Bongo comments on Open Thread: December 2011 - Less Wrong
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(An increasing probability distribution over the natural numbers is impossible. The sequence (P(1), P(2),...) would have to 1) be increasing 2) contain a nonzero element 3) sum to 1, which is impossible.)