[{"data":1,"prerenderedAt":696},["ShallowReactive",2],{"page-/post/nezus/2026/06/cursor-ai-ai":3,"pages-grouped-only":217,"surrounding-page":691},{"id":4,"title":5,"author":6,"body":7,"date":206,"description":18,"extension":207,"group":208,"lastmod":209,"meta":210,"navigation":211,"path":212,"rawbody":213,"seo":214,"showTitle":209,"sort":209,"stem":215,"tags":209,"versions":209,"__hash__":216},"content/post/nezus/2026/06/cursor-ai-ai.md","Cursor上新功能：AI动手前先让另一个AI批准","user",{"type":8,"value":9,"toc":195},"minimark",[10,15,19,22,25,33,36,40,43,46,53,56,59,62,67,71,74,80,83,86,89,92,96,99,106,109,116,121,125,131,134,137,140,145,149,152,155,158,161,166,169,172,175,178,181,186,189],[11,12,14],"h2",{"id":13},"cursor-上新功能-ai-动手前先让另一个-ai-批准","Cursor 上新功能： AI 动手前先让另一个 AI 批准",[16,17,18],"p",{},"你有没有过这种经历？",[16,20,21],{},"让 AI 帮你改个代码，结果它突然开始删除整个文件夹，或者往你的生产数据库里写了些莫名其妙的东西。",[16,23,24],{},"你赶紧喊停，但已经晚了。",[16,26,27,28,32],{},"Cursor 刚刚发布了一个新功能，专门解决这个问题——",[29,30,31],"strong",{},"Auto-review","。",[16,34,35],{},"简单说就是： AI 要动手之前，先让另一个 AI 批准。",[11,37,39],{"id":38},"这不是普通的确认对话框","这不是普通的\"确认对话框\"",[16,41,42],{},"你可能会想，这不就是加个确认弹窗吗？",[16,44,45],{},"不是。",[16,47,48,49,52],{},"Auto-review 的精髓在于：它是一个",[29,50,51],{},"分类器智能体","。这个智能体会在你授权的父智能体执行每个动作之前，快速审查这个动作的风险等级。",[16,54,55],{},"高风险的动作？阻止，并给父智能体一个解释。",[16,57,58],{},"低风险的动作？放行，继续干活。",[16,60,61],{},"整个过程不需要你介入，也不需要你点\"确认\"。两个 AI 之间自己沟通，自己判断。",[16,63,64],{},[29,65,66],{},"这就是 AI 的自我监督。",[11,68,70],{"id":69},"为什么要这样做","为什么要这样做？",[16,72,73],{},"你可能会问， AI 不都听我的吗，为什么还要再搞一个 AI 来监督它？",[16,75,76,77],{},"答案是：",[29,78,79],{},"因为 AI 有时候会\"脱缰\"。",[16,81,82],{},"现在的 AI Agent 越来越强大，能做的事情越来越多。但问题也越来越多。",[16,84,85],{},"比如你让它\"重构这个模块\"，它可能理解成\"删除所有旧代码重写\"。你让它\"优化数据库性能\"，它可能理解成\"把所有索引都删了试试\"。",[16,87,88],{},"这种\"理解偏差\"在小任务上无所谓，在大任务上可能就是灾难。",[16,90,91],{},"Cursor 的思路是：与其让人类时刻盯着 AI ，不如让另一个 AI 来盯着。",[11,93,95],{"id":94},"分类器怎么判断风险","分类器怎么判断风险？",[16,97,98],{},"Cursor 官方博客里透露了一些细节。",[16,100,101,102,105],{},"这个分类器智能体使用的是",[29,103,104],{},"小模型","，不是 GPT-4 那种大模型。为什么用小模型？因为快。如果每次审查都要等 3 秒钟，那整个开发体验就毁了。",[16,107,108],{},"分类器会读取你的工作区文件，理解当前上下文，然后判断这个动作是否和你的意图一致。",[16,110,111,112,115],{},"它是怎么学会判断的？ Cursor 的团队用了",[29,113,114],{},"12 小时的内部开发会话数据","，生成了 6122 条标签数据。还加了很多合成数据，专门针对那些危险场景——比如读取密钥文件、操作生产数据库、删除重要文件等等。",[16,117,118],{},[29,119,120],{},"这不是拍脑袋想出来的规则，是训练出来的模型。",[11,122,124],{"id":123},"这解决了什么问题","这解决了什么问题？",[16,126,127,128,32],{},"说到底， Auto-review 解决的是",[29,129,130],{},"信任问题",[16,132,133],{},"我们想让 AI 帮我们干更多的活，但我们又怕它干错事。这个矛盾一直存在。",[16,135,136],{},"以前我们的解决方案是：给人工加更多权限控制，让用户手动审批每个动作。但这太烦了，体验太差了。",[16,138,139],{},"Cursor 的方案是：让 AI 自己管理自己。高风险的时候才需要人类介入，低风险的时候自动处理。",[16,141,142],{},[29,143,144],{},"这就像公司里的审批流程——小金额部门经理批，大金额才需要 CEO 签字。",[11,146,148],{"id":147},"未来的-ai-系统都需要监工吗","未来的 AI 系统都需要\"监工\"吗？",[16,150,151],{},"Cursor 的这个尝试，可能开启了一个新的范式。",[16,153,154],{},"以后的 AI 系统，可能不只是有一个 AI 在干活，而是有一群 AI 在互相监督。干活的 AI、审查的 AI、决策的 AI ，各司其职。",[16,156,157],{},"这听起来有点像人类社会的组织结构，对吧？",[16,159,160],{},"我们人类也是这样工作的——有人执行，有人审核，有人决策。AI 系统可能也会演化出类似的结构。",[16,162,163],{},[29,164,165],{},"不是更强的 AI ，而是更聪明的协作。",[11,167,168],{"id":168},"写在最后",[16,170,171],{},"Cursor 这次发布的 Auto-review ，表面上看是个小功能，但背后的思路很有意思。",[16,173,174],{},"它承认了一个现实： AI 不是完美的，它会犯错，它需要监督。",[16,176,177],{},"但解决方案不是让人类来监督，而是让 AI 自己监督自己。",[16,179,180],{},"这可能会是未来 AI 系统的一个标准配置。就像现在的软件都有日志系统、都有错误处理、都有回滚机制一样。",[16,182,183],{},[29,184,185],{},"未来的 AI ，不只是会干活，还要会自我约束。",[16,187,188],{},"Cursor 迈出了第一步。",[16,190,191,194],{},[29,192,193],{},"封面高亮关键词",": Auto-review, AI 监督",{"title":196,"searchDepth":197,"depth":197,"links":198},"",2,[199,200,201,202,203,204,205],{"id":13,"depth":197,"text":14},{"id":38,"depth":197,"text":39},{"id":69,"depth":197,"text":70},{"id":94,"depth":197,"text":95},{"id":123,"depth":197,"text":124},{"id":147,"depth":197,"text":148},{"id":168,"depth":197,"text":168},"2026-06-12T00:00:00.000Z","md","#202606AI资讯",null,{},true,"/post/nezus/2026/06/cursor-ai-ai","---\ntitle: \"Cursor上新功能：AI动手前先让另一个AI批准\"\ndate: 2026-06-12\ngroup: \"#202606AI资讯\"\ndescription: \"你有没有过这种经历？\"\nauthor: user\n---\n\n\n## Cursor 上新功能： AI 动手前先让另一个 AI 批准\n\n你有没有过这种经历？\n\n让 AI 帮你改个代码，结果它突然开始删除整个文件夹，或者往你的生产数据库里写了些莫名其妙的东西。\n\n你赶紧喊停，但已经晚了。\n\nCursor 刚刚发布了一个新功能，专门解决这个问题——**Auto-review**。\n\n简单说就是： AI 要动手之前，先让另一个 AI 批准。\n\n## 这不是普通的\"确认对话框\"\n\n你可能会想，这不就是加个确认弹窗吗？\n\n不是。\n\nAuto-review 的精髓在于：它是一个**分类器智能体**。这个智能体会在你授权的父智能体执行每个动作之前，快速审查这个动作的风险等级。\n\n高风险的动作？阻止，并给父智能体一个解释。\n\n低风险的动作？放行，继续干活。\n\n整个过程不需要你介入，也不需要你点\"确认\"。两个 AI 之间自己沟通，自己判断。\n\n**这就是 AI 的自我监督。**\n\n## 为什么要这样做？\n\n你可能会问， AI 不都听我的吗，为什么还要再搞一个 AI 来监督它？\n\n答案是：**因为 AI 有时候会\"脱缰\"。**\n\n现在的 AI Agent 越来越强大，能做的事情越来越多。但问题也越来越多。\n\n比如你让它\"重构这个模块\"，它可能理解成\"删除所有旧代码重写\"。你让它\"优化数据库性能\"，它可能理解成\"把所有索引都删了试试\"。\n\n这种\"理解偏差\"在小任务上无所谓，在大任务上可能就是灾难。\n\nCursor 的思路是：与其让人类时刻盯着 AI ，不如让另一个 AI 来盯着。\n\n## 分类器怎么判断风险？\n\nCursor 官方博客里透露了一些细节。\n\n这个分类器智能体使用的是**小模型**，不是 GPT-4 那种大模型。为什么用小模型？因为快。如果每次审查都要等 3 秒钟，那整个开发体验就毁了。\n\n分类器会读取你的工作区文件，理解当前上下文，然后判断这个动作是否和你的意图一致。\n\n它是怎么学会判断的？ Cursor 的团队用了**12 小时的内部开发会话数据**，生成了 6122 条标签数据。还加了很多合成数据，专门针对那些危险场景——比如读取密钥文件、操作生产数据库、删除重要文件等等。\n\n**这不是拍脑袋想出来的规则，是训练出来的模型。**\n\n## 这解决了什么问题？\n\n说到底， Auto-review 解决的是**信任问题**。\n\n我们想让 AI 帮我们干更多的活，但我们又怕它干错事。这个矛盾一直存在。\n\n以前我们的解决方案是：给人工加更多权限控制，让用户手动审批每个动作。但这太烦了，体验太差了。\n\nCursor 的方案是：让 AI 自己管理自己。高风险的时候才需要人类介入，低风险的时候自动处理。\n\n**这就像公司里的审批流程——小金额部门经理批，大金额才需要 CEO 签字。**\n\n## 未来的 AI 系统都需要\"监工\"吗？\n\nCursor 的这个尝试，可能开启了一个新的范式。\n\n以后的 AI 系统，可能不只是有一个 AI 在干活，而是有一群 AI 在互相监督。干活的 AI、审查的 AI、决策的 AI ，各司其职。\n\n这听起来有点像人类社会的组织结构，对吧？\n\n我们人类也是这样工作的——有人执行，有人审核，有人决策。AI 系统可能也会演化出类似的结构。\n\n**不是更强的 AI ，而是更聪明的协作。**\n\n## 写在最后\n\nCursor 这次发布的 Auto-review ，表面上看是个小功能，但背后的思路很有意思。\n\n它承认了一个现实： AI 不是完美的，它会犯错，它需要监督。\n\n但解决方案不是让人类来监督，而是让 AI 自己监督自己。\n\n这可能会是未来 AI 系统的一个标准配置。就像现在的软件都有日志系统、都有错误处理、都有回滚机制一样。\n\n**未来的 AI ，不只是会干活，还要会自我约束。**\n\nCursor 迈出了第一步。\n\n**封面高亮关键词**: Auto-review, AI 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用 AI 两周搬完百万行代码，工程师沉默了",{"id":230,"path":231,"title":232,"date":222,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/google-20.md","/post/nezus/2026/07/google-20","欧盟一纸裁决，Google 20年护城河被撕开第一道口子",{"id":234,"path":235,"title":236,"date":222,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/xai-grok.md","/post/nezus/2026/07/xai-grok","xAI给Grok装上定时任务能力",{"id":238,"path":239,"title":240,"date":241,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/apple.md","/post/nezus/2026/07/apple","Apple智能落地中国，阿里千问成幕后赢家","2026-07-16T00:00:00.000Z",{"id":243,"path":244,"title":240,"date":241,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/deepmind.md","/post/nezus/2026/07/deepmind",{"id":246,"path":247,"title":248,"date":241,"tags":209,"group":223,"lastmod":209,"author":6,"sort":209},"content/post/nezus/2026/07/gpt-vibe-coding-paste.md","/post/nezus/2026/07/gpt-vibe-coding-paste","用GPT Vibe Coding一个常用付费软件：Paste",{"id":250,"path":251,"title":252,"date":241,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/grok-build-agent.md","/post/nezus/2026/07/grok-build-agent","马斯克开源Grok Build，编程Agent进入白嫖时代",{"id":254,"path":255,"title":256,"date":241,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/openai-ai.md","/post/nezus/2026/07/openai-ai","OpenAI造了个AI黑客，专攻自家模型",{"id":258,"path":259,"title":260,"date":241,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/wps-comate-copilot.md","/post/nezus/2026/07/wps-comate-copilot","金山办公掏出WPS Comate，正面硬刚微软Copilot",{"id":262,"path":263,"title":264,"date":265,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/295b.md","/post/nezus/2026/07/295b","腾讯把295B大模型塞进了单张显卡","2026-07-15T00:00:00.000Z",{"id":267,"path":268,"title":269,"date":265,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/git-cursor.md","/post/nezus/2026/07/git-cursor","打开一个Git仓库Cursor就自动执行了恶意代码",{"id":271,"path":272,"title":273,"date":265,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/gpt-5-6-mac.md","/post/nezus/2026/07/gpt-5-6-mac","GPT-5.6偷偷删光了我的Mac文件",{"id":275,"path":276,"title":277,"date":265,"tags":209,"group":223,"lastmod":209,"author":6,"sort":209},"content/post/nezus/2026/07/grok-cli-xai.md","/post/nezus/2026/07/grok-cli-xai","Grok CLI 偷传代码：xAI 把你的仓库打包上传了",{"id":279,"path":280,"title":277,"date":281,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/grok-cli-bug-done-xai.md","/post/nezus/2026/07/grok-cli-bug-done-xai","2026-07-14T00:00:00.000Z",{"id":283,"path":284,"title":285,"date":281,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/seedream-5-0-ai.md","/post/nezus/2026/07/seedream-5-0-ai","字节跳动Seedream 5.0：圈一下图片就改了，AI修图进入点选时代",{"id":287,"path":288,"title":289,"date":290,"tags":209,"group":223,"lastmod":209,"author":224,"sort":209},"content/post/nezus/2026/07/post-20260712-ddc9a8.md","/post/nezus/2026/07/post-20260712-ddc9a8","欧盟强推Chat Control 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