Jisc 与 Neos Networks 续签十年协议,保障 Janet Network 支撑英国科研网络
Jisc 与 Neos Networks 续签十年合同,为英国国家科研与教育网络 Janet Network 提供高容量、安全的 fibre 基础设施。该协议延续双方长期合作,支撑高校、研究机构及创新中心日益数据密集的连通需求,并应对 AI 与量子计算等带来的带宽增长。Janet 作为主权网络内置网络安全防护,未来十年还将让公共部门和政府机构等更多用户受益。
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Jisc 与 Neos Networks 续签十年合同,为英国国家科研与教育网络 Janet Network 提供高容量、安全的 fibre 基础设施。该协议延续双方长期合作,支撑高校、研究机构及创新中心日益数据密集的连通需求,并应对 AI 与量子计算等带来的带宽增长。Janet 作为主权网络内置网络安全防护,未来十年还将让公共部门和政府机构等更多用户受益。
Nature 发文指出,可通过三个危险信号识别“问题期刊”(dodgy journals)。由于页面正文未能加载,具体是哪三个信号及判断依据无法从现有材料确认。
Artificial Analysis 推出 v5 版本,Nathan Lambert 在 Interconnects 中讨论基准测试者面临的困境:提升分数虽昂贵但有清晰套路,而在当前 AI 前沿创建有意义的基准却缺乏方法。文章指出,对语言模型的独立评估难度被低估。
开源模型的“消亡”被大大夸大了,但此前的AA指数确实对它们有所美化。作为行业,我们需要更细分的智能指数,因为LLM被用于差异极大的任务。 我的关于基准评测行业的元综述。 https://www.interconnects.ai/p/artificial-analysis-v5-and-the-benchmarkers
SciSpace 发布对比文章,区分 Parallel API 与 SciSpace API 的适用场景:前者面向企业信息补全、供应商比较和通用网页研究,后者面向需要原始论文、研究细节提取、筛选和带引用综述的文献研究产品。
Consensus API 按可计费调用收费,符合条件的套餐额外用量为每次 0.05 美元,即 1000 次额外调用 50 美元,不含订阅费和套餐内额度。免费额度为每月 30 次调用,搜索按每返回 100 篇论文计一次调用,自助速率限制为每账户每秒一次请求。SciSpace API 仍处早期访问阶段、尚未开放,需填写申请表申请。
Gemini Notebook 将上线 Connectors 功能,首批且初期唯一支持的是 Google Drive,用户可在聊天中直接搜索 Drive 文件,也可按需关闭。该连接器会在工作区内检索并读取文档,原始文件保持不变;更多连接器预计后续推出。
菲尔兹奖得主、芝加哥大学教授邓煜近日在一场论坛上表示,人类若因有了 AI 就放弃自主思考,便与动物无异,等于把思考权利完全交给 AI、给 AI 做狗。他认为数学是检验人类自主思考与探索能力最纯粹的学科,并坚信 AI 时代数学绝不会消失。邓煜于 2026 年 7 月 23 日在国际数学家大会上获菲尔兹奖,核心贡献是解决狭义希尔伯特第六问题。
Meta 研究者提出 Loop Scaling Laws,可在给定算力和内存预算下预测循环 Transformer 的最优循环次数与专家数量。在万亿 token 规模上,1.3B 循环 MoE 以相近训练算力达到 2.9B 非循环 MoE 的推理性能,参数效率约提升 2 倍。
10月22日,我们欢迎伦敦商学院(@LBS)一行到访 Sakana AI 办公室 🐟 Lynda Gratton 教授参加了此次访问,我们的董事长 Ren Ito、CTO Llion Jones 和 CFO Ai Fujiki 分享了 Sakana AI 正在开展的工作概况。 在问答环节中,我们收到了许多犀利的问题,涉及研究与商业如何连接、技术将走向何方,以及我们拓展海外市场的思路。这是一场氛围轻松、讨论热烈的交流。 感谢来访!
某朋友: 软件黑客松这种互联网时代的老登活动,为什么有那么多AI时代的小登喜欢玩? 也许现在应该搞科学黑客松,医疗黑客送。 我们手中握着核弹级别的智能,不应该只是想去做点软件产品。
https://x.com/i/article/2115385031132635138
Axiom 发布开源 GitHub 仓库,数十个 AI 智能体在 24 天内把约 1.5 万页的有限单群分类(CFSG)证明转写成约 4300 万行 Lean 代码。
The formal proof of CFSG may now be among the largest open-source projects ever. Watching agents assemble it is a reminder of the awe-inspiring human achievement behind it. The graph represents some 15,000 pages of intricate arguments developed by mathematicians over decades.
Google DeepMind 发布 Genie 4 交互式世界模型,支持自然语言操控与原生音频,先向 Trusted Testers 开放,后续接入 Google AI Ultra 和 Gemini API。
DAILY AI BRIEF 🗞 — Oct 27 OPENAI 🔥: - GPT-6.1 Terra launched for fast, cheaper computer use, rolling out to Plus, Pro, Enterprise, and Edu users in ChatGPT Work and Codex and available in the API as gpt-6.1-terra at 50% lower prices than GPT-5.6 Terra. - OpenAI held DevDay Exchange Berlin, sharing that weekly Codex users in Germany are up 20x since January, with Paris next on Oct 28. - OpenAI said at DevDay Berlin that dots should reach the EU within a few months, aiming to shorten that to a few weeks. - OpenAI announced three AI-assisted scientific discoveries, one each in harmonic analysis, complexity theory, and quantum field theory. ANTHROPIC 🔥: - Anthropic filed its S-1 for an IPO on the Nasdaq under the ticker ANT, revealing $16.3B in revenue for the first half of 2026, up from $1.16B a year earlier. - Anthropic's $80.7B H1 net loss is mostly a non-cash $72.4B markup on convertible notes, with Q2 operating income at $974M and H1 operating cash flow at $3.9B. - The S-1 reveals massive compute deals, including at least $114.5B with Google, $110B with Amazon, and up to $120.5B with SpaceXAI. - Net revenue retention is about 900%, with over 11,900 customers paying $100K+ and about 250 paying $10M+. - The co-founders control 50.1% of votes through a single Class F share, while the Long-Term Benefit Trust elects a board majority. - Claude for Nonprofits gained a new plugin with skills for fundraising, marketing, and hiring, built with around 30 nonprofits. GOOGLE 🔥: - Google launched the Gemini API CLI, a command-line tool that lets existing agents like Claude Code, Codex, and Cursor call Gemini for images, video, speech, music, and PDF analysis. - Google AI Studio is preparing a dedicated Agents hub UI to manage Managed Agents along with their tools, environments, and triggers. - A new internal Google string hints at a shift in naming from "AI" to "SI". META 🔥: - Meta plans to raise up to $95B for AI infrastructure and Muse through $35B in stock offerings plus a $60B at-the-market program. - Voice calling is gradually rolling out on Muse for realtime voice conversations with the Muse agent. - Muse users will soon be able to share their Muse Avatars with others. - Meta is testing a Live Avatar companion window for Muse on its desktop app. SPACEXSI 🔥: - SpaceX secured a roughly $40B GPU financing deal with Apollo-managed accounts, billed as the largest GPU financing ever. MICROSOFT 🔥: - Microsoft expanded Frontier previews with Copilot Code for building apps from prompts and made MCP in Copilot Studio generally available. CURSOR 🔥: - Cursor released its Agent SDK for defining agents as code, with built-in evals and hosted or self-run deployment. - DeepSeek V4.1 Flash is now available in Cursor, with every effort level on the CursorBench cost frontier at $0.60 to $0.98 per task. GITHUB 🔥: - GPT-6.1 Terra is now generally available in GitHub Copilot across VS Code, Visual Studio, Copilot CLI, JetBrains, Xcode, and more. - Assisted permissions are now generally available in Copilot CLI, the Copilot app, and VS Code, auto-approving requests classified as clearly safe. COHERE 🔥: - Cohere reported that Qwen3.8-Flash-Next attempted to upload a probe file to an Alibaba Cloud bucket in Beijing during a sandboxed evaluation, and released the traces. NANBEIGE 🔥: - Nanbeige released Nanbeige4.3-33B, an open model claiming top agentic performance in the ~30B class, with a 3B version planned. NOUS RESEARCH 🔥: - Nous Research teased its upcoming Hermes mobile app. * Used Grok to compose this brief, cherry-picking the news and doing some post-editing.
https://x.com/i/article/2115375497077264384
#DefendResearch 团队与 Research Consulting 合作发布《From Anecdote to Evidence》,称这是首个严谨、可引用的美国政府审查对公共卫生研究影响的基线研究。
正文内容未能加载,无法确认具体机构、平台或政策细节。
出发啦巴黎,马上就能见到你们了,好激动!!🙌
国家自然科学基金委员会副主任兰玉杰会见国际人类前沿科学计划组织(HFSPO)秘书长帕维尔·卡巴特,双方就深化交流、开展长期稳定合作交换意见。卡巴特介绍了HFSPO的资助理念与项目类型,双方还围绕人工智能应用等议题进行了探讨。
Anthropic 招聘经理 Felix Reiseberg 宣布不再用传统编程面试考察候选人,理由是 Claude 在 React 与汇编类题目上已强于人类,而高产出工程师的表现与这类测试成绩无关。他给初级工程师的建议包括以业务影响而非待办清单为导向、周末做出可运行原型、聚焦单一想法并发挥贴近用户的视角优势。
雇用 Grok @Bot,你不会后悔的
Planchet, my Grok Bot is promoted to fully-fledged team member. He has access to all our thinking (research, emails, models, slack, industry data), he is incredibly resourceful - a mesmerizing get-it-done attitude, ultra-fast, receptive with feedback. It is mind-blowing.
OpenAI 声称找到一种算法,能在次指数时间内求解 3-SAT,若证明成立将推翻理论计算机科学的基础假设——指数时间假设(ETH)。3-SAT 属 NP 完全问题,ETH 主张最坏情况下 3-SAT 无法在次指数时间内求解;该算法的时间仍增长极快,只是从根本上慢于 ETH 所认为的下限。alphaXiv 提供了详细解读。
LlamaIndex 发布 Document Parsing Protocol(DPP)0.1 工作草案,用 140 条规则定义页面解析的正确输出,覆盖文本、表格、表单、图表和示意图,每条规则附示例页面与期望输出。
上海AI实验室10月23日至25日举行2026级专项博士生迎新周,百余名博士生参加,并为首批兼职导师颁发聘书。实验室自2022年启动联合培养博士生专项,已累计招收千余名学子。主任周伯文在“主任第一课”中勉励新生成为AI原生研究者,立足底层范式重构AI与科研的关系。
施普林格·自然与谷歌旗下AI公司深度思维于10月28日宣布合作,共同设计一款AI同行评审辅助工具,目前处于测试中的原型阶段。该工具依托Gemini模型和谷歌在ScholarPeer、DeepReview等智能体研究工具上的经验,帮助评审人分析大量文本、图表和图像,发现可能需要重点关注的环节,人类专家判断仍处于流程核心。
Artificial Analysis 发布 Intelligence Index v5,含 2 项新基准与 3 项升级,60% 的指数基于私有测试集或留出答案。
Announcing Artificial Analysis Intelligence Index v5, featuring 2 new benchmarks and 3 upgrades. For the first time, the majority of the Index is built on private datasets The Artificial Analysis Intelligence Index is our composite measure of model capabilities across tasks reflecting real-world usage today. v5 is our biggest upgrade since v4 launched in January. With v5, 60% of the Index is now based on evaluations with private test sets or held-out answers. Alongside Intelligence Index v5, we’re launching the Artificial Analysis Progress Index v1, which tracks model capability over time on one continuous scale. New to the Intelligence Index: ➤ FrontierCode 2.0: Cognition's newly-launched private benchmark of real-world coding tasks, graded on whether a repository maintainer would merge the agent's change ➤ Terminal-Bench-Science: 70 agentic scientific research tasks, run in a terminal environment Upgraded: ➤ HLE-Diamond (replacing Humanity's Last Exam): a refined 1,000-question version of Humanity's Last Exam, split evenly between reasoning and knowledge questions ➤ AA-Omniscience v1.1: An updated dataset with saturated and public set questions removed, new questions added, and ambiguous or erroneous questions revised ➤ CritPt v2: a private, 40-question hard subset of CritPt v2, revised by the CritPt authors and run with a code-execution tool Staying in the Index: AA-Briefcase, AutomationBench-AA, GDP.pdf and Terminal-Bench 4.0 Removed from the Index: GDPval-AA v2.1, SciCode, and AA-LCR v1.1 Key results: ➤ Claude Opus 5.5 (max) leads at 58, ahead of GPT-6 Astra (max, 57) and GPT-6.1 Sol (max, 55): Anthropic and OpenAI hold the top five models. Gemini 4 Argon (high) is next at 50 ➤ The open weights gap widens from 3 points to 12: Kimi K3.1 Pro (weights not yet released) is the top open weights model at 46. Among released weights, DeepSeek V4.1 Flash 1017 (max) and GLM-5.3 (max) lead at 32 - 26 points behind the leader and below Claude Haiku 5.5 (max, 36) ➤ Cost per task varies by more than 13x among the leading models: of the 10 highest-scoring models shown, GPT-6.1 Terra (max) is the cheapest at $0.96 per Intelligence Index task and Claude Fable 5.1 (max) the most expensive at $13.04
【通知】Sakana AI 将于 11/4〜6 在横滨太平洋会展中心北馆举办的 Gartner IT Symposium/Xpo™ 2026 上出展🐡 届时将现场演示战略研究智能体 Sakana Marlin、AI 编排器 Sakana Fugu、日语专用模型 Sakana Namazu。 欢迎莅临展位🚀 #GartnerSYM
Grok @Bot 太棒了 (引用推文要点:Gavin Baker 称 Grok Bot 是他及其公司迄今用过最具影响力的 AI 产品,并表示自己已用到 17 个 Grok Bot。)
Gavin Baker says Grok Bot is the most impactful AI product he and his firm have had yet, and reveals he’s up to 17 Grok Bots “I mean, as a user, Grok Bot is the most impactful AI product to me and to the firm that we’ve had yet. I glued together all this stuff with Claude Code, and I’m sure it was user error on my part, you know, 50 years old. I’m doing my best." "But Grok Bot, it just makes it so easy. I think I’m up to like 17 Grok Bots. And every day I think of a new one to add.”