Everyday magic in technology—fast filtering, crisp compression, instant recognition—relies on invisible mathematical principles. At the core lies the convolution theorem, a cornerstone of signal processing that transforms complex time-domain operations into simpler frequency-domain computations. By shifting data from time to frequency using the Fourier