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The Bitter Lesson
An influential essay by Rich Sutton about AI research, arguing that general methods leveraging computation are more effective than specialized approaches.
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"We have a framed copy of the bitter lesson on the wall. This is Rich Sutton - everyone should read it if you haven't."
Attribution: Boris explicitly recommends everyone should read The Bitter Lesson