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I was curious how X is fighting AI slop, so I looked at its open-source algorithm. It has a behavioral model called TweetSpamBot that analyzes up to 512 recent account actions, looking at signals like posting bursts,…

I was curious how X is fighting AI slop, so I looked at its open-source algorithm. It has a behavioral model called TweetSpamBot that analyzes up to 512 recent account actions, looking at signals like posting bursts,...

X 在 8 月 13 日开源 For You 时间线排序代码后，开发者发现其反 AI 垃圾内容主要依赖一个名为 TweetSpamBot 的行为评分模型，能识别高频发帖、批量引用转推等模式，但几乎不分析帖子文本，导致刻意包装的 AI 内容农场仍能绕过限制。

The evolution of a workday: Before AI: [decision] [process] [process] [decision] [process] [process] [process] 10pm: still going With AI: [decision] [decision] [decision] [decision] [decision] 3pm: [brain empty] [need…

The evolution of a workday: Before AI: [decision] [process] [process] [decision] [process] [process] [process] 10pm: still going With AI: [decision] [decision] [decision] [decision] [decision] 3pm: [brain empty] [need...

Matt Turck 用一张对比图点破了“AI 工作日常”的真相：AI 确实压缩了执行环节，却把人类推向全天候高密度决策，下午 3 点就大脑宕机。值得关注不是效率提升了多少，而是人的认知带宽成了新的瓶颈。

Cursor’s impact on AI product culture is underrated. for a while, ai products were stuck in the chatbot phase and was searching for a product meta to piggyback off of. it was then that “cursor for x” came along and in…

Cursor’s impact on AI product culture is underrated. for a while, ai products were stuck in the chatbot phase and was searching for a product meta to piggyback off of. it was then that “cursor for x” came along and in...

AI 投资人与行业观察者提出，Cursor 对 AI 产品文化的真正贡献，不是“又一个代码编辑器”，而是把 AI 产品从“聊天机器人”阶段带向了“Cursor for X”的产品范式——即让 AI 深度嵌入具体工作流，而不是停留在对话框里。这一判断因 Cursor 团队宣布加入 SpaceX 而再次被热议。