Problem

Frontier models are smart, but blind to how real work happens.

The expertise that runs the real economy isn't written down anywhere to scrape. Most training environments are synthetic scenarios that models learn to game rather than real work they learn to do. Benchmarks saturate while the same models stall in production.

Solution

Simulated companies to train on.

Deployment-grounded environments with frozen task suites and verifiable grading. View samples.

Worlds

Each environment runs on a data-rich world, seeded consistently across every app.

Cross-app consistency, one answer key

Deterministic resets between runs

Durable, versioned worlds