Juergen Schmidhuber has a theory of artificial curiosity. His theory proposes that seeking confusion is actually a good thing. Agents that seek out situations where surprising things happen, put their internal models to the test and learn the most. And that's all curiosity is.

Amazement is just a form of curiosity. People who are interested in AlphaGo have had their internal models of AI progress challenged, and are updating them.