Once an AI algorithm (even just one for Go) realizes that it can hijack the bank accounts of all the world's other 9 dan players in order to demand an analysis of its planned move, and figures out how to do that, then we've made the cake.

N.B. the genericity of the deepmind stuff that is the basis of AlphaGo makes this seem not entirely far-fetched.

Yum, cake.