Revenge of the humans
After losing the first three, Lee Sedol won his 4th game against the program AlphaGo!
Lee was playing white, which for go means taking the second move. So, he was on the defensive at first, unlike the previous game, where he played black.
After the first two hours of play, commenter Michael Redmond called the contest "a very dangerous fight.” Lee Sedol likes aggressive play, and he seemed to be in a better position than last time.
But after another 20 minutes, Redmond felt that AlphaGo had the edge. Even worse, Lee Sedol had been taking a long time on his moves, so had only about 25 minutes left on his play clock, nearly an hour less than AlphaGo. Once your clock runs out, you need to make each move in less than a minute!
At this point, AlphaGo started to play less aggressively. Maybe it thought it was bound to win: it tries to maximize its probability of winning, so when it thinks it's winning it becomes more conservative. Commenter Chris Garlock said “This was AlphaGo saying: ‘I think I’m ahead. I’m going to wrap this stuff up. And Lee Sedol needs to do something special, even if it doesn’t work. Otherwise, it’s just not going to be enough.”
On his 78th move, Lee did something startling.
He put a white stone directly between two of his opponent's stones, with no other white stone next to it. You can see it marked in red here. This is usually a weak type of move, since a stone that's surrounded is "dead".
I'm not good enough to understand precisely how strange this move was, or why it was actually good. At first all the commenters were baffled. And it seems to have confused AlphaGo. In the 87th move, AlphaGo placed a stone in a strange position which commentators said was "difficult to understand."
"AlphaGo yielded its own territory more while allowing its opponent to expand his own," said commentator Song Tae-gon, a Korean nine-dan professional go player. "This could be the starting point of AlphaGo's self-destruction."
Later AlphaGo placed a stone in the bottom left corner without reinforcing its territory in the center. Afterwards it seemed to recover, which Song said would be difficult for human players under such pressure. But Lee remained calm and blocked AlphaGo's attacks. The machine resigned on the 180th move.
Lee was ecstatic. "This win cannot be more joyful, because it came after three consecutive defeats. It is the single priceless win that I will not exchange for anything."
"AlphaGo seemed to feel more difficulties playing with black than white," he said. "It also revealed some kind of bug when it faced unexpected positions."
Lee has already lost the match, since AlphaGo won 3 out of the 5 games. But Lee wants to play black next time, and see if he can win that way.
You can play through the whole game here:http://eidogo.com/#xS6Qg2A9
Even if you don't understand go, it has a certain charm.