承保变成审计：没有证据链，就拿不到好保单当风险不再可预测，保险就只能把控制前置，没有证据链就没有保单。条款标准化把边界写清楚之后，保险业真正的下一步不是简单涨价，而是把承保流程变成准入审核。投保企业能不能投保、能投多少额度、免赔多高，越来越取决于企业能不能证明自己具备一套可验证的AI治理机制。例如，像Armilla AI这类新玩家，它专注于为生成式AI和AI代理提供信任与安全验证及保险服务，通过独立模型评估与监管级审计来承保AI暴露，覆盖算法错误、模型漂移与生成式AI幻觉等风险。
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Celtic’s key attribute during a critical week, which begins at Ibrox on Sunday, is course and distance specialism. The shortcomings within, and patched-up nature of, O’Neill’s squad are blindingly obvious. This is, however, a club that has become accustomed to dominating Scottish football over more than a decade. Much earlier, O’Neill had demonstrated he could emerge successful from title scraps. Contrary to giddy analysis, there is nothing miraculous or remarkable about O’Neill’s work during his second short-term stint of the season. It is, though, immediately striking how a 73-year-old can achieve such buy-in from players. Faith in O’Neill within Celtic is absolute.