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The author argues that pretrained LLMs fail on real company work because they lack a fast learning system akin to the hippocampus to capture specific, scattered work procedures, unlike the human brain's complementary learning systems. They propose consolidating work episodes into approved, versioned procedures with governance as a potential fix.