Kris makes a very good point here: it's not first principles thinking only, or pattern matching only. It's obvious that we need a mix of both.
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If you think the celebration of first principles thinking over pattern-matching analogy thinking is overdone or lacking nuance read this post by @ejames_c
commoncog.com/blog/in-defenc