The primary energy source for human muscles during high-intensity exercise is carbohydrates. Glycogen, stored in muscles and the liver, is rapidly converted to glucose to meet energy demands. While fat is utilized during lower intensity activities, carbohydrates are preferred for short bursts of peak performance due to their quick availability.