Demis Hassabis has talked about this a bit in regards to theoretical physics and it's an idea that I think I agree on. Every once in awhile we randomly get a super genius who's brain is seemingly able to conceptualise or visualise beyond the state of the art. But at some point I think we have to accept that we are just animals and inherently limited by our brains (and means of observing the physical world).
The scary part isn't that AI is solving the unsolved problems that will force people to act like students again. The scary part is that we may not be able to understand the work needed to get to the solution at all.
Obviously we're not quite to that level yet but it's entirely possible we do get there. And on the optimistic side ~ maybe that's what we need: better tools.