The guy in the video is wrong to state there are no Earth sheltered buildings presently. Mt. Weather comes to mind...

Hell, there have been such cities built long into prehistory. Turkey has been recently shown to have extensive cities underground that were inhabited for centuries.

The fact that so little development today uses this real estate is one of the prime examples of just how badly managed the world is today.