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。
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"It's hard when the thing that brings you so much energy and drive is also the thing that's slowly destroying you," Manning says.
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Currently, AI Mode exists as a separate interface that users must access intentionally, but the trajectory is clear. Google has indicated that AI-generated answers will eventually become a more prominent part of standard search results. While they've walked back statements about making AI Mode the default search experience after initial concerns, the long-term direction remains toward greater AI integration. Traditional search results won't disappear, but AI-generated summaries will occupy increasingly valuable real estate on search result pages.