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AlgoTune SciPy speed-ups

Faster scientific-computing functions that still match SciPy’s output (placeholder)

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nufft-lombscargle

A non-uniform FFT for the periodogram: O(n log n) instead of O(n²).

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Batch the small least-squares solves.