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Eliezer_Yudkowsky comments on Artificial Mysterious Intelligence - Less Wrong
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I'd previously read some of MacKay's book but not that particular section; I actually still have the information-gain problem marked as "pending". Anyone who can't distinguish between 1s gained in a bitstring, and negentropy gained in allele frequencies, is politely invited not to try to solve this particular problem.