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Idea note — treat the weight-space loss surface as a signal with a Fourier spectrum over any bounded weight box, and ask whether its frequency structure (learned cheaply, then exploited via mode phase/interference) can locate the deepest minima. Contains a full literature survey: what exists, the nearest neighbors, and where the idea breaks.