Work with us
From one city to a continent
San Francisco is our first proof. Getting from one city to a continent takes partners: organizations with records to learn from, the compute to run larger worlds, and researchers who want to push on where this still falls short.
What we're looking for
- Data Outage, crew and dispatch records from utilities and cities. The model learns from an organization’s own records, in place; a new city arrives as data, the same way San Francisco did.
- Compute The processors to run continent-wide worlds. Regions run on separate machines and still give bit-identical answers, so growth is ordinary engineering, not a new architecture.
- Research Colleagues who want world models that can explain themselves, and who want to help close the gaps this page and our research are honest about.
Bring your own records
If you hold outage, crew, dispatch or incident records for a city or region, we can show you what the same model would learn from them, and what it would be able to tell you about a day you’ve already lived through.
Help us scale the world
The model runs on ordinary processors, scaling with events rather than area. Compute partners get a proven path from one city to a continent on hardware they already understand.
Push on the open questions
Our how it works page lists what the model gets wrong today, honestly. If that’s the kind of problem you want to work on, we want to hear from you.
Get in touch
Reach the team directly
Tell us what you’re working with and what you’d want the model to answer. A person reads every message.