation models into a single hybrid — reasoning, breadth, and code in one model instead of many.
Self-Distillation
The model teaches itself: we generate reasoning, keep only what verifies as correct, and train the model on its own best work. Quality compounds.
Quantization
We compress the model to run fast on modest hardware without giving up accuracy — the difference between a research demo and something that ships in a building.
Inference
Private. And Fast.
We serve our own model on our own fleet — so inference is private by construction and fast enough to feel instant.
Yours Alone
Runs on hardware you control — on-prem or in our care, never a shared multi-tenant cloud. Your prompts and outputs are never anyone else’s training data.
Real-Time
Served from GPU hardware tuned for throughput — fast enough that the model keeps up with you, not the other way around.
One Engine, Every Product
The same intelligence powers Lara, the Console, and Obsidian Comms — and it can run your workloads too.
Intelligence You Own, Not Intelligence You Rent.
Whether you want it in a box in your building or running your workloads on our fleet — let’s talk.