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Standard drift-detection tools break on embedding spaces. The natural replacement is to watch centroids move, and centroid distance is secretly the simplest case of a much stronger test, Maximum Mean Discrepancy. A one-shot geometric measurement tells you which version you need.

Softmax attention is the unique optimal solution to an entropy-regularized transport problem. This connects 18th-century French mathematics, reinforcement learning, and the geometry of probability distributions.