Your sense of how AI-assisted work is going is not evidence: developers who believed they were 20% faster were 19% slower. This essay sets out four moves for working outside your expertise, and the distinction at its centre: the friction that checks the work protects it but teaches you nothing, and the friction inside your own loop teaches you but protects nothing. You need both, installed separately.
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