What are the features of the brain that are important to its computational power? Certainly many features can contribute, but how solid is the fundamental data on their contribution? For example, are synaptic plasticity rules precise or coarse? How important are they given the wealth of complex instinctual behaviors in the animal kingdom? We will scrutinize the foundations of computational principles in neurobiology, in both data and theory.