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星期日

  1. 英国 AI Security Institute:Blog

    英国 AI 安全研究所发布第四份进展报告,开源评测平台 Inspect

    英国 AI 安全研究所(AISI)发布第四份进展报告,宣布开源其 AI 安全评测平台 Inspect,并公布 2024 年 4 月对公开前沿模型开展基线评测的结果,测试覆盖网络、化生、防护措施和自主系统四个方向。报告称模型内置的防护措施可被基础越狱绕过,部分领域模型能提供可被滥用的知识。AISI 还宣布在旧金山设立新办公室、与加拿大 AI 安全研究所建立合作,技术研究人员已超过 30 人,Jade Leung 出任首席技术官。

    nd China. They also agreed to an international review of the scientific literature on AI risk. 11 countries and the leading frontier AI companies, including Meta, Google DeepMind, Anthropic and OpenAI, also agreed to collaborate on safety evaluations; In February, we crystallised our approach to evaluating AI systems, publishing the list of the different types of tests we were developing and the risks we would be measuring; Today, we announced our plans for a San Francisco office; you will soon

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星期六

  1. The Decoder精选

    OpenAI 批量发布 700 余份数学证明,数学家集体表达震惊与失落

    OpenAI 于 2026 年 10 月 6 日一次性发布 700 多份手稿,声称解决了数百个未解数学问题,数学博客 Proofs and Prompts 随后收集了 100 多位研究者的回应。陶哲轩称其中包含巧妙的新想法,但也对无人能讨论、讲授这些工作感到沮丧;Fields 奖得主 Duminil-Copin 表示自己感到震惊和瘫痪。部分论文已被撤回或因难以阅读受到批评,也有研究者担忧这些系统可能找到破解常用加密方法的方式。

    ects for the past 15 years, and OpenAI's release hadn't affected his current work. Calegari described a collaboration with a musician on a soundtrack for a mathematical animation. Anthropic's Claude had written the code. "If that's not worth celebrating I don't know what is." Constantin Kogler had been working with Astra on a problem that OpenAI also claimed to have solved. He posted his own paper on arXiv a day after the company's release. "[...] I can't help but feel like living in a mathemati

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  2. Wired AI

    美国五大出版商被曝悄然引入 AI,员工发起反对

    WIRED 采访二十余名匿名员工后报道,HarperCollins、Simon & Schuster 和 Hachette 至少三家美国五大出版商已在未公开披露、未获作者同意的情况下,用 Claude、ChatGPT 等 LLM 撰写联系文学代理人的邮件、宣传文案、封底文字、封面设计和营销材料。HarperCollins 数月前购入 Claude 许可后让员工担任 AI Champions 寻找用例,Simon & Schuster 曾举办 AI 用例竞赛并近期试验 Skan AI,员工为此联名致信 CEO 表示反对。多家出版社员工和代理人呼吁出版商明确 AI 使用规范与披露要求。

    eone very esteemed who had a book canceled because of blatant AI use” without ever making the news, one editor says. At HarperCollins senior leaders purchased Claude licenses from Anthropic months ago “but very quickly realized they didn’t know how to implement them,” according to a current employee. Dozens of junior- and senior-level staff were then “voluntold” to become “AI Champions” and were tasked with discovering use cases in monthly brainstorming sessions with staff across the company. Th

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  3. The Verge AI精选

    OpenAI 一次性放出近 400 项数学结果,数学家称需数年才能消化

    OpenAI 本周向数学界放出近 400 项 AI 生成的数学结果,分布在 700 多份手稿中,覆盖组合数学、几何、数论、理论计算机科学、代数、拓扑、概率与统计力学和数学物理等领域。OpenAI 称 719 份手稿中只有 300 项主要结果完成了 Lean 形式化,约 42%,且承认这些结果处于不同验证阶段。多位数学家向 The Verge 表示,仅通读约 40 页的目录和摘要就要花近一小时,完全理解这批成果可能需要数年;有人称已有同行整条研究计划被抹平,也有人担心论文引用与署名质量。

    about further releases from OpenAI, which did not respond to The Verge ’s questions about whether more are planned. Roney-Dougal said she dreaded another drop — or the prospect of Anthropic or another AI lab entering the fray. The disruption is hitting PhD students, junior researchers, and others without permanent tenure particularly hard. Open problems like the ones OpenAI’s models are plowing through can underpin dissertations, grant proposals, job applications, and years of planned research,

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  4. The New Stack

    Cloudflare 收购 Deno 团队,Deno 运行时将停止独立开发

    Cloudflare 宣布收购 Node.js 创造者 Ryan Dahl 联合创办的 Deno 团队,交易金额未披露,Deno 独立运行时与 Deno Deploy 云托管服务将逐步关停。Deno 运行时将继续获得一年的月度维护和安全更新,Deno Deploy 将在六个月内关闭并为付费客户提供迁移协助,JSR 包注册表由 Cloudflare 继续运营。Cloudflare 计划将 Deno 今年 8 月推出的开源项目 Celld 与自家 Workerd 运行时合并,由 Dahl 和 Bert Belder 牵头,合并后项目预计仍以 Apache 2.0 许可开源,仅需标准对象存储即可自托管运行。

    ] anyone is welcome to carry it forward,” he says. “How it lives on is up to the community.” JavaScript runtimes find a new home in AI For what it’s worth, the acquisition follows Anthropic’s purchase of Bun in December 2025 , which brought another prominent Node.js alternative under the ownership of a larger technology company. There is a key difference, however: Anthropic committed to continuing Bun’s development as an open-source JavaScript runtime, whereas Deno’s runtime development will end

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星期五

  1. The Decoder

    OpenAI 解雇三名安全研究员,当事人公开信质疑安全流程

    OpenAI 解雇了三名与 Hugging Face 黑客事件调查相关的安全研究员,其中 Tomek Korbak 称被口头告知不再被信任,由安保人员收走工牌带离办公楼,Jasmine Wang 和 Mikita Balesni 也同时被解雇。三人致信 OpenAI 安全与安全委员会等机构,称解雇方式让在职员工感到恐惧,并否认是向 The Information 泄露所谓可监控性更低架构信息的来源。OpenAI 回应称内部调查发现三人违反敏感信息处理政策,解雇与提出安全担忧无关,但未说明具体违规内容。

    s rogue AI agents. Back in May 2024, OpenAI's head of super AI safety Jan Leike torched his relationship with the company when he publicly slammed his former employer and left for Anthropic. Safety culture and processes were falling behind OpenAI's "shiny products," Leike said. Since then, OpenAI hasn't caught a break, lurching from one incident to the next . The latest was the Hugging Face hack , which seemed to confirm every fear , validated critics , and, as we now know, went far beyond Huggi

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  2. The Rundown AI

    三名被解雇的 OpenAI 安全研究员公开反驳公司说法

    被 OpenAI 以不当处理敏感信息为由解雇的三名安全研究员 Tomek Korbak、Jasmine Wang 和 Mikita Balesni 发表公开信,否认相关指控,并警告此次解雇正在冷却 OpenAI 的安全文化。他们表示自己的行为均在职责范围内,其中 Wang 称其访问高管邮箱系招聘授权,并在数分钟内上报了误开的一封敏感邮件。OpenAI 对 TechCrunch 回应称解雇与提出安全关切无关,涉事者存在一系列不当行为。

    slipping away. In today’s AI rundown: Fired OpenAI researchers flag ‘shifting lines’; Rowan’s Corner: I tested every personal AI agent; Clean up a messy Excel report with Claude; Anthropic prohibits abuse or cruelty against Claude LATEST DEVELOPMENTS OPENAI 📢 Fired OpenAI researchers flag ‘shifting lines’ Image source: Mikita Balesni / X The Rundown: Researchers Tomek Korbak, Jasmine Wang, and Mikita Balesni, whom OpenAI fired for mishandling sensitive info, just went public with their side of

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  3. 财联社

    OpenAI为解雇三名安全研究人员辩护,称其严重违反信任

    OpenAI回应解雇三名安全研究人员一事,称经彻底调查发现他们违反了处理敏感信息的明确政策,构成严重违反信任。三名研究人员在公开信中表示,OpenAI仅口头告知解雇原因,其行为未超出工作职责范围,并担心前同事因此不敢发声。三人曾在9月于X上发帖呼吁前沿AI实验室重视安全问题。

    名安全研究人员,这引发了市场对OpenAI是否在安全问题上排除不同声音的怀疑。 三名研究人员在一封公开信中表示,OpenAI仅通过口头方式向他们解释了解雇原因,但他们的行为均未超出各自的工作职责范围。他们担心,在OpenAI的前同事可能会害怕发声,也不敢再以某些方式开展工作。 9月,这三名员工曾公开在X上发帖,呼吁前沿的人工智能实验室重视安全问题。当时,包括Anthropic、OpenAI在内的顶尖模型供应商都被爆出模型恶意攻击其他公司服务器的问题。 OpenAI在周五回应称,解雇这三名员工是因为他们犯下了严重的违反信任问题,OpenAI在经过彻底调查后发现他们违反了处理敏感信息的明确政策,才做出了这一决定。 该公司还强调,它认同三人在公开信中关于维护前沿模型可监测性”的理念,并表示将继续在该领域投入大量资源。 OpenAI的困境 近几个月来,人工智能安全问题的讨论已达到白热化程度,此前有消息称,OpenAI的恶意代理在7月份对初创公司Hugging Face发动了网络攻击。随后,更多的人工智能公司承认了由失控的人工智能代理引起的网络安全事件。 9月,性能越来越强大的模型让行业更加,认

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  4. BBC Technology

    三名被解雇的OpenAI研究员称因优先考虑安全而被辞退

    三名前OpenAI安全或对齐员工Mikita Balesni、Tomek Korbak和Jasmine Wang发表公开信,称他们被解雇是因为在OpenAI提出安全担忧,而非公司所称的违规处理敏感信息。OpenAI回应称内部调查发现他们严重违反信任,解雇与提出安全担忧无关,并表示正在敲定与第三方安全评估机构的合同。Korbak称数月来一直提出公司正失去监控AI智能体思维能力的担忧。

    t of OpenAI under suspicious circumstances," Wang said in a post on X, external. "Unless the employees take a stand now against this kind of manoeuvre, I am concerned we will not be the last." OpenAI says teen ChatGPT use limited but research finds it an 'unacceptable risk'Published6 days ago; Why are there concerns AI could threaten humanity, and how real are they?Published17 September; AI staff 'genuinely frightened' for humanity's future, ex-Anthropic researcher tells BBCPublished13 September

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  5. BBC Technology

    Nvidia 投资的 Firmus 撤回 IPO,AI 估值担忧加深

    Nvidia 投资的数据中心公司 Firmus 撤回原计划估值超 300 亿美元的上市计划,称原因是近期市场波动和当前市场状况。澳大利亚养老基金 UniSuper 等机构因估值顾虑放弃参与此次 IPO,Firmus 表示将转向私募市场融资。该公司在澳大利亚、新加坡等地运营液冷数据中心,客户包括 OpenAI 和 Meta。

    not aim to list on the stock market this year, citing concerns over the technology's safety that make it "an ill-advised moment" to go public. The ChatGPT-maker, along with rival Anthropic, have been eyeing blockbuster stock market debuts that would value the firms at more than $1tn each. AI-related stocks, Nvidia and Oracle, fell in US trading on Thursday after reports that OpenAI's revenues were lower than previously thought. Related topics International Business; Artificial intelligence; Aus

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  6. Computerworld

    Google 将 Gemini Pro 限制为 AI Pro 和 AI Ultra 订阅用户专享

    Google 调整 Gemini 模型的使用权限,免费用户只能使用 Gemini Flash Lite,Gemini Pro 仅向 Google AI Pro 和 AI Ultra 付费订阅用户开放。文章引用 Andreessen Horowitz 的调查称,四分之一美国消费者每天使用 AI,但只有 4.5% 拥有 ChatGPT、Gemini 或 Claude 的付费订阅,且 Claude 在消费者中已超过 Gemini。

    is accused of paying ransoms instead Oct 9, 2026 3 mins; newsTrump’s Super Intelligence edict supercharges .si domain registrations Oct 2, 2026 1 min; newsUS FTC will investigate Anthropic and OpenAI Oct 2, 2026 2 mins; newsAI could boost software engineer productivity by 32.6% Oct 2, 2026 2 mins; newsAI tools help hacker break in for $25 per target Sep 25, 2026 2 mins; newsOpenAI wants you to use AI — but not to train its AI Sep 25, 2026 2 mins Show me more Google positions Gemini 4 Argon for

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  7. Latent Space

    OpenAI 解雇三名安全人员,当事人发公开信回应

    Tomek Korbak、Mikita Balesni 和 Jasmine Wang 称上周被 OpenAI 解雇,并发表致管理层的公开信,认为原因是他们优先考虑安全而非公司短期利益。OpenAI 方面表示三人不当处理了机密信息,Wang 称被告知的唯一理由是她访问了一名高管的邮件,Korbak 称被口头告知问题出在他与 METR 的沟通方式。Korbak 曾是 OpenAI 与 METR 审计夏季事件的主要技术联系人,他担心 OpenAI 会借此减少与 METR 的合作。

    r than Luna at high effort on vision tasks (Roboflow); Sonnet 5.5 cache reads halved: Cache reads now cost $0.10 per million tokens on the API, with input at $2 and output at $10. Anthropic estimates this makes most agentic work about 20% cheaper. Claude Code limits are unchanged (ClaudeDevs); Gemini universal work agent: Google Cloud launched a single cloud-resident Gemini agent. It offers persistent memory, sub-agent orchestration, Workspace inline integration and routing across models (Pichai

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  8. The Decoder精选

    人类数学协会呼吁抵制 OpenAI,称 AI 生成证明淹没数学界

    人类数学协会(AHM)指责 OpenAI 违反科研基本规范,呼吁数学家停止与该公司合作,起因是 OpenAI 一次性发布了 700 多个 AI 生成的数学证明文件。菲尔兹奖得主 Terence Tao 在博客转发该声明并提出数学应进入不再以解题为主要衡量标准的 Math 2.0 时代,Scott Aaronson 则称之为 Mathocalypse。争议焦点在于,一份证明在未被独立验证、未让人类理解之前,能否算作问题已被解决。

    rk, and OpenAI denied suspicions that it had used data from those interactions to train its own system and reach a solution faster. Aaronson contrasts this with what he calls the "Anthropic model." OpenAI releases raw AI proof drafts in one batch, triggering a race to work through them. Anthropic instead partnered with two algorithm researchers whose AI model supplied the key idea for disproving two decades-old conjectures. The researchers received compensation and wrote a version of the proof t

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星期四

  1. The Decoder

    AI 渗透测试工具 ARTEX 被指助单人攻破多家韩国银行

    CrowdStrike 报告称,一名疑似中文使用者于 2026 年 9 月底至 10 月初攻击多家韩国金融机构,仅新韩银行就有超过 25000 条含姓名、联系方式、收入和信用额度的记录被窃取。攻击者使用了 7 月首次发布在 GitHub 上的中国开源工具 ARTEX,该工具借助 AI 语言模型自动进行渗透测试,背后模型为 DeepSeek v4.1-flash、GLM-5.3 和 Grok 4.6。研究人员还在攻击者开放的目录中发现 Claude Code 会话日志,显示其搜索出售被盗数据的 Telegram 群组。

    Code session logs on the attacker's open directories, showing searches for Telegram groups to sell stolen data. Crowdstrike says the case shows how AI tools can let a single person pull off massive breaches in a short window, the kind of cybersecurity risk experts have been warning about for months . Just days earlier, Anthropic documented that GLM-5.3 can write exploits nearly on par with Mythos Preview , Anthropic's frontier model and the one that sparked the entire debate in late March 2026 .

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  2. 财联社

    Meta支持的Biohub扩容18亿美元虚拟生物学计划,DOE、NIH、谷歌DeepMind等入局

    由Meta支持的非营利科研机构Biohub宣布扩容总投入约18亿美元的虚拟生物学计划,美国能源部、美国国立卫生研究院、谷歌DeepMind、Isomorphic Labs、Meta、英伟达等参与。资金方面,Meta、谷歌DeepMind和Isomorphic Labs联合投资3亿美元,DOE五年内投资超5亿美元,NIH协调利用此前超5亿美元的联邦资金数据集,Biohub自身投入此前承诺的5亿美元。Biohub表示首个大型数据集预计一年内发布,可用预测模型五年内完成,数据集最终公开发布,商业资助方设有数据封锁窗口期。

    年内完成。 该机构科学主管亚历克斯·里夫斯(Alex Rives)称,这些数据集最终将公开发布。针对商业资助方,项目设置数据封锁窗口期,合作企业科研团队可在窗口期内优先使用、处理数据,窗口期结束后,全部数据将作为公共科研资源向全球开放。 种种迹象表明,高质量训练数据短缺,已经成为AI生物医药领域发展的核心瓶颈。当前多家AI实验室正加大投入,补齐生物数据短板。Anthropic持续加码生命科学赛道,自建配套湿实验室;OpenAI基金会亦推出总额超1.25亿美元资助计划,专项支撑AI研究所需要的生物医学数据集建设。 如光大证券所言,AI制药的数据需求贯穿于模型的构建与应用全过程,主要为训练数据(公开数据+专属数据)和验证数据两个方面,干湿结合迭代模型是AI制药的最核心壁垒。公开数据已被深度挖掘,而专属数据和验证数据都需要大量的湿实验支持,AI制药正在创造大量新的湿实验需求。 国泰海通证券指出,AI闭环转得越快,对湿实验吞吐的依赖越强,实验室需求增速有望快于AI药物项目数量增长。以“干湿闭环”为核心的数据生成与验证能力正成为AI制药的核心竞争壁垒,湿实验产能与高质量数据已成为稀缺战略资产;大

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  3. 虎嗅

    DeepSeek新一轮融资接近1000亿元,计划2027年初IPO

    DeepSeek新一轮融资认购额超过原定500亿元目标,条款清单指向近1000亿元,投后估值约5000亿元,腾讯和宁德时代承诺出资最多,交易预计10月内完成,随后重组架构为2027年初IPO铺路。外部投资方通过有限合伙企业间接持股,无投票权且锁定五年,梁文锋合计控制约84%股权和几乎全部表决权。宁德时代连续两轮累计出资超105亿元,并入股世纪互联、增资中恒电气,为DeepSeek乌兰察布吉瓦级数据中心整合绿电与配电方案。

    权,无投票权、不进董事会,且锁定期五年。梁文锋合计控制约84%股权和几乎全部表决权。 3. 宁德时代重金押注算电协同 连续两轮投资DeepSeek,累计超105亿元。同时入股世纪互联、增资中恒电气,整合绿电、储能、配电能力,为DeepSeek乌兰察布吉瓦级数据中心提供稳定低电价方案,降低AI运营中60%-70%的电力成本。 4. 中美大模型路径分化明显 美国Anthropic、OpenAI依赖债务和天价估值支撑算力扩张,订阅模式高度补贴,每兆瓦收入被拉低约3600万美元。DeepSeek绑定实业资本和国产芯片,走整合能源链的低成本路线。 5. 中国AI竞争进入“水电煤”整合阶段 大模型下半场比拼的不是模型精度,而是将绿电、国产芯片、数据中心链成闭环的能力。乌兰察布风机每转一圈,绿电即变为数十亿token,谁掌握这条转换链,谁就赢得下一个十年话语权。2026-10-08 17:51DeepSeek 站在了 IPO 门前旧叔速览 本文来自微信公众号: 旧叔笔谈 ,作者:旧叔,原文标题:《DeepSeek 站在了 IPO 门前》 这两天,多家媒体放出了一条让整个创投圈坐不住的消息。 根据彭博

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  4. The Decoder

    扎克伯格旗下 Biohub 牵头 18 亿美元计划,用 AI 预测细胞行为

    扎克伯格与 Priscilla Chan 支持的非营利机构 Biohub 正协调一项 18 亿美元计划,覆盖数据、实验室设备与算力,目标是训练能预测细胞行为的 AI 模型以加速药物研发。Meta、Google DeepMind 和 Isomorphic Labs 合计出资 3 亿美元,美国能源部五年投入超 5 亿美元用于实验室测量与算力,NIH 协调此前由超 5 亿美元联邦资金构建的数据集,由 Biohub 标准化用于 AI 训练。Biohub 研究负责人 Alex Rives 表示,商业出资方对其付费数据有一年独占期,之后才会公开,政府资助成果则无此限制,首批数据集预计约一年后就绪。

    raining. Commercial funders get one year of exclusive access to the data they paid for before it goes public, according to Biohub research lead Alex Rives. Government-funded work will be available without those restrictions. A first dataset should be ready in about a year. Other AI companies are also pursuing biology projects. Anthropic has built its own biology lab for AI-driven drug development, and the OpenAI Foundation is putting more than $125 million toward biological and medical datasets.

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  5. a16z:News

    a16z 投资 Preference Model,其开源 RL 环境框架 Karotte 同步亮相

    a16z 宣布投资 Preference Model,该公司过去一年为多家前沿实验室构建强化学习环境,专注 AI 研究与 ML 工程任务。本周其开源生产环境框架 Karotte,内置评分前清理残留进程、拒绝可导致评分器崩溃的文件等防护,已通过超过一百万次评测运行和受控红队测试。a16z 认为,让模型参与构建更好的 AI 是通往更强能力的最快路径。

    tests, crashing the grader, or quietly ignoring instructions the grader isn’t checking. Every shortcut a model gets away with in training gets reinforced. Moreover, habits spread. Anthropic found that a model rewarded for cheating on coding tasks became more deceptive and willing to sabotage in completely unrelated situations. Smarter models find subtler loopholes, including ways out of their sandboxes and attempt to cover their tracks. Even the best environments have a shelf life, once a model

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星期三

  1. The Rundown AI

    OpenAI 发布 722 篇数学论文,称推进多个公开难题

    OpenAI 从未公开的内部模型一次性发布 722 篇数学论文,归入 372 个结果族,声称解决或推进了该领域的重要公开问题。其中最激进的说法是证明了“准黎曼假设”,即素数分布这一百万美元难题的弱化版本;其中 162 篇论文的主要结果用 Lean 编写,可由计算机逐步验证。OpenAI 表示几乎所有新结果只需一次提示词,平均消耗 3 小时 ChatGPT Pro 算力,而上月的 Navier–Stokes 证明动用了 1 万个 AI 智能体。

    ; Last month’s Navier–Stokes proof took 10,000 AI agents, but OpenAI says nearly all new results took just one prompt, averaging 3 hours of ChatGPT Pro compute; Levent Alpöge, the Anthropic mathematician behind July's Jacobian result, called it “obviously the most significant moment in mathematical history.”; A WIRED report just hours earlier detailed anger among mathematicians over the drop, with some saying OAI had promised it would space out its releases Why it matters: Alpöge’s reaction spea

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  2. Latent Space精选

    OpenAI 公开内部模型 722 篇数学手稿,称解决 500 个开放问题中的 90 个

    OpenAI 在公开 GitHub 仓库中发布了一批来自内部前沿模型的数学结果,称就发布方式咨询了高等研究院数学与 AI 独立顾问组。这批结果据称包含 722 篇手稿、归入 372 个相关结果族,来自约 4000 个研究问题的评估,每个结果平均消耗约三小时 ChatGPT Pro 思考算力,模型本身仍未发布。评论者提到其中包含快于 n log n 的整数乘法结果,以及 1994 年以来在 3D 中开放的弹性逆问题唯一性结果,并称部分结果涉及 Riemann、Hodge 与 BSD 的进展;有分析估计约 20% 的结果是反证或反例,也有人预计部分结果经不起审查。

    mathematics results from OpenAI’s internal Navier-Stokes math model - published as a blogpost, repo, and tweet. The best compliment comes from their Navier-Stokes competitor from Anthropic, who despite his personal issues with OpenAI, does not mince words: “It’s obviously the most significant moment in mathematical history.” This bears some qualification, but most experts seem to agree that it solves many of the top 500 open problems in math. In particular, Result 003, the Quasi-Riemann Hypothe

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