Imas argued that this research is very legitimate, despite the fact it’s on Substack instead of in a journal publication that was peer reviewed. Given the speed with which AI is moving, he said academics can’t wait for the traditional journal process anymore. “By the time you’re putting it [out], the models are old, the conclusions are old, like everything you’ve done is outdated. In order to be part of the conversation, the scientific conversation at the speed with what technology is moving, you need something like Substack where you turn something out within a couple of weeks to a month.”
实践启示：最顶级的系统交付是交付一个持续“治未病”的主动运营体系。必须保留一支深潜于底层的专业团队，持续吸收业务变异，修复模型。切断这个运营体系等同于切断数字生命的心血管。
。todesk对此有专业解读
UConn's Braylon Mullins (24) and head coach Dan Hurley rejoice after their victory against Illinois in an NCAA college basketball tournament semifinal at the Final Four, Saturday, April 4, 2026, in Indianapolis. (AP Photo/Michael Conroy)，详情可参考winrar
During his 2026 RSA Conference address, CrowdStrike's chief executive George Kurtz revealed that the quickest documented intrusion escalation time has plummeted to a mere 27 seconds. The typical duration now stands at 29 minutes, significantly reduced from the 48-minute average recorded in 2024. This critical timeframe represents the window available for defensive actions before malicious activities propagate. Currently, CrowdStrike monitoring systems identify over 1,800 different artificial intelligence programs operating on corporate devices, amounting to approximately 160 million individual application occurrences. Each generates security alerts, authentication records, and data interaction logs that feed into security information systems designed for human-paced operations.
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