training environments built from real work.training environmentsbuilt from real work.

We're an applied research lab in San Francisco. We build training environments and evaluations for frontier AI labs.

Every environment starts from a real source: the records, threads, files and history a company actually runs on. The state is real. The mess is real. Nothing is made up to look plausible.

Synthetic worlds teach models to work in places that don't exist. Real ones teach them the work people get paid to do.