Well AI is the exploration of how to reason about how reasoning occurs. Which is why early on there was massive progress in areas such as constraint solvers and recursive problem solving (like SHRDLU) but once we started to try to do things that we don't know how we do (like look at a picture of a bird and know it is a bird) things basically slowed nearly to a stop until computing grew to the level brute force solutions could be tested.