The link you attached is for an all-grain recipe. No extract is needed. However, you will need to mash/sparge your grain to convert & rinse the sugar. The process your talking about which involves LME/DME and steeping grains is different.
"The universe is full of magical things patiently waiting for our wits to grow sharper." ~Eden Phillpotts, A Shadow Passes