这一趋势在产品形态上也开始被写进清晰的责任语言，Chaucer与Armilla双方推出独立的第三方责任产品，面向AI系统的机械性欠表现，覆盖幻觉与漂移，并包含法律抗辩与责任保护。它的意义不只是一张新保单，而是把承保与治理绑定成闭环：要转移风险，先把风险变成可审计、可监控、可触发。
That's what I mean when I say that pg (who, by the way, actually wrote that passage about Cambridge and New York) "gets mileage" out of the phrase: he takes advantage of the fact that it so often accompanies real, simple, occasionally hard-won neutral observations.
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operation restored to.
I want to be clear that this is not elegant engineering. This is duct tape and prayer. But it got compile+run down from twelve minutes to about 35 seconds, which is a 20x improvement that I’m choosing to be proud of.