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The Fast Fourier Transform (FFT) is a vital algorithm used in various applications such as radar, sonar, 5G, and WiFi. It was initially discovered by scientists aiming to detect covert nuclear weapons tests and has significant implications in signal processing. The potential early discovery of FFT could have impacted the nuclear arms race by understanding the game-changing nature of nuclear weapons, highlighting the advanced energy release compared to conventional explosives.