out and um whether or not they are more interesting less interesting longer shorter and so on so that's that's what this paper does so there's the implicit assumption which you need to believe in order to believe anything in this paper is that alpha zero actually has this ability there is pretty good evidence that it does because of zero cans of classical chess and go and shogi and a bunch of other board games um all with the same hyper parameters it can solve them such that it is easily at superhuman power so but you need to recognize that