HP-1 circuits achieve O(n) depth while preserving shift invariance and exponentially growing Fisher information, enabling numerical replacement of the QFT in Shor's algorithm with neural net classical post-processing.
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Quantum speedup stems from matching problem structure to interference patterns under constraints of measurement contexts, thermodynamic irreversibility, and contextuality, rather than from parallel computation.
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