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Every time a neural network classifies an image, a search engine ranks results, or a game rotates a 3D world, the same operation happens millions of times: matrix multiplication. It's not element-wise — it's a careful pairing of rows with columns. And it has one shocking property compared to ordinary numbers: the order matters. AB is generally not BA.