High-frequency gravitational waves represent an unexplored frontier of gravitational physics. While pulsar timing arrays reach nHz frequencies and ground-based interferometers probe the audio band, the regime above the MHz scale remains essentially untested. We propose a hybrid detection framework in which gravitons convert to photons via the Gertsenshtein effect in strong magnetic fields; the resulting electromagnetic signal is resonantly enhanced in a cavity and read out by atomic quantum sens...