另一层更致命的是责任漂移。模型输出参与决策、代理系统参与执行，过失主体更容易在供应链里移动，从部署方漂到集成商，再漂到平台与模型提供者。巴伦指出什么算AI、什么算AI使用在司法与理赔中仍存在解释空间，这会拉长争议、抬高准备金不确定性，也迫使承保条件更前置。
The cumulative effect of implementing all seven tactics is substantial. Each strategy individually improves your chances of appearing in AI responses, but they work synergistically when combined. Content that includes specific statistics, appears in community discussions, answers natural language questions directly, presents information in structured formats, exists consistently across platforms, shows clear freshness signals, and implements proper schema markup sends multiple reinforcing signals that AI models recognize and value.
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澎湃新闻此前报道，2024年4月，林芳通过笔试、面试及招聘指定体检，成功入职厦门市海沧区教育局下属幼儿园，成为在编教师。转折发生在 2025年5月，林芳被举报“患有地中海贫血且隐瞒病史”。