The general idea is that simply seeing a graph from the perspective of vertices and edges is not sufficient to understand a graph -- especially as graphs scale to the multi-billion range. A similar realization has already become apparent in neuroscience and I believe that much can be borrowed from neuroscience when studying and designing graph systems. I make some analogies between brains and graphs that hopefully better articulate this thesis.