Examples
World models reconstruct a world at a point in time, forecast what comes next, and compare how the forecast changes under alternative actions.
Flagship projects
Software operations
Project OSS
A model of repository activity for forecasting pull-request outcomes, review, and time to merge.
7.04 million events across eight training repositories, with zero-shot transfer to OpenClaw. Detailed report - review access.
FDA oncology
Project Confirm
A model of the clinical-regulatory path of cancer drugs, built from approvals, trials, submissions, and labels.
17,703 events and 3,275 held-out windows. Detailed report - review access.
AI work
World Router
A world model that chooses both the model and the shape of the work, from a single handoff to a reviewed council.
Across 386 recorded worker runs from Rohit's own Codex history, it cut estimated model spend by 37% against assigning every run to Sol High. See the evidence.
Play with a world
Political history
Bismarck
Explore diplomacy, alliances, and alternate choices in Bismarck's political world.
A hidden-history forecasting test.
Macroeconomy
Macro History
Explore macro indicators, policy records, and dated economic state in a fixed public snapshot.
5,339 records through June 9, 2026. A dated laboratory, not a current feed.