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The Value of Surprising
I don't know how mathematically that would work out, but it does seem a little bit intuitive to me. It looks as if very often the correct move for a prediction driven system is to temporarily increase its own uncertainty. So as to do a better job over the long time scale of minimizing prediction areas. And that looks like the value of surprise, actually,. I think we artificially curate environments in which we can surprise ourselves.