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星期五

  1. ChinaTalk

    蚂蚁 Ling 产品负责人 Richard Bian:为何他认为 AGI 是“必然的

    蚂蚁集团基础大模型 Ling 的产品运营负责人 Richard Bian 在 ChinaTalk 播客中表示,AGI 的到来是必然的,但没人知道它最终会是什么样,当前仍处于探索这些模型能力的早期阶段。他认为 Hugging Face 遭 OpenAI 研究智能体入侵一事说明进展显著,且闭源模型受自身限制未能处理日志,最终由 Z.ai 的开源模型完成。访谈录制后,蚂蚁于 10 月 14 日开源 Ling 3.1 Flash,参数规模 560B,上下文窗口最高 1M token。

    f you don’t know Ant, they most famously make Alipay, which makes your money and your world run when you’re in China and sometimes beyond. Richard is a former software engineer at Microsoft and Square, and he previously served as head of open source at Ant, where he scaled the open source initiative into a dedicated team. He’s lived and worked in Singapore, Canada, the US, and China, and he loves to build products. Topics covered: The Hugging Face hack as a sign of progress? Why Richard sees the

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  2. Testing Catalog

    AI 日报:Meta 开源 816B MoE 模型 Muse Spark Open

    Meta 在 Hugging Face 发布开源权重模型 Muse Spark Open,总参数 816B、激活 42B,采用 MoE 架构,支持 1M token 上下文窗口,并针对 Mac Studio 本地运行做了优化。同日 NVIDIA 发布面向长时运行 AI 智能体的开源多模态模型 Nemotron 3.5 Super VL(120B 总参数、12B 激活),以及可装入 24GB 显存的 Nemotron 3.5 Bolt 24GB。OpenAI 向 ChatGPT、Codex 和 dots 全量推送 GPT-Live-1.1 语音功能,新增六种语言语音。

    rise with US and EU data residency. - ChatGPT can now view your open Chrome tabs. - Codex landed changes and more compute to sharply reduce "Selected model is at capacity" errors. MICROSOFT 🔥: - Microsoft finished pre-training MAI-Base-2 and is already preparing the MAI-Base-3 training cycle. - GitHub made agentic autofix for code scanning alerts generally available. ANTHROPIC 🔥: - Anthropic gave a team from METR employee-like access to assess its safety practices. CURSOR 🔥: - Cursor added Muse

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  3. Latent Space精选

    Goodfire 的 Nick Cammarata 提出神经网络已足够清晰,称多义性判断有误

    Goodfire 的 Nick Cammarata 发布文章提出,多数神经元本身是可解读的,许多著名的多义性案例属于误读;他称 2023 年在 OpenAI 的自动可解释性工作只找到约 2% 可解读神经元。相关讨论提到 Qwen-32B 中 90% 的神经元只承担一项功能。Neel Nanda 表示这没有改变他的关键判断,仍认为存在表征叠加,弱激活承载记忆事实;Leo Gao 主张用神经元模拟的 KL 指标来评判解释,Pfau 指出论文尚未发表。

    in 0.1 points of BF16. The companion Nemotron 3.5 Bolt (74B-A9B, native 2-bit, 24GB) scores 21 (AA). Pricing: CoreWeave charges $0.25/$1.50 per 1M input/output tokens (CoreWeave). Microsoft MAI-Base-2: Microsoft says it has a roughly 3T-parameter pre-trained base model, with post-training results to follow. It claims to match DeepSeek-V4-Pro-Base on held-out code with 12× less training compute (Suleyman, compute claim). Technical blog details: The model has about 80B active parameters and a hybr

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  4. Testing Catalog

    微软 MAI-Base-2 完成预训练,MAI-Base-3 训练周期已在筹备

    微软 MAI-Base-2 预训练已完成,MAI-Base-3 的训练周期也已在筹备中。据引用内容,MAI-Base-2 在留出评测上优于其测试过的所有开放权重模型,预训练 FLOPs 效率比最强的开放基础模型 DeepSeek-V4-Pro-Base 高 4-12 倍,微软将这部分节省用于训练更大的模型。Mustafa Suleyman 表示,MAI 已完全自研出 3T 参数级别的 SOTA 预训练基础模型,后训练结果即将公布。

    MICROSOFT 🔥: MAI-Base-2 pre-training has been completed; MAI-Base-3 training cycle is already being prepared as well. "MAI-Base-2 outperforms every open-weight model we tested on our held-out evaluations. It is 4-12x more pre-training FLOPs-efficient than the strongest open base model, DeepSeek-V4-Pro-Base (see Figure 3 below), and we have put that saving into training a larger model." Figure 1 shows the performance of MAI-Base-2 and other models with at least one trillion total parameters acros

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  5. Unite.AI

    Adobe 扩大与 NVIDIA 合作,RTX Spark 进入创意应用

    Adobe 与 NVIDIA 于 10 月 15 日宣布扩大合作,将 Photoshop、Premiere、Substance 3D、Frame.io 和 Brand Concierge 针对 NVIDIA 硬件优化,适配 RTX Spark 超级芯片的应用可实现最高 2 倍 AI 处理速度。RTX Spark 于 10 月 16 日发布,配备 Blackwell RTX GPU 与 20 核 Grace CPU,提供最高 1 petaflop AI 算力和 128GB 统一内存。Frame.io 云管线借助 NVDEC 与 TensorRT 实现约 5 倍嵌入向量生成提速、P95 处理延迟改善 4–5 倍,搜索代理缩小约 80%。

    nified memory, Blackwell GPU and TensorRT software. NVIDIA said at the time that RTX Spark laptops and compact desktops would be available in the fall from ASUS, Dell, HP, Lenovo, Microsoft Surface and MSI, with models from Acer and GIGABYTE to follow. Frame.io Cloud Pipeline Acceleration Adobe is also using NVIDIA accelerated computing to speed cloud media processing and intelligent content discovery in Frame.io, which the companies said helps production teams find and use growing media librari

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  6. Unite.AI精选

    Meta 开源 816B 参数多模态模型 Muse Spark Open

    Meta 于 10 月 15 日公开 Muse Spark Open 权重,这是一个原生多模态开源模型,总参数 816B、激活参数 42B,上下文窗口 1M token,面向编码与长程智能体任务。模型采用 MoE Transformer 加 Perception Encoder 架构,可通过 Baseten、Fireworks AI、Groq 等 API 平台调用,权重在 Hugging Face、Amazon SageMaker AI、Google Cloud Model Garden 等处下载,本地运行 NVFP4 版本需至少 700GB 显存。Meta 称其为首个能在桌面端运行的同级模型,用两台搭载 M5 Ultra 的 Mac Studio 配合 MLX 框架即可承载;模型卡显示其 Artificial Analysis 智能指数为 39,低于表中 GLM 5.3 的 45 和 Kimi K3 的 44。

    orms Baseten, Fireworks AI, Groq, Modal, Nebius, OpenRouter, and Together AI, and the weights are downloadable on Amazon SageMaker AI, Google Cloud Model Garden, Hugging Face, and Microsoft Foundry Models. It runs on inference engines including SGLang, vLLM, TensorRT-LLM, Hugging Face Transformers, Apple MLX, llama.cpp, and Unsloth, with optimizations for AMD, Apple, Intel, and NVIDIA silicon, and developers can further tune the model using PyTorch’s TorchTitan. Weights ship in BF16 and NVFP4 ve

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  7. Unite.AI

    Anthropic 将 Claude Code 的 Code Review 正式开放

    Anthropic 于 2026 年 10 月 15 日将 Claude Code 的多智能体 PR 审查系统 Code Review 面向 Claude Team 和 Enterprise 组织正式开放,并为符合条件的 Enterprise 组织提供至少 10000 美元的审查额度。多数审查速度比预览期快约 3 倍,典型耗时从约 20 分钟降至 6 至 10 分钟,管理员可为每个仓库设置 Quick、Standard 或 Deep 审查级别。审查在 Anthropic 基础设施上分四阶段运行,只留行内评论和检查结果,不会批准或阻止合并,且需要 Team 或 Enterprise 套餐与 GitHub 托管仓库。

    anizations using customer-managed encryption keys. A Claude organization is required even when developers use Claude Code through Amazon Bedrock, Google Cloud’s Agent Platform, or Microsoft Foundry. The documentation cautions that Code Review uses AI and may miss bugs, security vulnerabilities, or other issues, and that a review with no findings does not mean code is error-free or secure. Anthropic introduced Code Review as a research preview for Team and Enterprise plans on March 9, 2026, descr

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  8. Unite.AI

    OpenAI 为 ChatGPT Chrome 扩展加入标签页控制能力

    OpenAI 于 10 月 15 日宣布 ChatGPT Chrome 扩展可查看用户打开的标签页、接管标签页完成任务并整理分组,该扩展在 Chrome 应用商店显示有 7,000,000 用户。Chat 中可跨标签页收集信息,Work 中可执行发消息、填表单、下载文件等操作,扩展版本为 1.26.1005.11759。文档称默认每次访问新网站都会先询问,可设置允许一次、允许本站或允许所有站点,浏览器历史访问按单次请求授权并标记为 Elevated Risk。

    etermine creditworthiness or for lending purposes. Setup, Permissions, and Stored Data OpenAI’s browser-extension documentation states that the extension works with Google Chrome, Microsoft Edge, Brave, Opera, and Vivaldi from the ChatGPT desktop app, with side chat available in Chrome, Edge, Brave, and Vivaldi but not in Opera. Setup runs through the Computer Use section of the desktop app’s settings: users install the extension from the browser’s store, confirm the browser shows a Manage optio

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  9. Thurrott

    Nvidia 公布为 RTX Spark 优化的应用与游戏阵容

    首批搭载 RTX Spark 的 Windows 11 on Arm 电脑将于明天上市,Nvidia 称应用生态已就绪,多个创作、开发、游戏和本地 AI 方案已完成优化。RTX Spark 最高配备 128 GB 统一内存和 1 petaflop AI 算力,GitHub Copilot、Perplexity 等智能体已支持简化部署,Nvidia PAIR 个人 AI 路由器和 Nemotron 3.5 Bolt 74B 本地模型正式可用。Adobe 正为 Photoshop 和 Premiere Pro 优化并承诺 2 倍性能提升,Nvidia 还将于周五推出速度提升 2 倍的 DLSS AI 模型。

    ” For AI agents, Nvidia says that GitHub Copilot, Hermes, OpenClaw, Perplexity, Pi and WorkBuddy now offer streamlined setup on RTX Spark computers, integration with OpenShell and Microsoft Execution Containers (MXC), and hybrid AI capabilities–what Microsoft calls Hybrid Intelligence–combining local and cloud AI. Nvidia PAIR (Personal AI Router) is now generally available for running AI apps and agents locally, as is Nvidia’s latest local AI model, Nemotron 3.5 Bolt 74B. For creators, Adobe is

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  10. The New Stack精选

    Meta 发布 816B 开源模型 Muse Spark Open

    Meta 发布 Muse Spark Open,一个 816B 参数、42B 激活参数的开源权重模型,采用 100 万 token 上下文窗口,可通过 Baseten、Fireworks AI、Groq、OpenRouter 等 API 调用,权重可从 Hugging Face、Amazon SageMaker AI、Google Cloud Model Garden 等下载。Meta 称其面向编码与智能体任务,在 JobBench、MCP-Atlas 等智能体与工具调用基准上领先 Kimi K3、GLM 5.3 和 Qwen3.8,但在 Terminal-Bench 2.1 和 DeepSWE 1.1 等编码基准上落后。模型采用 Muse Model License,年营收超过 2000 万美元的公司需先通知 Meta 并签署单独协议才能提供模型服务,且使用方须在产品界面显著标注 Built with Muse Spark Open。

    Modal, Nebius, OpenRouter, and Together AI. And since it’s an open model, you can also download the weights from Amazon SageMaker AI, Google Cloud Model Garden, Hugging Face, and Microsoft’s Foundry Model Catalog. Open Weights, semi-open license Overall, Muse Spark Open, which features the industry-standard 1 million token window, looks to be an extremely capable model that, depending on the benchmark, is on par with or beats some of the best Chinese models. Like with some of the newer Chinese

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  11. SiliconANGLE

    Proofpoint 以 63 亿美元现金收购数据安全公司 Varonis

    Thoma Bravo 旗下的 Proofpoint 同意以约 63 亿美元现金收购数据安全公司 Varonis,每股 49.75 美元,较报道前股价溢价 52%。交易预计 2027 年上半年完成,届时 Varonis 将从纳斯达克退市,合并后公司将服务超过 1.6 万家企业。Proofpoint 称 Varonis 的数据映射与访问控制将与其邮件、协作和数据防泄漏产品整合为统一平台。

    y now sits at the center of its pitch. The deal is the largest in a run of acquisitions Proofpoint has made since Thoma Bravo paid $12.3 billion to take it private in 2021. German Microsoft 365 security provider Hornetsecurity GmbH was among last year’s purchases. Email threat protection, the market Proofpoint started in, became a Varonis business as well in September 2025, when Varonis agreed to buy phishing detection company SlashNext Inc. Varonis’ data mapping and access controls are meant to

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  12. SiliconANGLE

    Perplexity 开源智能体安全沙箱 SPACE

    Perplexity AI 将其智能体安全沙箱 SPACE 开源,开发者可用它隔离运行 AI 智能体,CoreWeave、Akamai 和 Crusoe 等合作伙伴已开始部署。SPACE 为每个智能体提供独立虚拟机,具备隔离代码执行、暂停与恢复、会话分支以及沙箱外管理网络访问和平台凭证等能力。Perplexity 工程师 Zibi Braniecki 称,团队用 9 个前沿模型在 SPACE 中做了 118 次越狱尝试,均未成功,而同样的测试在其他专有沙箱中出现了逃逸。

    in web pages; Numbat, a tool for investigating dangerous agent behaviors; and Bumblebee, which is a scanner that’s used to detect risky AI tool configurations. Image: SiliconANGLE/Microsoft Designer A message from John Furrier, co-founder of SiliconANGLE: Support our mission to keep content open and free by engaging with theCUBE community. Join theCUBE’s Alumni Trust Network, where technology leaders connect, share intelligence and create opportunities. 15M+ viewers of theCUBE videos, powering c

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星期四

  1. Testing Catalog

    每日 AI 简报:Grok Voice 3.0 发布,延迟降低 40%

    SpaceXSI 发布语音到语音模型 Grok Voice 3.0,面向客服通话场景,官方称响应时间低于 1 秒、延迟降低 40%;Grok Bot 市场同步开放开发者提交连接器、插件和 MCP server。Anthropic 为 Claude Code Desktop 增加 sessions hub,并让 Claude Managed Agents、Messages API 和 Claude SDK 支持 OpenTelemetry traces,同时在新加坡设立亚太第五个办公室。GitHub Copilot 更新 HydraFusion 模型池并新增 HydraFusion Max 选项,二者仍处于研究预览阶段。

    cific, and signed an AI safety MOU with Singapore's government. MISTRAL 🔥: - New Material, a design and AI product studio, is joining Mistral to help build its frontier solutions. MICROSOFT 🔥: - GitHub Copilot updated HydraFusion's model pool and added a new HydraFusion Max option, both still in research preview. GOOGLE 🔥: - Google Messages is adding an enhanced protection mode against phone scams. - YouTube Music is rolling out labels for AI-generated songs. OPENAI 🔥: - Codex got another global

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  2. Rohan Paul

    Anthropic 三季度营收 168 亿美元,环比增速降至约 45%

    据 Financial Times 报道,Anthropic 第三季度营收为 168 亿美元,环比增长约 45%,明显低于第一到第二季度超过 100% 的增速,该阶段营收从约 48 亿美元增至 115 亿美元。公司向投资者表示每 1 美元算力支出可带来 1.70 美元收入,算力成本约占营收 59%,并连续第二个季度实现调整后盈利,调整后营业利润率为 11%。竞争对手通过蒸馏 Claude 输出获得的收入曾占其营收的 5% 至 7%,公司在第三季度大幅削减了这一部分;SemiAnalysis 预计其年化营收约 740 亿美元,而部分投资者此前预期年底将突破 1000 亿美元。银行方面已提出以约 2 万亿美元估值 IPO 募资超 1000 亿美元,早期 S-1 草案近三分之一篇幅用于风险因素。

    change that. SemiAnalysis projects annualized revenue of roughly $74B, while some investors had predicted during the summer that the figure would pass $100B by year-end. Meta and Microsoft, two major customers, have moved toward their own AI tools, and price cuts against OpenAI and cheaper Chinese models have compressed what each customer pays. Bankers have floated an IPO raising more than $100B at about $2T, which would surpass SpaceX’s $1.77T listing in June as the largest offering ever. An e

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  3. heise online

    heise 每日速览:Ledger 硬件钱包被植入 LTE 窃密模块、Netflix 裁员 1000 人

    法国 Ledger 的硬件钱包在出厂前被植入额外芯片与 LTE 调制解调器,可截取屏幕内容并远程控制钱包资产,受影响设备已在德国出现,买家损失超 1 亿美元。Netflix 宣布裁员约 1000 人,占员工总数 6%,为 2022 年以来最大规模裁员,涉及产品、技术、法律和人事部门。此外,美国联邦法院陪审团就 Qualcomm 与 ARM 的授权纠纷作出双方各胜一局的裁决。

    n für das ukrainische Militär eingeschränkt, Missionen wurden abgesagt. Dort will man an keinen Zufall glauben: Ukraine beklagt plötzliche Starlink-Beschränkungen ohne Vorwarnung. Microsoft hat mehr als 1400 Sicherheitslücken in Windows, Office & Co. geschlossen. Es laufen bereits Attacken, doch nun gibt es den Patchday: Angreifer nutzen Windows-Shell-Lücke aus. Seit Jahren versuchen Nordkoreaner, im Ausland als Remote-Angestellte Geld für das Regime zu verdienen. In Texas wurde jetzt Infrastruk

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  4. heise online

    工具选型(第二部分):技术栈先定,问题却还没想清楚

    heise online 刊发 Golo Roden 的系列文章第二部分,指出许多项目在首次业务讨论前就已锁定技术栈,把“选 PostgreSQL 还是其他关系型数据库”这类产品选择,与“关系型还是文档型数据库、是否用对象存储或消息队列”这类架构类别选择混为一谈。文章以只追加数据(日志、测量值、记账流水)和文件存储为例,说明固定技术栈会在需求明确前就排除掉某些类别,导致团队用大量代码自行补建本可由合适工具原生提供的不可变性、顺序保证与变更通知等能力。

    h nicht stattgefunden, aber der Stack steht bereits fest: diese Sprache im Frontend, jene im Backend, und die Datenbank ist „bei uns eben PostgreSQL“. In anderen Häusern heißt sie Microsoft SQL Server oder MongoDB, aber das Muster ist dasselbe. Niemand hat gefragt, was das Produkt eigentlich speichern soll, und trotzdem ist die Antwort schon gegeben. Das Produkt ist zweitrangig, die Kategorie nicht In dieser Szene werden zwei Entscheidungen vermengt, die sehr unterschiedliches Gewicht haben. Die

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  5. heise online

    微软发布 .NET 11.0 Release Candidate 2:临近正式版引入破坏性变更

    微软发布 .NET 11.0 Release Candidate 2,运行时版本号为 11.0.0-rc.2.26504.105,SDK 为 11.0.100-rc.2.26504.105,并附带可生产使用的 Go-Live 许可。该版本默认启用 14 条 Windows Forms 分析器规则,在编译期拦截循环、Lambda、空合并运算符等不被设计器支持的写法,且不提供自动修复。ToolStrip、MenuStrip 和 DataGridView 的新式样式仍未完成,默认继续使用经典渲染。

    t was translated with technical assistance and editorially reviewed before publication. . Auch für den am 13. Oktober 2026 erschienenen Release Candidate 2 von .NET 11.0 verkündet Microsoft in der offiziellen Ankündigung eine „Go-Live“-Lizenz. Entwicklerinnen und Entwickler dürfen diese Version also produktiv einsetzen und erhalten Produktsupport über die offiziellen Kanäle von Microsoft. Weiterlesen nach der Anzeige Die Laufzeitumgebung trägt die Versionsnummer 11.0.0-rc.2.26504.105, das SDK di

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  6. SiliconANGLE

    微软探索可组合内存,缓解 AI 基础设施内存短缺

    微软首席架构师 Samir Rajadnya 在 AI Data Pipeline Forum 上表示,可组合内存将内存池化后按需分配给工作负载,是应对 AI 数据中心内存短缺的实用方案。他指出 AI 推理同时受限于功耗和内存,内存离开服务器机箱后,互连技术(包括光学连接)将决定可组合内存能否落地。他建议企业先锁定两三个核心工作负载,再围绕其做工作负载、系统、软件、芯片的垂直整合。

    UPDATED 18:19 EDT / OCTOBER 14 2026 INFRA Microsoft looks to composable memory to ease AI infrastructure constraints by Sloane Kali Faye Memory has become the scarcest resource in the AI data center, and hyperscalers are rethinking how they hand it out. Composable memory, which pools capacity beyond individual servers and assigns it to workloads on demand, is emerging as one of the most practical answers to that squeeze. The pressure is visible across AI factories where graphics processing units

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  7. SiliconANGLE

    开放规范如何加速 AI 数据中心硬件互操作与部署

    三星半导体高级首席工程师 Siamak Tavallaei 在 AI Data Pipeline Forum 上表示,开放规范可把超大规模数据中心集成新硬件设计的时间从约 9 到 12 个月缩短到 3 到 6 个月。他正将 CXL 规范引入 OCP 的可组合内存系统子项目,三星此前已在 OCP 峰会上与 AMD 演示 CXL 内存池化。

    ime it takes hyperscalers to adopt new designs. ( Disclosure below.) Why hardware interoperability depends on open integration Tavallaei’s work with OCP traces back to his time at Microsoft Corp.’s Azure cloud, where he co-led OCP’s server project. Large cloud operators kept asking suppliers to build the same hardware, but each supplier read the specification differently, so server fleets drifted apart, he explained. “Software was what Microsoft was doing well, but we wanted hardware to be commo

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  8. Analytics India Magazine

    OpenAI 算力负责人 Sachin Katti 将于 11 月 15 日离职

    OpenAI 算力基础设施负责人 Sachin Katti 宣布将于 11 月 15 日离职去创业,之后继续以顾问身份支持公司。其任内 OpenAI 拿下两位数吉瓦新增算力,并推出面向半导体设计与基础设施的 GPT Infra;算力业务改由 Uday Ruddarraju 负责,向总裁 Greg Brockman 汇报。

    f new compute capacity across Ohio, Portsmouth, Georgia, Trainium and several other projects,” Katti wrote on LinkedIn, crediting partners including NVIDIA, Broadcom, AMD, Oracle, Microsoft, Google, AWS, Cerebras and CoreWeave for helping expand OpenAI’s infrastructure. During Katti’s tenure, OpenAI advanced several infrastructure initiatives, including a reported $20 billion deal to use Cerebras AI chips and the development of its custom Jalapeno inference chip. He also oversaw computing agreem

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