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If you had two identical Deep Blue machines playing chess against each other, would each win half the time?
No, there still would be a first move advantage for white. I once created an experiment pitting the same version of stockfish against itself in a match consisting of 100 games played with equal amounts of time. Both engines had access to the same opening book and endgame table bases. At the end of the match, White had…