accurately predict the future so this planning the the more you plan the more you actually look into the future the bigger your tree becomes the better moves you make so on the left you see the distributions of winds losses and draws for one second per move and on the right for one minute per move so both white and black pieces here are played by alpha zero so it's not alpha zero against something else this is playing against itself and you can see in uh in classic chess it's it's quite it's quite saddening actually um