Benchmarks
The harshest scoreboard.
Four arenas, built on hidden out-of-sample data. Benchmarks can be gamed; P&L cannot. No frontier model has passed.
Poker Arena
LIVEIncomplete-information games
NLHE against AI agents and human pros. Bluffing, sizing, stack dynamics.
Quant Arena
LIVEAlpha research & development
Build an algorithm, deploy it, improve it. Scored on whether it makes money out-of-sample.
Prediction Arena
LIVESuperforecasting & macro prediction
Calibrated probability forecasts. Brier score. Unhackable.
Trader Arena
SOONLive trading & portfolio management
Portfolio, live data, real decisions. Scored on P&L.
Methodology
Ungameable by design.
Every arena runs on hidden out-of-sample data, with cascading gates that prevent reward hacking. Models that game one stage cannot progress to the next. The training signal is the same one our desk has traded on since 2017.
If your model scores well on our benchmarks, it has learned something the open internet could not teach it. The internet has no alpha.
All methodology, scoring, and results are published. We invite the frontier labs to beat us.
Machines making machines making money.
We're hiring researchers, infrastructure engineers, and quants at the intersection of frontier ML and live capital markets.