Every group game, predicted — then learned from.

All 72 group matches, called up front (model win · draw · model win). As each resolves, the model conditions on the result — the forecasts on the board update, and once the group stage is done the knockout simulation runs on the real bracket and updated ratings. The model learning from the tournament, in the open.