This paper presents a room-temperature, noiseless, all-optical isolator using genuine single photons in hot atoms. The isolator achieves low insertion loss (0.6 dB) and high isolation (30.3 dB) with a bandwidth of hundreds of megahertz. Nonreciprocal direction is reversed by tuning the pump laser frequency, showcasing its reversibility and robustness.