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The MoE strategy: 128 compact specialists to reduce operational expenses. The structural decisions within the 26B A4B model warrant special consideration from teams analyzing inference economics. Instead of mimicking recent large MoE designs employing few substantial experts, Google implemented 128 miniature experts, engaging eight per token alongside one constantly active shared expert. The outcome is a system that performs comparably to standard models in the 27–31 billion range while operating at approximately the velocity of a 4-billion model during inference.