The AWT package provides basic graphics tools for Java applications. It contains classes like Container, Component, Button, Label, etc. that allow creating and managing GUI elements. Containers can hold and display Components. Components are user interface elements like buttons and text fields. Containers are also Components, allowing nesting. The example code creates a Frame container with a Panel child container holding a Label, TextField, and Button component.