A game that keeps changing.

New cards arrive. Old cards rotate out. The best players adapt—and our system should too.

Cards rotate out and new cards enter the next format, over a faint infinity loop representing continuous change. Understand the game and adapt the strategy.

Three goals.

  1. Generality

    One model that plays any deck.

  2. Scalability

    Predictably stronger with more compute.

  3. Adaptability

    New cards without major redesign or retraining.