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It is useful to look at the case of infinity for finding a bound to the probabilty. If we compute the probability of not going broke over infinite time to be say 99.9% then that's a lower bound for the probabilties we're interested in for finite times. For whatever finite time you're really interested in the probabilty for not going broke is therefore greater than 99.9%.

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Good point.