Vision
Intelligence that gets better with experience.
AI today is a few general models, rented by everyone, that forget what they learn from you. We think the next generation will be specialized, efficient, continually learning, and owned by the people and organizations it serves.
What we believe
Three ideas the company is built on.
01Idea
Efficient models
Intelligence should be cheap enough to run everywhere it is useful, not only where there is a data center.
02Idea
Continual learning
A model should get better at your work by doing it, and keep what it learned.
03Idea
Ownership of intelligence
What a model learns from a person or a company should belong to them and stay isolated from everyone else.
How we get there
Software is where we start.
Software teams are the first place this works: the work is digital, the outcomes are measurable, and agents already do part of it. A platform that connects that work is useful today and shows where learning helps next.
- TodayAvailable
The loop, closed for software teams
Build, test, ship, observe and understand in one connected platform, so every release teaches the next one and people and agents work from the same context.
Products - In researchInternal results
Intelligence that learns from the loop
70% lossless compression with 2× faster inference, and a General Learning Operator that improved a model through completed coding tasks.
Research - Where we are headedVision
Intelligence that belongs to you
Specialized models for every organization and person, learning from the work they do, owned by them and efficient enough to run anywhere.
The long-term goal
See what is built, and what is next.
The products are what teams use today. The research shows where the company is going.