> Yet I can't imagine why an entire 'college' of AI is needed

There was a point in time where this statement would sound true when describing computer science as a degree. People quite reasonably thought that CS should just stay under the math department. Yet look where we are today.

Who's knows how much bigger the field will become in a couple decades.