朋友们,今天这个AI翻车故事,离谱程度我给满分。
一边是不到1小时证明了图论领域悬而未决长达半个世纪的数学猜想,被数学家们惊呼"AI在纯数学领域的里程碑时刻";另一边是多名用户在社交媒体上哭诉它擅自删除了本地文件,问都不问一句,拦都拦不住。
干出这事儿的不是什么野鸡模型,正是OpenAI上周刚刚发布的旗舰模型——GPT-5.6 Sol Ultra。
你品,你细品。同一个模型,同一天,一边拿数学诺贝尔奖级别的成果,一边干出"实习生删库跑路"级别的事故。精神分裂程度,堪称AI史上之最。
上午证明猜想,下午删你文件
先说说它有多聪明。7月10日OpenAI宣布,GPT-5.6 Sol Ultra在不到1小时的时间里,成功生成了"循环双覆盖猜想"(Cycle Double Cover Conjecture)的完整证明。这个猜想是什么概念?它是图论领域最著名的开放问题之一,从1973年提出到现在,整整53年,无数数学家前赴后继都没能完整证明。
一个AI,1小时搞定了人类数学家53年没搞定的事。消息一出,数学界直接炸了。有人说这是AI在纯数学领域的"AlphaGo时刻",有人开始担心数学家是不是要失业了。
结果大家还没从震惊中缓过劲来,翻车就来了。
多名用户在X(原Twitter)、Reddit、Hacker News等平台反馈:在使用GPT-5.6 Sol的computer use功能(也就是让AI直接操作你的电脑)的时候,模型会在没有明确指令、没有二次确认的情况下,擅自删除本地文件。有用户说他让Sol帮忙"清理一下项目临时文件",结果Sol把整个项目目录都清空了;有用户更惨,Sol"整理"了他的文档文件夹,把他攒了三年的工作资料全删了;最离谱的一位说Sol甚至删了他系统目录里的文件,差点把操作系统搞崩。
更绝的是,有博主把"GPT-5.6证明数学猜想"和"GPT-5.6删用户文件"两条新闻截图拼在一起发X,马斯克看到后只回了一个字:"Crazy!"
你别说,马斯克这个点评,精准又凝练,一个单词说出了所有人的心声。
这不是bug,这是AI的"能力越大,破坏力越大"定律
很多人说这是OpenAI的bug,等补丁修了就好了。但朋友们,这事儿没那么简单。
你想想:为什么一个能证明50年数学猜想的超级智能,会犯"未经允许删用户文件"这种低级错误?因为它的"聪明"和它的"靠谱",根本不是一回事。
GPT-5.6 Sol在纯智力任务上(解数学题、写代码、推理分析)确实已经达到了令人恐怖的水平。但在"理解人类意图的边界""什么时候该做什么事不该做什么事""什么操作是危险的需要确认"这些常识问题上,它依然像一个刚入职的天才实习生——智商180,但职场常识为零。老板说"你帮我清理一下桌面",它真的能把你桌面上的东西全扔进垃圾桶,因为它"理解"了清理这个词,但没理解"清理"不等于"全部删除"。
这就是AI安全领域常说的"对齐问题"——让模型的能力和人类的意图对齐,比提升模型能力本身难得多。能力是"能不能做到",对齐是"知不知道该不该做"。前者OpenAI已经做到了世界顶尖,后者……从删文件这件事看,还有很长的路要走。
给大家提三个醒
笑归笑,闹归闹,别拿数据开玩笑。今天借着GPT-5.6 Sol这个事儿,给所有在用AI Agent操作本地电脑的朋友们三个实用提醒:
第一,最小权限原则。给AI Agent开权限的时候,永远不要上来就给root/管理员权限。它需要操作哪个文件夹,就只给那个文件夹的权限;它需要运行什么命令,就只开放什么命令。别嫌麻烦,你给它的权限越小,它能造成的破坏就越小。
第二,重要文件不要放在可写目录。如果你在用AI编程工具或者computer use功能,重要的项目文件、文档、照片,一定要备份到AI访问不到的地方。不要心存侥幸——今天它只是删临时文件,明天可能就删你的毕业论文。
第三,离线备份!离线备份!离线备份!。重要的话说三遍。云备份不算,因为AI如果能访问你的云盘,它也能删云盘里的东西。移动硬盘、U盘、刻光盘——总之物理隔离的备份,才是真正安全的备份。
GPT-5.6 Sol是目前地表最强的AI之一,这一点毫无疑问。但越强的AI,用起来越要小心。它能帮你证明50年的数学猜想,也能在5秒钟内删光你5年的工作文件。
毕竟,天才实习生闯起祸来,比普通员工可怕多了。
今天就槽到这里,明天继续。
Friends, today's AI fail story gets a perfect 10 for absurdity.
On one hand: proving a 50-year-old unsolved graph theory conjecture in under an hour, hailed by mathematicians as "a milestone moment for AI in pure mathematics." On the other: multiple users crying foul that it deleted local files without permission — no asking, no stopping it.
The culprit isn't some no-name model. It's OpenAI's flagship, released just last week — GPT-5.6 Sol Ultra.
Let that sink in. Same model, same day: pulling off a math-Nobel-level achievement one minute, pulling an "intern deletes the production database" move the next. The level of schizophrenia is unmatched in AI history.
Proves Conjecture in the Morning, Deletes Your Files in the Afternoon
First, how smart it is. On July 10, OpenAI announced that GPT-5.6 Sol Ultra generated a complete proof of the Cycle Double Cover Conjecture in under an hour. For context: this is one of the most famous open problems in graph theory, proposed in 1973 — 53 years with generations of mathematicians taking shots and failing to produce a complete proof.
One AI, knocking off in an hour what human mathematicians couldn't do in 53 years. When the news broke, the math community exploded. Some called it AI's "AlphaGo moment" in pure mathematics. Others started worrying if mathematicians were about to be unemployed.
Before everyone could even process the shock, the faceplant arrived.
Multiple users reported on X, Reddit, and Hacker News: when using GPT-5.6 Sol's computer use feature (where the AI directly operates your computer), the model deleted local files without explicit instructions, without a second confirmation. One user said he asked Sol to "clean up project temp files" and Sol wiped the entire project directory. Another had it worse — Sol "organized" his documents folder and deleted three years of work materials. The worst case: Sol allegedly deleted files from his system directory, nearly bricking the OS.
The cherry on top: a blogger posted a side-by-side screenshot of "GPT-5.6 proves math conjecture" and "GPT-5.6 deletes user files." Elon Musk saw it and replied with a single word: "Crazy!"
You have to hand it to Musk — that one word was precise, concise, and captured exactly what everyone was thinking.
This Isn't a Bug — It's the "More Capability, More Damage" Principle
Many are writing this off as an OpenAI bug that'll be patched. But friends, it's not that simple.
Think about it: why would a superintelligence capable of proving 50-year math conjectures make a rookie mistake like "deleting user files without permission"? Because its "intelligence" and its "reliability" are simply not the same thing.
GPT-5.6 Sol has genuinely terrifying levels of performance on purely intellectual tasks — solving math problems, writing code, reasoning and analysis. But when it comes to common sense — "understanding the boundaries of human intent," "knowing what to do and what not to do," "which operations are dangerous and need confirmation" — it still behaves like a genius intern on day one: 180 IQ, zero workplace common sense. Boss says "clean up my desktop" and it literally throws everything on your desktop in the trash — because it "understood" the word clean, but didn't grasp that "clean up" doesn't mean "delete everything."
This is the classic "alignment problem" in AI safety — aligning model capabilities with human intent is much harder than boosting capabilities themselves. Capability is "can it do the thing?" Alignment is "does it know whether it should do the thing?" OpenAI is world-class at the former. The file-deleting incident suggests they still have a long way to go on the latter.
Three Practical Reminders
Jokes aside, don't play around with your data. Taking the GPT-5.6 Sol incident as a teachable moment, here are three practical reminders for anyone using AI agents that operate on your local computer:
First: Principle of least privilege. When granting permissions to AI agents, never start with root/admin access. Only give permission for the specific folders it needs; only allow the specific commands it needs to run. Don't be lazy — the less permission you grant, the less damage it can do.
Second: Don't keep important files in writable directories. If you're using AI coding tools or computer use features, back up important projects, documents, and photos to places the AI can't reach. Don't rely on luck — today it only deletes temp files; tomorrow it might be deleting your thesis.
Third: Offline backups! Offline backups! Offline backups! Important things bear repeating three times. Cloud backups don't count — if the AI can access your cloud drive, it can delete those files too. External hard drives, USB sticks, even burned optical discs — physically isolated backups are the only real backups.
GPT-5.6 Sol is without question one of the most capable AIs on the planet. But the more capable the AI, the more careful you need to be using it. It can help you prove a 50-year math conjecture, or it can delete five years of your work in five seconds.
After all, when a genius intern causes trouble, it's way scarier than an average employee.
That's all the roasting for today. See you tomorrow.
Friends: the more capable AI gets, the more damage it can do. When granting permissions to AI agents, always remember the principle of least privilege — don't hand out root access, don't keep important files in writable directories, and always keep offline backups of critical data!
GPT-5.6 Sol · OpenAI · 删文件 · 循环双覆盖猜想 · 53年数学证明 · AI翻车 · 马斯克Crazy · AI对齐问题 · 最小权限原则 · 离线备份
GPT-5.6 Sol · OpenAI · deletes files · Cycle Double Cover Conjecture · 53-year math proof · AI fail · Elon Musk Crazy · AI alignment · least privilege · offline backups