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 “By the time you’re putting it [out], the models are old, the conclusions are old, like everything you’ve done is outdated.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.”
第一层：个人生产力的重新定义。
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Now: The good news is that writes to the in-memory store are linearizable. There’s some bad news, however. Proving linearizability of a system is usually an arduous task; I did not need to whip out TLA+ to do it here. Here it is trivially provable. Because the system is, well, a hash table with a lock in front of it.
其核心突破在于实现了“思考-行动-观察-再思考”的完整闭环。用户可以像吩咐助手一样下达任务：“帮我分析上季度销售数据并生成报告”，系统便会自动调取文件、运行分析、制作图表，最终交付成品。这种从认知到执行的跨越，标志着AI从“参谋”向“执行者”的角色转变。
（一）刑讯逼供、体罚、打骂、虐待、侮辱他人的；