A phrase that is another way of saying awesome, rad, cool, sweet, tight, etc. You do not use it in the middle of a sentence.
example of how NOT to use it: I have a that go hard mp3 player.
How to use it:
speaker 1. "Man, Yesterday i got this sweet bass system for my car."
speaker 2."Oh that go hard."