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Psychohistorian comments on Defeating Ugh Fields In Practice - Less Wrong
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The answer, in this case, is clearly both. It may be better to have an overapplied model than no model at all, but if you've got a model you're clearly overapplying, improvement is a very low-hanging fruit.