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星期一

  1. The Register

    Mozilla 为 iOS 版 Firefox 加入广告拦截功能

    Mozilla 正通过渐进式推送为 iOS 版 Firefox 引入可选广告拦截功能,默认关闭,基于 EasyList 过滤列表在广告加载前拦截第三方广告网络、广告追踪器、网站自带广告以及弹窗和浮层。该功能不拦截搜索结果中的广告(包括 Google 和 Bing),也不拦截 Firefox 主页或新标签页上的“赞助内容”。

    rgets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with Tensorlake compromise; Dutch tax office ditches Microsoft 365 cloud for on-premises alternative Cisco, Nvidia team up to b

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  2. The Register

    微软将于 9 月 14 日停用 Excel 的 COPILOT() 函数

    微软将于 2026 年 9 月 14 日停用 Excel 的 COPILOT() 函数,该函数 2025 年 8 月才在预览版亮相,原计划 2027 年正式可用。微软表示将改由 Copilot 侧边栏提供摘要文本、分类数据、生成内容和检索网络信息等同类 AI 能力,并称此举是为简化 Excel 内的 Copilot 体验。

    AI and Ml Microsoft realizes the side pane should be enough for anyone Microsoft will retire Excel's COPILOT() function on September 14, barely a year after its preview debut. Introduced in August 2025, initially for Beta Channel users with a Microsoft 365 Copilot license and later for Excel for the web users through the Frontier program, the COPILOT() function let users send instructions to the company's AI assistant directly from a worksheet cell. Microsoft has now decided the Copilot side pan

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  3. The Register

    微软称 AI 找 bug 拖慢 Exchange SE CU1 发布,无法给出日期

    微软 Exchange 团队确认,Exchange Server Subscription Edition 的 Cumulative Update 1(CU1)因 AI 工具发现大量漏洞而延期,目前无法给出发布日期。该更新原计划 2026 年上半年发布,后改为下半年;团队称需等到出现一个没有紧急安全补丁的月份才会发布 CU1。

    software Dealing with machine-made bug backlog makes it hard to find a moment to deliver promised subscription service Microsoft has blamed extra work created by AI bug-finders for the delayed release of a major Cumulative Update to Exchange Server Subscription Edition (SE). Redmond’s Exchange team made that admission last Thursday in a post titled “Where is Exchange SE CU1 anyway?” that reveals the software giant is “getting questions from our customers on when they can expect us to release Exc

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星期六

  1. The Next Platform

    新云厂商 CoreWeave 与 Nebius 的现金储备增速超过营收

    CoreWeave 与 Nebius 等新云厂商的现金储备正以超过营收的速度增长。CoreWeave 第二季度营收增长 2.1 倍至 25.8 亿美元,净亏损扩大至 6.26 亿美元,资本支出 94 亿美元,季末持有 64.1 亿美元现金,营收积压订单达 1042 亿美元,并已与 OpenAI(224 亿美元)、Meta Platforms(320 亿美元)、Google 和 Anthropic 签署长期协议。Nebius 的递延收入接近 60 亿美元,客户容量承诺超 400 亿美元,已签约电力从 2025 年 8 月的 1 GW 提升至 2026 年底的 5 GW。

    or this segment of the datacenter market. Here is a review of its business from 2022 through 2025, when CoreWeave was doing its pivot to GenAI and when it was utterly dependent on Microsoft for its initial sales: It is not clear how dependent CoreWeave is currently on Microsoft for its revenues in the second quarter of 2026, but the company has said that it wants no one company to have more than 35 percent of its revenues in the near term and has inked long-term deals with OpenAI ($22.4 billion)

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星期五

  1. METR Notes

    METR 研究:AI 是否带来了发现加速

    METR 发布分析,用公开发现数据检验 AI 是否带来加速:网络安全漏洞发现明显加速,数学成果有一定加速但更难客观衡量,算法优化领域尚未出现显著加速。结论仅基于公开发现,AI 实验室内部未披露的成果可能未被计入。cURL 漏洞从 2025 年的 9 个增至 2026-06-24 的 36 个,其中 15 个标注 AI;Firefox CVE 从 2025 年的 210 个增至 2026-08-04 的 342 个;OpenSSL 从 2025 年全年的 6 个增至 2026-08-05 的 39 个。数学方面,Smale 问题清单中的 Jacobian 猜想由 Alpöge 与 Claude Fable 在 2026 年给出反例,Green 清单的 Problem 44 和 Problem 100 的 sofic 部分也已被解决。nanoGPT、CIFAR-10、Gurobi、MIPLIB、Stockfish、矩阵乘法指数等优化类指标均未显示明显加速。

    leration OpenSSL grew from 6 CVEs in all of 2025 to 39 through 2026-08-05; 18 of the 39 are corroborated AI discoveries, and another 9 are AI-affiliated with the method unverified Microsoft security-update CVEs: dramatic acceleration Microsoft-issued CVEs grew from 1,243 in all of 2025 to 1,927 through 2026-08-11, annualizing to about 2.5 times the 2025 rate.5; Only 26 of the 2026 CVEs carry any AI marker, 1.3% of the total; CVEs are batched by Patch Tuesday and dated when fixed and disclosed, n

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  2. Hugging Face

    Hugging Face 发布 2026 夏季开源模型观察:Qwen 衍生模型达 15 万个

    Hugging Face 发布 2026 夏季开源模型观察报告,基于 Hub 前七个月数据指出点赞与下载记录的是两种不同行为:今年发布的模型无一进入下载量前 25,而 25 个中有 13 个来自 2022 年,all-MiniLM-L6-v2 七个月被下载 15.5 亿次。报告称 Qwen 衍生模型已达 151,448 个,是 Meta 总规模的 2.6 倍、Llama 仓库的 4.7 倍,前七个月以每天约 180 至 210 个新仓库增长。报告还提到 7 月 Claude Code 占智能体流量的 44.4%,Codex 从 10.4% 升至 20.8%,近四分之一智能体流量来自尚未登记的工具。

    vely all of MiniMax's 2026 downloads are of models above 70B, along with 88% of Moonshot's, 55% of DeepSeek's and 39% of Z.ai's. No large American account looks like this: Google, Microsoft and IBM Granite record essentially none of their 2026 downloads above 70B, and NVIDIA and Meta only 14% and 9%. The difference becomes clearer in total downloads. Moonshot’s frontier-only portfolio recorded 37M downloads over the year, while Qwen’s broader release strategy across model sizes reached 2,045M (a

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  3. Microsoft AI Blog

    微软发布 MAI-Cyber-1-Flash 网络安全模型并集成进 MDASH

    微软发布首款网络安全模型 MAI-Cyber-1-Flash,并集成进多智能体漏洞识别与修复框架 MDASH。该模型源自 MAI-Thinking-1 系列,可高效处理约 90% 的任务,其余 10% 的极难任务交给 GPT-5.4,组合方案在 CyberGym 的 any-crash 指标上达到 96%,相比现有 GPT-5.4 + 5.4 mini + 5.3 codex 方案节省 50% 成本。微软同时推出智能体安全系统 Perception,用于持续监控、修补和关闭新的威胁向量。

    Abstract illustration of three overlapping shield shapes in blue, pink, and purple tones on a beige background.

    canning is a critical function in the Security Operating Center and feeds Project Perception, our new agentic security system. Built with safety first Because MAI-Cyber-1-Flash is Microsoft’s first cyber model, we built trust into every layer of the system, from model training to customer deployment. The model was developed with a security-first calibration, rigorously evaluated by Microsoft’s AI Red Team, tested through automated and expert-led adversarial exercises, and independently assessed

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  4. The Next Platform

    开源、开放权重与闭源 AI 模型之争

    The Next Platform 发文讨论开源、开放权重与闭源 AI 模型之间的路线之争,并以医疗场景设问:医院影像与检测结果分析该用 OpenAI、Anthropic 的闭源模型,还是 Meta、Moonshot AI、阿里、DeepSeek、Google、Mistral 等开放权重模型,抑或 Nvidia Nemotron 3 这类完全开源模型。文章指出 Meta 在开源立场上反复,而 Nvidia 对 Nemotron 模型给出了激进宽松的开源条款。

    more a statement about how many cores you can cram in a server chassis these days and the rise of data analytics and now AI, which runs exclusively on Linux. But, that said, even Microsoft is embracing Linux, having used Linux underneath its SONiC Linux distro for the past decade and having created the Azure Linux distro for its cloud this May. Application software is a more varied story. Back in the early days of computing in the 1960s through the 1980s, most large enterprises controlled their

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星期四

  1. The Register

    OpenWALDO 启动开源 AI 训练数据集项目,目前含 1673 亿 token

    CentOS 和 Rocky Linux 创始人 Gregory Kurtzer 发起 OpenWALDO(Open Weights, Artifacts, Licenses, Data, Origins)项目,由 CIQ 资助,目标是建立可公开贡献、可审计的开源 AI 训练数据集。目前该数据集包含 167.3 亿参考 token,来源包括政府记录、开源学术论文、邮件列表和公共领域文献,但相比前沿模型使用的数十万亿 token 仍微不足道。项目方称企业可将该语料及其物料清单作为经验证的基线,再叠加自有专有数据训练模型。

    rgets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with Tensorlake compromise; Dutch tax office ditches Microsoft 365 cloud for on-premises alternative Cisco, Nvidia team up to b

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  2. Hugging Face

    OlmoEarth embeddings 发布:从 OlmoEarth Studio 导出自定义嵌入向量用于下游分析

    OlmoEarth Studio 现已支持按需生成并导出自定义嵌入向量,提供 Nano、Tiny 和 Base 三种编码器,以及多种时间跨度、空间分辨率和 Sentinel 影像源。导出的 int8 COG 可用于相似性搜索、少样本分割、变化检测和 PCA 探索;Tiny 模型仅用 60 个标注像素实现了 0.84 的加权 F1。结果质量可能受云层、大气伪影和观测缺失影响。

    cover, atmospheric artifacts, or missing observations in the composite period can affect the resulting vectors. Sentinel-2 L2A imagery from the European Space Agency, accessed via Microsoft Planetary Computer. ESA WorldCover 2021 v200 for mangrove reference. The global clustering visualization uses OlmoEarth-v1-Base (768-dim) with seasonal Sentinel-2 composites at patch size 8, instance-level embeddings over 1.1M pretraining samples. Collections mentioned in this article 1 OlmoEarth More from th

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星期三

  1. The Next Platform

    Nvidia 发布 Nemotron 3.5 Lightning 模型与 NeMo Switchyard 路由库

    Nvidia 发布 Nemotron 3.5 Lightning 开源模型和 NeMo Switchyard 路由库,前者面向持续运行的智能体任务,官方称在同级中实现 4 倍吞吐、完成智能体任务速度提升 30%,并可在 Jetson、GeForce RTX、DGX Spark 和 DGX Station 上本地运行。Switchyard 让开发者自定义模型池、路由标准和策略,把推理密集型步骤交给前沿模型、把执行类任务交给 Lightning,官方称其以 Anthropic Opus 4.8 约三分之一成本取得更好准确率。Nvidia 同时公开训练数据与方法,并发布用于训练编码智能体的开放数据集 Nemotron-RL-Agentic-Terminal-Pivot。

    s. Always-on agents or those running long, autonomous jobs can call on models and wrack up high tokens costs, driving up the expenses of running AI workloads and risking accuracy. Microsoft in May unveiled Switchcraft, which the vendor says increases accuracy by almost 83 percent and reduces inference costs by 84 percent. Nvidia is looking to offer its open model lineup with Switchyard as a way of giving developers a single place to get both the AI workflow and routing capabilities. “Switchyard

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  2. Microsoft Research

    微软研究院推出 CARE-X:面向临床可用的放射学 VLM

    微软研究院发布研究模型 CARE-X,基于 SigLIP2-so400M 视觉编码器和 Phi-4-mini-instruct(3.8B)语言模型,通过辅助监督、DAPO 强化学习与工具增强测量统一生成与判别能力。在 ReXVQA 基准(41,007 组问答)上达到 94% 总体准确率,比次优公开模型高 6 个百分点,并于 2026 年 8 月位列 ReXrank RexVQA 榜首。该模型为研究用途,尚未获监管批准,不用于临床诊断。

    Research Note: CARE-X is a research model and not a Microsoft product offering or medical device. It has not been cleared or approved by any regulatory authority and is not intended for clinical diagnosis, screening, or patient care. The results described below are retrospective research findings and do not establish the safety, effectiveness, or suitability of CARE-X for any clinical use. References to potential workflows describe areas for future research, not currently available capabilities

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星期二

  1. The Register

    OpenAI 推出 ChatGPT Business Premium 席位,月费最高 125 美元

    OpenAI 为 ChatGPT Business 客户新增 Premium 席位,月付 125 美元、年付 100 美元,比标准席位(月付 25 美元、年付 20 美元)最多贵 100 美元。Premium 席位用量为标准席位的 5 倍,且不受高级功能每日 5 小时使用上限限制,但仍需消耗 ChatGPT credits。OpenAI 称此举是因客户要求更高的用量上限。

    rgets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with Tensorlake compromise; Dutch tax office ditches Microsoft 365 cloud for on-premises alternative Cisco, Nvidia team up to b

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星期一

  1. Recode China AI

    华为昇腾芯片如何走出低谷

    华为 Fellow、半导体首席科学家廖恒在五小时访谈中回顾昇腾芯片走出低谷的历程,以及美国制裁如何推动华为研究产业链各层并转向垂直整合。文中称昇腾系列在 2025 年出货 600,000 至 700,000 颗,计划在 2026 年翻倍,950 和 960 superpod 分别计划于 2026 年和 2027 年上线;团队还通过与 DeepSeek 等 LLM 客户合作加快芯片设计优化。

    Tony Peng's avatar

    of bubble-and-burst cycle. At the time, the internet had become the world’s number one hot topic; people believed the internet would change everything. So on the application side, Microsoft went all-out to crush Netscape’s browser with IE—because that entry point, that portal—just like today, every internet application is fighting over the entry point for users—back then it was the same: everyone believed the browser was the number one gateway, because everything had to go through the browser, s

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  2. The Register

    NEC 测试停车场新技术:司机下车后才开始计费

    日本 NEC 与 UrbanChain 将于 9 月测试一套停车场计费系统,通过摄像头和 AI 分析实时视频,检测司机停入车位并下车后才开始计费,而非从进入停车场起算。测试将验证所需摄像头数量,两家公司还称该技术可发现长时间未下车的司机以提示健康风险。

    rgets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with Tensorlake compromise; Dutch tax office ditches Microsoft 365 cloud for on-premises alternative Cisco, Nvidia team up to b

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星期五

  1. The Register

    测试游戏显示人工审批漏掉约三分之一危险 AI 编码智能体请求

    比利时开发者 Alex Wauters 制作的浏览器游戏让玩家在 60 秒内审批模拟的 Claude Code 权限请求,超过 4 万次运行、40.9 万条命令的数据显示,平均约三分之一的恶意命令被放行。最常被漏掉的是范围越权类请求,占比 35%,例如读取 Kubernetes 配置文件或 AWS 凭据;被漏掉最多的单条命令是 npm run analyze,近 65% 的玩家批准了它。Wauters 认为反复审批会带来疲劳,建议把编码智能体放进沙箱和云端 devcontainer,并配合 auto mode 与钩子来拦截风险动作。

    rgets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with Tensorlake compromise; Dutch tax office ditches Microsoft 365 cloud for on-premises alternative Cisco, Nvidia team up to b

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星期四

  1. DevClass

    Broadcom 观点:AI 暴露平台工程旧架构,需转向 Platform Engineering 2.0

    Broadcom 在 DevClass 发布的观点文章称,多数企业现有内部平台是为人类开发者按人类节奏交付容器应用而建,难以支撑 AI 时代。文章援引 Google 2025 年 DORA 研究称 90% 组织已使用内部平台、76% 设有专职平台团队,并提出 Platform Engineering 2.0 的五大支柱:AI 原生平台(IDP 演进为 Agentic Development Platform)、多角色体验、嵌入式 FinOps、安全下沉与可组合设计。文章建议先审计 GPU 供给、非人类身份管理和实时成本归因三项缺口。

    buted by Broadcom When you just need to build a tiny desktop app: TinyJS October 13, 2026 Valen creator drives 'Golden Spike' to connect new languages with Rust September 26, 2026 Microsoft agentically ports Copilot runtime to Rust for $120K September 19, 2026 Apple iPhone Duo makes developers think in folds September 16, 2026 JavaScript installer pnpm recast in Rust because ECMAScript can't keep up September 5, 2026 Kubernetes cleans house, bins legacy kube-dns, IPVS, and cgroup v1 August 27, 2

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星期三

  1. The Next Platform

    AMD 抓住智能体 AI 浪潮:Helios 机架系统与 MI455X 将推动数据中心业务 2027 年翻倍

    AMD 计划在 2026 年底凭借与 Meta、微软合作打造的 Helios 机架系统追平 Nvidia 的 Oberon 机架系统,其旗舰 Altair MI455X GPU 与 Verano CPU 将支撑数据中心 AI 业务在 2027 年翻倍以上。CEO 苏姿丰称 Epyc CPU 业务 2026 下半年增长超 80%、2027 全年增长超 70%。AMD 预计数据中心 AI GPU/XPU 市场 2026 年增长 75.6% 至 3600 亿美元,2027 年再增 75% 至 6300 亿美元。

    o, yes, it takes AMD until late 2026 to draw even with Nvidia “Oberon” rackscale systems with the “Helios” rackscale designs that it created in conjunction with Meta Platforms and Microsoft. So what? This is only the second skirmish in a very long war that will eventually descend into a price and price/performance war. One that AMD will be willing and able to win in GPUs as it has in CPUs. Nvidia will move higher up in the stack, selling support for its closed source CUDA-X stack and open source

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星期二

  1. The Register

    英国拟要求雇主安装 bossware 前须咨询员工

    英国政府正考虑强制雇主在部署“bossware”职场监控软件前咨询员工,涵盖 AI 生产力评分、按键记录和生物识别监控等。咨询文件援引研究称,三分之一英国组织已在主动监控员工数字活动,两年前 ICO 数据为五分之一。该咨询属于 Make Work Pay 改革的一部分,持续至 9 月 30 日,政府尚未决定采用非立法指引、法定实践准则还是法定咨询义务。

    rgets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with Tensorlake compromise; Dutch tax office ditches Microsoft 365 cloud for on-premises alternative Cisco, Nvidia team up to b

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  2. Microsoft Research精选

    微软研究院开源 Orchard 智能体框架,并发布三个领域训练方案

    微软研究院推出开源框架 Orchard,核心是 Orchard Env,一个基于 Kubernetes 的轻量环境,可并行创建、管理和移除数千个隔离组件,用于数据收集、强化学习 rollout 和评估。团队同时发布 Orchard-SWE、Orchard-GUI、Orchard-Claw 三个领域训练方案及训练数据与评估方法。Orchard-SWE 在 SWE-bench Verified 上从 61.4% 基线提升至 69.7%,加入价值模型重排序后达到 73%;Orchard-GUI 训练 4B 参数视觉语言模型,在 WebVoyager、Online-Mind2Web、DeepShop 上平均 68.4%。

    ning recipes— Orchard-SWE, Orchard-GUI, and Orchard-Claw. (opens in new tab) We are also releasing the training data and evaluation methods used to build them. PODCAST SERIES Join Microsoft’s Doug Burger and guests as they dig into the fundamental truths about AI and how it will reshape the future. The central idea behind Orchard is that the runtime environment should be a standalone, reusable service rather than infrastructure embedded inside a specific training framework. Orchard Env’s Kuberne

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