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torekp comments on Learning values versus learning knowledge - Less Wrong Discussion
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I think in order to make more progress on this, an extensive answer to the whole blue minimizing robot sequence would be a way to go. A lot of effort seems to be devoted to answering puzzles like: the AI cares about A; what input will cause it to (also/only) care about B? But this is premature if we don't know how to characterize "the AI cares about A".