I call this "machine metaphysics" and I think it's an extremely interesting area of speculation. A whole lot of human metaphysics are based on our (very limited) sensory inputs – which machines/AI have infinitely more of.

As a quick example, it seems to me that an AI may not need the concept of a universal, in the philosophical sense, because it is capable of handling a near-infinite number of particulars.