The document compares and contrasts AWT and Swing, the two GUI toolkits in Java. It states that AWT is included in all Java implementations but is limited, while Swing provides more flexible and attractive GUI options but requires more resources. It also provides instructions on how to build a basic GUI app using either toolkit, including adding components, containers, layouts, and listeners to components.