Randomness is the basis for all life and seems necessary for there to be any sort of curiosity component to intelligence. At a macro level, it seems to represent breaks in cycles that allow for change. Further, if our own decision making amounts to weighted distributions in neuron paths, how would a brain resolve an equally weighted distribution (no matter how small the chance of that happening is).

Edit: To further explain, I apply the basic principles that govern life to all facets of life, all the way up to the complexities of human society, language, etc.. That is, DNA is a self-replicating system that through randomness was able to build more and more complex organisms over time. It generically represents a way to encode behaviors through time, a necessary subset of which include behaviors for self-replication and resource acquisition (mostly to satisfy the self-replication requirement). On a more complex level, human society is the organism, human language (including speech, writing, visual arts) is the DNA (a means to pass knowledge, behaviors, etc. through time), and humans are the "cells".