Adobe, or cob when it is applied without forms, is basically a sun-dried mud. It has been used throughout the world, in many different time periods. Several buildings, hundreds of years old, still stand.
Burying your home into the ground is a great way to save on energy needed to heat or cool the space. Earth has a constant temperature beneath its surface and adds incredible thermal mass to your walls.