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Cyan comments on The First Step is to Admit That You Have a Problem - Less Wrong
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If you want to consider probabilities other than epsilon and 1 - epsilon then the distinction becomes: setting up and approximating the solution to the right Bellman equation is the problem stage; carrying out the indicated actions is the task stage.