The complexity story is WILD: Standard attention: O(L²d) – quadratic scaling with sequence length
Grassmann mixing: O(Ld²) – LINEAR scaling (for fixed rank r) This isn't just theoretical. As sequences get longer, the gap becomes exponential.

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