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。
From there, Michael took a less conventional path than many Silicon Valley executives by moving into government, serving from 2009 to 2011 as a White House fellow under President Barack Obama, serving as special assistant to then–Defense Secretary Robert Gates at the DOD where he managed projects in Afghanistan, Iraq, and Pakistan and oversaw efforts aimed at reducing bureaucracy to provide resources to soldiers.
，这一点在搜狗输入法2026中也有详细论述
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