Warrigal comments on Deciding on our rationality focus - Less Wrong
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Upon thinking about that second definition of rational neutrality, I find myself thinking that that can't be right. It's identical to calibration. And even a rational-neutral agent that's been "repaired" by applying the best possible probability estimate adjustment function will still return the same ordinal probabilities: Barney the Biased, even after adjustment, will return higher probabilities for statements he is biased toward than statements he is biased against.
I would have said this:
...but that definition doesn't rule out the possibility that an agent would look at your probability estimates, figure out what the problem is, and come up with a better solution on its own. In the extreme case, no agent would be considered rational-neutral unless it had a full knowledge of all mathematical results. That's not what I want; therefore, I stick by my original definition.