Building software at Google's scale is extraordinarily difficult, and the Gemini API inherited a key management architecture built for a different era. Google recognized the problem we reported and took meaningful steps. The open questions are whether Google will inform customers of the security risks associated with their existing keys and whether Gemini will eventually adopt a different authentication architecture.
当承保越来越依赖红队报告、审计日志与持续监控，保险公司内核会更像红队与审计机构，通过定价与承保确认定义什么样的AI才能被市场接受。Lloyd’s生态里审计型承保与独立的产品化落地，说明这不是概念推演，而是正在发生的市场结构变化。
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