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星期二

  1. Claude Blog

    Claude for Small Business 新增 43 个工作流与 27 项集成

    Anthropic 更新 Claude for Small Business,新增 43 个工作流和 27 项集成,接入 Shopify、Salesforce、TikTok、Atlassian、Zoom、Xero、Gusto、Square、Stripe、Zapier 等工具,覆盖获客、提案撰写、营销和月末结账等场景。该产品今年 5 月上线,累计安装超过 90 万次。所有工作流默认处于审批模式,由用户决定何时自动运行,Team 和 Enterprise 计划默认不使用企业数据训练模型。

    It has since been installed more than 900,000 times. Thank you to our original, and continued, partners Intuit Quickbooks, PayPal, HubSpot, Canva, Docusign, Google Workspace, and Microsoft 365.On our spring Claude SMB Tour, more than 1,000 owners in 10 cities told us what they wanted Claude to take on next. About a third asked for help growing the business: generating leads, answering inbound inquiries, and writing proposals. Many also wanted day-to-day reporting handled for them. We built this

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星期一

  1. Apple Newsroom精选

    苹果发布 Siri AI,随 2027 软件版本以 beta 形式上线

    苹果发布新一代 Apple Intelligence 驱动的 Siri AI,随 iOS 27、iPadOS 27、macOS 27、watchOS 27 和 visionOS 27 推出,今日起以英文 beta 形式上线,下月扩展至法语、日语、韩语、葡萄牙语和西班牙语。Siri AI 具备个人上下文理解、屏幕内容感知和跨应用操作能力,并新增独立 Siri 应用,通过 iCloud 在 iPhone、Mac、iPad、Apple Watch 和 Apple Vision Pro 间同步对话记录。该功能初期不在欧盟的 iOS、iPadOS 和 watchOS 上线,在中国也因监管要求暂不可用;依赖服务端模型的部分功能设有每日使用上限,未来将提供付费扩展访问。

    ake action in the apps they already use with Siri, like texting a friend in WhatsApp or playing a book on Audible. And soon, users will be able to ask Siri AI to draft an email in Microsoft Outlook, search for a homework assignment in Notability, or add a restaurant recommendation to Tripsy. With onscreen awareness, Siri AI can answer questions or take actions related to the content on a user’s screen. For example, while viewing their favorite sports team’s website, a user can ask Siri to find a

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星期六

  1. GitHub Blog · AI & ML精选

    GitHub 推出 Project HydraFusion 多模型编排研究预览

    GitHub 发布 Project HydraFusion 研究预览,在 GitHub Copilot CLI 中通过 /experimental 开启,可在 /model 中选择,按各模型标准费率计费。它把工作流选择当作优化问题,目前提供三种执行模式:单模型直接求解、高效模型起草后由质量门决定是否升级、以及由不同模型家族的独立只读评审模型审阅后由起草模型修改一次。在 TerminalBench 2.1 上,其验证任务质量比 Claude Opus 5 高 4.9 个百分点,预估成本低 67%;在 DeepSWE 上质量差距 1.5 个百分点、成本低 36%;在内部 CheckpointBench 上质量差距 0.1 个百分点、成本低 65%。

    r cost. Early internal testing has echoed that result. So far, the reasoning and task solving capability [of HydraFusion] is at or better than Opus. Principal Software Engineer at Microsoft Hill-climbing HydraFusion HydraFusion’s routing policies were shaped by how developers use GitHub Copilot on real coding tasks. To make those workflows reproducible, we curated CheckpointBench from real Copilot coding-session trajectories. We refined HydraFusion repeatedly across CheckpointBench, DeepSWE, and

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星期二

  1. Comfy Blog精选

    Trellis.2 与 Pixal3D 原生集成进 ComfyUI

    ComfyUI 将 Trellis.2 和 Pixal3D 两款开源 3D 生成模型原生集成进核心节点,无需自定义节点、编译 CUDA 扩展或降级 PyTorch,并移除了限制商用的 nvdiffrast 与 nvdiffrec 依赖。此次更新还重建了 Load/Preview/Save 3D 节点,新增 Remesh、Decimate、Smooth Mesh Normals、Fill Holes 等网格后处理节点,以及 UV 展开和法线、环境光遮蔽贴图烘焙,形成完整 PBR 材质集。官方说明这两款模型在质量上仍不及 Hunyuan 3D、Tripo、Rodin 等闭源方案,但可在消费级硬件本地运行、按资产零成本且无商用许可限制,需将 ComfyUI 升级至 0.34.0 或使用 Comfy Cloud。

    Alexis Rolland's avatar

    te material set. Everything runs on consumer hardware, and everything is free to use, including commercially. Try on Comfy Cloud Why Trellis.2 still matters, ten months later When Microsoft open-sourced Trellis.2 in December 2025, it immediately became the best open-source model for 3D generative AI. A 4-billion-parameter model built on a compact structured latent representation (O-Voxel). It generates high-fidelity 3D assets from a single image at effective resolutions up to 1536³, handling com

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  2. The Register

    OpenClaw 2.0 发布:简化安装与重做浏览器界面,安全仍交给用户

    OpenClaw 基金会发布 AI 智能体框架 OpenClaw 2.0,称这是其规模最大的一次更新,重点是简化安装流程并把浏览器应用重做成类似 ChatGPT、Claude 的一等体验,同时新增共享云会话,让多名成员在同一实例中保持上下文连续对话。补丁说明显示,共享会话控制并非租户隔离或安全边界,新增的 Secret Store 中的值不加密存储、依赖文件系统权限,面向不可信代码的沙箱默认关闭。文章指出,这次更新让更多人更容易装好并用上 OpenClaw,但没有把默认安全一并带来。

    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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星期三

  1. The Rundown AI

    OpenAI 首款 AI 芯片 Jalapeño 公布基准测试

    OpenAI 公布与 Broadcom 合作开发的首款自研推理芯片 Jalapeño,其内部测试显示,这款 700 瓦芯片比 NVIDIA 旗舰系统最高快 3.6 倍,每瓦工作量最高多 1.9 倍。该芯片不会对外销售,计划于今年晚些时候进入 OpenAI 数据中心,并在 2027 年扩大生产。

    ough 2027. Why it matters: Google's in-house TPUs have been a good example of what a lab gains from owning its silicon, and the club is filling up fast with Anthropic, Amazon, and Microsoft also planning their own designs. If Jalapeño's numbers hold, OAI gets cheaper, faster tokens and a tighter, personalized design loop for each model after. The Rundown: Physical AI is the next frontier, but complex real-world variables and multimodal experimentation make building embodied systems a challenge.

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  2. Claude Blog精选

    Claude in Chrome 正式开放,支持在浏览器中自主执行操作

    Anthropic 宣布 Claude in Chrome 面向所有付费 Claude 套餐正式开放,Claude 可在浏览器中自主执行操作,不再需要逐次批准。安全分类器会在动作执行前校验其是否安全且符合用户请求,用户也可在设置中关闭自动批准。Claude 可读取当前页面并执行输入文字、点击链接、页面跳转和填写表单等操作,沿用用户已有登录状态,从而访问内部仪表盘、遗留系统和供应商门户等未接入 Claude 的工具。Anthropic 表示,在最新评测中,配合探针与安全分类器时,针对 Claude Sonnet 5、Claude Opus 5 和 Claude Mythos 5 的攻击均未成功,针对 Fable 5 的攻击成功率为 0.3%。该功能需从 Chrome Web Store 安装,暂不支持其他 Chromium 浏览器和移动端,企业版管理员可在组织设置中限制其访问的域名。

    rtifacts Artifacts Design Design Design Connectors Connectors Connectors Plugins Plugins Plugins Skills Skills Skills Claude in Chrome Claude in Chrome Claude in Chrome Claude for Microsoft 365 Claude for Microsoft 365 Claude for Microsoft 365 AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Commerce Commerce Commerce Customer support Customer support Customer support Cybersecurity Cybersecurity Cybersecurity Legal Legal Legal Sales Sale

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  3. Claude Blog精选

    Claude 在 Cowork 桌面端内置浏览器

    Claude 在桌面端 Claude Cowork 中内置了浏览器,任务需要访问网站时会在侧边栏打开,由 Claude 自行浏览网页、阅读、点击和输入,无需扩展或额外设置。该浏览器与用户自己的浏览器相互独立,Claude 看不到用户的标签页、书签和密码,登录信息可按站点从 Chrome、Edge 或 Firefox 导入,银行、邮箱和单点登录站点默认排除。本周起向 Pro、Max 和 Team 套餐的 Claude 桌面端(macOS、Windows 及 beta 版 Linux)推送并默认开启,Enterprise 管理员即日起可在组织设置中启用;已使用 Claude in Chrome 的用户仍以其为默认,可在设置中切换。

    rtifacts Artifacts Design Design Design Connectors Connectors Connectors Plugins Plugins Plugins Skills Skills Skills Claude in Chrome Claude in Chrome Claude in Chrome Claude for Microsoft 365 Claude for Microsoft 365 Claude for Microsoft 365 AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Commerce Commerce Commerce Customer support Customer support Customer support Cybersecurity Cybersecurity Cybersecurity Legal Legal Legal Sales Sale

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星期四

  1. The Register

    Slack 推出 Slack Code,把编码智能体放进项目频道

    Slack 推出 Slack Code,为编码智能体开设专属项目频道,用户可在 Slack 对话中 @ 智能体,让它创建代码频道并跟进任务。在频道里,成员可以查看智能体的操作、审阅其提出的改动、查看实时 HTML 预览,并在需要时让它改变方向;任务完成后频道可自行归档,留下可搜索的记录。Anthropic、Cognition、GitHub、OpenAI 的 ChatGPT 和 Vercel 等正在为 Slack Code 开发集成,Claude、Devin、Copilot 和 ChatGPT 等智能体将进入代码频道;Slack 还推出 Agent DM、Agents 标签页和 Add to Slack 功能。

    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. 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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星期二

  1. 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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星期五

  1. The Register

    ShieldFont 开源字体用同词性替换向 AI 爬虫投毒

    阿姆斯特丹设计工作室 Seneda & Abrucio 与哥本哈根字体公司 Playtype 合作推出开源项目 ShieldFont,通过扩展 OpenType 的 GSUB 字形替换表,让网页在人类眼中正常显示、而爬虫读取的原始 HTML 中约四分之一词汇被替换成同词性同语义类别的其他词,从而向训练数据注入难以分辨的噪声。项目已提供在线编码器、React 组件以及 CSS 和 CDN 集成方式,桌面字体约 5 MB、压缩网页字体约 800 KB,并附带三套 GSUB 字典且支持自建字典以防逆向。团队承认它可被 OCR 截图、下载字体跑字典等方式绕过,也可能影响 SEO、翻译应用、系统复制粘贴和屏幕阅读器,目前处于 v0/alpha 阶段。

    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. Microsoft AI Blog精选

    微软发布 MAI-Cyber-1-Flash,并披露 MAI 系列模型降本数据

    微软发布针对 MDASH harness 优化的 MAI-Cyber-1-Flash,在 CyberGym 上取得 96% 的 any crash 分数,成本为当前 MDASH 最佳方案的 50%,并可在 H100 上部署。该模型设计用于高效处理最多 90% 的任务,把 GPT 5.4 等最贵模型留给 10% 的极难问题。微软同时披露上季度已交付十余个覆盖图像、语音、转写、编码和安全的新模型,其中 MAI-Image-2.5-Flash 在 PowerPoint 中相比 GPT-Image-2 降低最多 84% 的 GPU 成本,MAI-Voice-2-Flash 在 Dynamics 365 Contact Center 中降低最多 89% 的 GPU 成本。

    Nine app icons, including mail, JetBrains, GitHub, PowerPoint, Excel, Visual Studio Code, and Microsoft OneDrive, displayed in a row on a blurred green and pink gradient background with dotted lines.

    our Q4 Earnings call, since last quarter, we’ve shipped more than a dozen new models across image, voice, transcription, coding and security, and they’re already powering many of Microsoft’s most widely used products to maintain or improve quality while using significantly fewer tokens, in many cases saving 50-90% of GPU costs: We built MAI-Code-1-Flash hand-in-hand with our colleagues at GitHub, where since June millions of developers have used it in their daily work. 10% higher code accept ra

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星期三

  1. The Register

    Perplexity 将 Model Council 扩展至 Computer 平台,最多可选 8 个模型

    Perplexity 周二把上线五个月的 Model Council 扩展到云端 Computer 平台,用户可选 2 到 8 个模型组成顾问团,模型各自独立作答后由用户选定的模型担任主席,综合出报告并标出结论一致与分歧之处。该功能此前仅限企业版和 Max 用户,现在也向个人 Max 和 Pro(20 美元/月)用户开放,可选模型涵盖 OpenAI、Anthropic、Google 以及 GLM、Kimi 等开放权重模型。Computer 采用按量计费,100 credits 等于 1 美元,Pro 用户获 4000 赠送 credits,Max 用户获 35k 及每月续期的 10k。

    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. Microsoft AI Blog精选

    微软 MAI 模型落地 GitHub Copilot 与 Excel

    微软 AI 公布面向智能体工作负载的 MAI 模型在 GitHub Copilot 和 Excel 中的部署情况。MAI-Code-1-Flash 自 6 月在 GitHub Copilot 上线以来已有数百万开发者使用,在 VS Code 中代码接受率比 GPT 5.4 Mini 和 Claude Haiku 4.5 高约 10%,中位 token 用量低 10%。在 Excel 中,基于该 checkpoint 继续强化学习得到的模型在常见任务上质量与 GPT-5.6 相当,且可运行在 Nvidia H100 和 A100 上,降低部署成本。微软表示正将这一方法扩展到 Copilot Chat、Outlook、PowerPoint 等产品。

    Line graph showing pass rates on SWE Bench (VS Code and Base) across model checkpoints, with data points labeled "Code" and "Excel." Pass rates increase over checkpoints, starting below 72% and peaking at 86%.

    ameters, less tokens At Build in June, we introduced our hill–climbing machine, our integrated data, model, and harness flywheel. Today we are excited to share two examples inside Microsoft: MAI models specialized for agentic workloads in GitHub Copilot and Excel. Early results are promising. In our live product deployment, we see that our MAI model deployed in Excel is on par with GPT-5.6 for the most common tasks while being more cost-efficient. The figure below shows how MAI-Code-1-Flash, pos

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星期三

  1. The Register

    Anthropic 推出 Claude Tag,取代 Slack 版 Claude 应用

    Anthropic 将停用现有 Claude in Slack 应用,改为推出常驻智能体 Claude Tag,它可以作为团队成员加入 Slack 频道,访问管理员指定的频道、工具、数据和代码库,用户 @Claude 即可委派任务。Anthropic 称其产品团队 65% 的代码由 Tag 编写,Tag 还能跨频道学习、主动推送更新并自行安排任务。现有连接器将于 8 月 3 日停止服务,Enterprise 和 Teams 客户即日起可用 Tag,迁移窗口为 30 天,迁移的 Enterprise 客户可获 25000 美元额度、Teams 客户 2500 美元,额度 9 月 1 日到期。

    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. Claude Blog

    Claude Code 支持 artifacts,可将会话工作转为可共享的实时页面

    Anthropic 宣布 Claude Code 开始支持 artifacts,能把会话中的工作进度转成可共享的实时可视化页面,例如 PR 讲解、系统说明、仪表盘和发布清单,并随会话进展自动更新。artifacts 基于会话的完整上下文构建,包括代码库、连接器和对话本身,无需自行接入数据源或搭建基础设施;每次发布在同一链接生成新版本并保留版本历史,页面默认仅作者可见,可共享给团队成员和组织,且不能设为公开。该功能以 beta 形式面向 Claude Team 和 Enterprise 组织开放,可在 Claude Code CLI 和桌面应用中使用,页面可在任意浏览器查看。

    rtifacts Artifacts Design Design Design Connectors Connectors Connectors Plugins Plugins Plugins Skills Skills Skills Claude in Chrome Claude in Chrome Claude in Chrome Claude for Microsoft 365 Claude for Microsoft 365 Claude for Microsoft 365 AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Commerce Commerce Commerce Customer support Customer support Customer support Cybersecurity Cybersecurity Cybersecurity Legal Legal Legal Sales Sale

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星期一

  1. Claude Blog

    Anthropic 发布 Swift 包,让 Apple 开发者通过 Foundation Models 框架调用 Claude

    Anthropic 发布新的 Swift 包,为 Apple 的 Foundation Models 框架提供 Claude 支持,开发者可在本地模型处理摘要、抽取等任务后,把需要多步推理、代码生成或联网搜索的请求交给 Claude。该包处理流式输出、工具调用和结构化响应,可直接回填到 SwiftUI 视图,需使用 Anthropic API key,支持 iOS 27、iPadOS 27、macOS 27、visionOS 27 和 watchOS 27。

    rtifacts Artifacts Design Design Design Connectors Connectors Connectors Plugins Plugins Plugins Skills Skills Skills Claude in Chrome Claude in Chrome Claude in Chrome Claude for Microsoft 365 Claude for Microsoft 365 Claude for Microsoft 365 AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Commerce Commerce Commerce Customer support Customer support Customer support Cybersecurity Cybersecurity Cybersecurity Legal Legal Legal Sales Sale

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星期四

  1. The Register

    微软发布 Autopilot 智能体类别,首个智能体 Scout 亮相

    微软在 Build 大会上发布名为 Autopilot 的新一类智能体,首个智能体 Scout 可在 Teams、Outlook、OneDrive 和 SharePoint 间运行,连接聊天、邮件、日历和联系人数据,并能自主安排会议、标记重要会议、生成准备材料、识别临近截止时间并预留日程。Scout 由 OpenClaw 驱动,绑定 Entra 身份并受组织访问控制约束,目前仅向少数客户和 Frontier 计划组织开放预览。微软称其具备企业级安全与管控,但文章指出 OpenClaw 的安全口碑存疑,且未说明针对常见 AI 攻击的其他防护措施。

    AI AND ML Always-on agent promises to keep work moving, provided you trust it with practically everything Move over, Copilot: Microsoft is introducing a new category of agentic AI called "Autopilot," starting with Scout, its first agent. And it doesn't take much guessing to understand how Microsoft expects these things to operate: By constantly watching your every move and taking action in the background to ostensibly streamline your workday. Microsoft announced Autopilot, and the first Autopilo

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