The athlete who won a record eight gold medals at a single Olympics is Michael Phelps. Competing in the 2008 Beijing Games, Phelps set numerous world records while dominating various swimming events. His unparalleled performance established him as one of the greatest Olympians in history, breaking previous records and inspiring future generations of athletes.