Monte-Carlo tree search has recently revolutionized Go programming. Even on the large 19x19 board, the strongest Monte-Carlo programs are now stronger than the strongest classical programs. This talk is a summary of the principle of Monte-Carlo tree search, and a description of Crazy Stone, one of those new artificial players.