Prevent muscle soreness after workouts by incorporating a proper warm-up and cool-down routine, staying hydrated, consuming adequate protein and carbohydrates, and using recovery techniques like stretching, foam rolling, and massage. Gradually increasing workout intensity can also help prevent excessive muscle soreness.