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endoself comments on The mathematics of reduced impact: help needed - Less Wrong
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A direct measurement of the number of squares that are different isn't very informative, especially due to chaos theory. The issue of determinism is less important, I think. Unless the AI has unlimited computing power and knowledge of the entire state of the board, it will have to use probabilities to understand the world.