My AI prof once wrote on the board "Learning is generalization". It makes sense: if the only way you're reasoning is by attempting to retrieve things from your cache, it's rote learning and you're not able to deal with situations you haven't encountered before. And even if your cache is super-extensive, all you're doing is overfitting.
