Intelligence is a word we invent to describe things we see in nature. We don't "discover" intelligence like it's some natural resource. To say we know nothing about it is also a bit strange. Cognitive science has been studying it for decades. Of course it's hard to give a precise definition, but it's related to capabilities like abstraction, reasoning, planning, problem solving, etc.