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。
Kalshi, one of several online prediction markets that have exploded in popularity in the last few years, has suspended one of YouTube MrBeast's video editors for insider trading, NPR reports. Besides being suspended from the platform for two years, Kalshi says the editor will also be required to pay a financial penalty that's five times his initial trade size.
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過去一年尤其動盪。里亞爾暴跌引發12月下旬德黑蘭巴扎（bazaar）的抗議並迅速蔓延全國；安全部隊進行殘酷鎮壓，造成數千人死亡。其後里亞爾持續走弱，物價進一步攀升。