1.1 L1浅层生成生态（淘汰者）：基于通用预训练的“合规盲盒”
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This acceleration requires specifications: precise descriptions of what the software must do. As AI takes over implementation, specification becomes the core engineering discipline. Writing a specification forces clear thinking about what a system must do, what invariants it must maintain, what can go wrong. This is where the real engineering work has always lived. Implementation just used to be louder.
The move came as a surprise to David Juurlink, professor of medicine and pediatrics at the University of Toronto, who has spent over a decade looking into the claim that infants can receive a meaningful or even lethal dose of opioids via breast milk when their mothers take acetaminophen with codeine. The first such case, published in the Lancet in 2006 by pharmacologist Gideon Koren, was the centerpiece of the New Yorker article. (The Lancet case report now bears an expression of concern.) Koren used that case to claim for years that codeine, which gets metabolized to morphine in the body, can pose a lethal risk to breastfeeding infants.
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