No, you cannot prevent your muscles from getting sore after a workout. Muscle soreness is a sign of muscle growth and that the repair and recovery process is taking place. You do need to make the distinction between the positive kind of soreness that is a sign of muscle repair and the kind of soreness that is an indication of nervous or muscle damage.