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星期二

  1. DevClass

    Google 眼中的新数据库世界:不精确查询与无处不在的 AI

    Google Cloud 数据库高管在伦敦峰会上表示,未来三到五年人类将不再直接使用数据平台,而是由人类编排智能体、智能体完成实际工作,数据检索的重点也从“精确结果”转向“最佳结果”。Google SQL 已引入 AI.IF 等 AI 函数,由 Gemini LLM 评估自然语言条件并返回 true 或 false;其代理模型方案据论文称可减少约 400 倍 token 消耗,延迟降低 30 至 100 倍。

    ifferent things." 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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星期一

  1. DevClass

    Checkmarx 调查:70% 开发者认为 AI 生成代码漏洞更多,30% 仍将其带入生产环境

    Checkmarx 对 2350 名全球开发者、CISO 和 AppSec 管理者的调查显示,70% 的开发者认为 AI 生成代码存在明显更多漏洞,30% 明知有漏洞仍将其部署到生产环境。报告称 AI 生成代码约占生产代码的 49%,较去年的 54% 略有下降;93% 的受访者报告曾因应用漏洞遭遇一次或多次安全事件,低于去年的 98%。报告指出,AI 代码占比 81-100% 的组织部署漏洞代码的比例是占比 1-20% 组织的 3.4 倍。

    ated development. 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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星期六

  1. Andrew Ng精选

    吴恩达评Anthropic与美政府限制前沿模型访问

    吴恩达撰文指出,过去两周Anthropic与美国政府先后限制他人使用前沿模型,前者发布带额外护栏的 Claude Fable 5 并限制开发者用它构建竞争性 LLM 技术,后者以出口管制要求任何外国公民使用 Mythos 和 Fable 都需许可,导致 Anthropic 全球停用 Fable。他认为这类动作让各国和企业加速寻求不可被单方终止的 AI 访问途径,从而推高对开源等替代方案的投资意愿。

    ic, has benefitted tremendously from open research — indeed, the AI revolution was kicked off by my former team (Google Brain) freely publishing the Transformers paper! Imagine if Microsoft’s terms of use barred anyone from using their tools to build competitive software, or if Google barred using it to search for information to work on competing search engines. Anthropic’s argument that it was unsafe for others to be able to make advances in AI also rang hollow. Initially, Anthropic silently de

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星期五

  1. Interconnects

    禁止开源 AI 将是一个错误

    Interconnects 与 Kevin Xu 联合撰文反对监管或禁止开源 AI,认为开源已支撑全球超 90% 软件、创造超 8 万亿美元经济价值,并在教育、竞争与创新上发挥关键作用。文章指出 Anthropic 与 OpenAI 的闭源模型正快速集中权力,开源权重模型是初创企业、教育机构和企业唯一的替代选择,且开源带来的透明度反而让模型更安全、更保护隐私。

    Linux, the open source operating system that now runs more than 90% of the world’s cloud computing infrastructure, was the antidote to the Windows monopoly (so much so that former Microsoft CEO, Steve Ballmer, called Linux “cancer”). Android, the open source mobile system, fostered a long string of competitive smartphones before Apple’s iPhone could control the market. Many other examples exist in the more niche, but no less important, segments of self-driving, databases, and semiconductor desig

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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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  2. The Next Platform

    服务器市场繁荣:价格上涨抵消芯片短缺

    IDC 数据显示,2026 年第一季度全球服务器支出达 1226.2 亿美元,同比增长 30.4%,环比仅下降 2.1%。GPU 加速服务器贡献 689 亿美元,同比增长 24.8%;XPU 系统首次单独披露,达 171 亿美元,占比 13.9%。GPU 与 XPU 合计占服务器收入的 70.2%,X86 系统收入 639 亿美元,同比下降 2.9%。

    s a juicy bit of news. In Q1, there were $17.1 billion in XPU systems sold – I think mostly based on Google TPUs and Amazon Web Services Trainiums with a smattering of others from Microsoft, Cerebras Systems, Groq, and a handful of others. These XPU systems accounted for 13.9 percent of server revenues, up from 8.2 percent a year ago and nearly nothing a few years before that. Add them up, and GPU systems plus XPU systems accounted for $86 billion in revenues, comprising 70.2 percent of overall

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星期三

  1. The Register

    新版 Siri 把 Spotlight 搜索变成繁琐的 AI 入口

    苹果在 WWDC 上推出的新版 Siri 把 Spotlight 搜索改造成 Siri 优先界面,用户从 Spotlight 发起网页搜索现在需要多次点击,先点“Show Results”再点“Show More”才能找到 Google 搜索选项。作者在 iOS 和 macOS 27 开发者测试版上体验一周后认为,这一改动类似 Google AI Overviews,把基础搜索功能埋在了 Apple Intelligence 之下。Siri 仍可在设置中完全关闭,用户也可用自然语言让 Siri 创建快捷指令来直接执行 Google 搜索。

    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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星期二

  1. DevClass

    云计算的智能体 AI 新基座:Arm 架构如何成为主流

    Arm 的 Neoverse 架构正成为各大超大规模云厂商的 AI 基础设施底座,AWS Graviton 在过去三年新增 CPU 容量中占比超过一半,微软 Azure Cobalt 与 Google Axion 也相继采用。Spotify 在 Google Cloud Axion 上运行推荐引擎,性能提升约 250%;Google C4A 实例相比 x86 系统性价比提升最高 65%、能效提升最高 60%。Pinterest 迁移至 Graviton 后计算资源节省 38%、关键工作负载成本节省 47%、碳排放减少 62%。

    cross all major hyperscale cloud platforms. AWS reports that its Arm-based Graviton processors have accounted for over half of new CPU capacity deployed over the past three years. Microsoft and Google have followed with their own Arm-based designs, including Azure Cobalt and Axion, while NVIDIA’s Grace and Vera signal that it sees Arm as central to the future of AI infrastructure. Now about half of the compute shipped to top hyperscalers are Arm-based platforms. Purpose-built for customers Hyper

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星期四

  1. Epoch AI:Gradient Updates

    Epoch AI 分析:Mythos 的网络能力被夸大了吗

    Epoch AI 汇总约十五个网络安全基准与 Project Glasswing 的真实漏洞数据,评估 Anthropic 的 Claude Mythos 系列网络能力是否被夸大。其自建的 Cyber-ECI 显示 Mythos Preview 在漏洞利用开发上明显领先 GPT-5.5,约超前趋势 7 个月,Mythos 5 仅小幅提升。但在固定预算下的漏洞发现能力尚不明确,Project Glasswing 伴随最高 1 亿美元 API 额度投入,curl 等高度审计代码库中 Mythos Preview 仅发现一个低危漏洞和四个误报,其优势更多体现在更低的误报率和更好的漏洞优先级判断。

    le to fully complete “Cooling Tower” on 3/10 attempts (with all other models at 0/10), as they do not give its average performance we are not able to incorporate this information. Microsoft CTI-REALM Description: This is the only benchmark explicitly focused on cyber defense. Given cyber threat intelligence reports, it tasks models to generate detection rules to apply on endpoint/cloud telemetry logs. Scores are given as average ‘Reward’ in [0,1] based on how well their decision rules function.

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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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星期三

  1. Georgi Gerganov

    NVIDIA 与微软在 Computex 力推本地 AI

    今年 Computex 上本地 AI 释放出强烈信号。NVIDIA 和微软等大厂正在拥抱并讨论本地 AI 工作负载。专用消费级硬件和模型即将到来。

    Strong signal for local AI on this year's Computex. Big players like NVIDIA and Microsoft are embracing and discussing local AI workloads. Dedicated consumer hardware and models are on the way.

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  2. DevClass

    Embarcadero 为 Delphi 和 C++ Builder 推出智能体 AI 助手 Kai

    Embarcadero 发布 Kai,一款面向 RAD Studio(Delphi 与 C++ Builder 的 IDE)的智能体 AI 助手扩展,提供聊天、代码补全和 MCP server,需用户自备 API key 调用第三方 LLM,订阅价每开发者每年 249 美元。Kai 支持 Ollama 和 LM Studio 等本地 LLM,实测存在一些粗糙之处,如 LM Studio 中可用的查询在 Kai chat 中报错。

    s released in 1995 for 16-bit Windows, and was at the time the most advanced rapid application development tool available, with a drag and drop visual form designer reminiscent of Microsoft’s Visual Basic (VB), accompanied by a native code compiler which, unlike VB, generated executables that did not require a separate runtime engine. C++ Builder came a little later, with the same visual designer but supporting code in C++ rather than object pascal. Why is Delphi still around after more than 30

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星期二

  1. Microsoft AI Blog精选

    微软发布 MAI-Image-2.5 与 MAI-Image-2.5-Flash 图像模型

    微软发布 MAI-Image-2.5 和 MAI-Image-2.5-Flash 两款图像模型,前者在 Arena 图像编辑榜排名第 2、文生图排名第 3,超过 GPT-Image-1.5 和 Nano Banana Pro 2K。两款模型已在 Foundry 面向开发者开放,MAI-Image-2.5 定价为每 1M 文本输入 token 5 美元、每 1M 图像输入 token 8 美元、每 1M 图像输出 token 47 美元,Flash 版分别为 1.75、1.75 和 19.50 美元。MAI-Image-2.5 已上线 PowerPoint 并正在向 OneDrive 推送,OpenRouter 也将提供该模型。

    Bar chart showing MAI-Image-2.5 performance in editing tasks. Green bars indicate it wins most categories like image cleanup, backgrounds, shadows, and text, while competitor wins are fewer. Ties appear in some categories.

    Image Edit leaderboard, ahead of Nano Banana 2.1 Built for high-quality generation and precise, controllable editing, it brings production-ready image workflows to developers and Microsoft products. Today, we’re launching MAI-Image-2.5 for maximum fidelity, and MAI-Image-2.5-Flash for fast, scalable production workloads. Features and capabilities Step-change in text-to-image quality MAI-Image-2.5 produces more detailed, coherent images from prompts, with stronger text rendering, product imagery

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  2. Microsoft AI Blog

    微软与 Mayo Clinic 合作开发医疗专用前沿 AI 模型

    微软宣布与 Mayo Clinic 战略合作,共同开发一款专为医疗健康设计的前沿 AI 模型,结合 Mayo Clinic 的临床数据与微软的 AI、云和工程能力。该模型将首先在 Mayo Clinic 内部署,用于临床推理等场景,模型本身归 Mayo Clinic 所有,验证后向全球机构开放。微软称其消费产品每天处理数千万条健康问题,对 50 万条 Copilot 对话的分析显示用户主要用于症状解读、检验结果解释和就医导航。

    how we design user experiences that reduce anxiety rather than amplify it. Our research on how people are using our AI to support their health makes the opportunity clear. Across Microsoft AI consumer products we handle tens of millions of health questions every day, and a recent deep analysis of half a million Copilot conversations shows people rely on AI for symptom interpretation, test result explanation, and practical care navigation. That scale and intimacy make health a uniquely important

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  3. Microsoft AI Blog

    微软 MAI 发布七款新模型,含首个推理模型 MAI-Thinking-1

    微软 MAI 在 Build 2026 主题演讲中发布七款新模型,覆盖图像、语音、转录、推理和编码。首个推理模型 MAI-Thinking-1 为 35B 激活参数 MoE,256K 上下文窗口,AIME 25 得分 97%,SWE Bench Pro 53%,官方称未做知识蒸馏。编码模型 MAI-Code-1-Flash 仅 5B 参数,SWE Bench Pro 51%,今日起在 VS Code 中逐步向约 10% 个人用户推送。

    d an AI that places humanity first. That always prioritizes human well-being and human progress. This is the core philosophy and motivation behind our superintelligence efforts at Microsoft. It shapes everything we do. And as a platform company, our job – and our commitment – is to keep you developers building at the absolute frontier. So today we’re very excited to announce a family of seven new models across image, voice, transcription, thinking, and coding. These are all built with real atten

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  4. Microsoft AI Blog

    微软 AI 发布七款新 MAI 模型,覆盖推理、编码、图像、语音与转录

    微软 AI 发布七款自研 MAI 模型,覆盖图像、语音、转录、编码与推理,包括旗舰推理模型 MAI-Thinking-1、面向 GitHub Copilot 的 MAI-Code-1-Flash、MAI-Image-2.5、MAI Transcribe-1.5 和 MAI-Voice-2。MAI-Thinking-1 在盲测人工对比中优于 Sonnet 4.6,MAI Transcribe-1.5 支持 43 种语言且速度是竞品的五倍,MAI-Image-2.5 的 Arena 分数超过 Nano Banana Pro。模型将在 Foundry、OpenRouter、Fireworks 和 Baseten 上提供,开发者首次可以自行微调模型权重;微软同时宣布与 Mayo Clinic 合作共建医疗前沿模型。

    LI; X; FB Updated as of June 8, 2026. Today we are announcing a family of seven new models developed in-house at Microsoft AI. Beyond these models, we’re building a superintelligence lab – a system and an approach we believe will define the next phase of AI. This is an extraordinary time in technology. The compute used to train frontier models has increased by a factor of one trillion. Now we expect another thousand-fold increase over the next three years, which in turn means more advanced capab

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  5. Microsoft AI Blog精选

    微软发布 MAI-Code-1-Flash 编码模型,上线 VS Code GitHub Copilot

    微软发布编码模型 MAI-Code-1-Flash,基于自有企业级数据从头训练,未使用第三方模型蒸馏,正面向 VS Code 中的 GitHub Copilot 个人用户推送,出现在模型选择器和默认 Auto 选择器中。该模型针对 GitHub Copilot 生产环境训练,支持智能体编码和自适应思考,官方称在 SWE-Bench Verified、SWE-Bench Pro、SWE-Bench Multilingual 和 Terminal Bench 2 上均超过 Claude Haiku 4.5,其中 SWE-Bench Pro 为 51.2% 对 35.2%,并在 SWE-Bench Verified 上以最多减少 60% token 解决更难问题。

    A scatter plot compares coding models on pass rate vs. average token usage. MAI-Code-1-Flash (green) outperforms Claude Haiku 4.5 (orange) across benchmarks, with higher pass rates and lower token use in the highlighted “Ideal Zone.”.

    LI; X; FB Updated as of June 8, 2026. Today we’re introducing MAI-Code-1-Flash, a new Microsoft coding model built for fast, efficient assistance in everyday developer workflows. We trained it from the ground up on clean, traceable and enterprise-grade data, without distillation from third-party models. The model is rolling out to GitHub Copilot individual users in Visual Studio Code in the model picker and under the default auto picker. Features and capabilities Agentic coding in real developer

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  6. The Register精选

    Anthropic 递交 IPO 申请,估值 9650 亿美元超过 OpenAI

    Anthropic 周一宣布已向美国 SEC 递交保密版 S-1 文件,为首次公开募股铺路,具体发行股数和价格尚未确定。此前该公司完成 650 亿美元 H 轮融资,投后估值达 9650 亿美元,超过 OpenAI 最近公布的 8520 亿美元估值。报道称 Anthropic 收入高于 OpenAI,但用户规模仅为后者一小部分,其真实财务状况要等 IPO 文件公开后才能评估。

    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. The Register

    Google 在 I/O 上大举推进 AI 化搜索,被批"AI 恶化

    Google 在 I/O 大会上宣布重塑 AI 时代搜索,扩大 AI Overviews 展示范围、推出 AI Mode 标签页,并在 AI 回答中插入广告。播客 The Kettle 讨论认为,这些举措把用户困在搜索结果页、模糊信息来源,可能动摇 Google 对网络的掌控。

    st went up, it just gained a zero and it's going to go up again and damn it, I can't afford to use this anymore. Thomas Claburn (25:00) Well, there was just a report recently that Microsoft canceled its internal cloud licenses because of the price hikes. I the price is going to go up and ⁓ the problems aren't necessarily going to be evident right away. Brandon (25:15) I've heard multiple instances of companies basically saying, well, these AI products are doing fine, but at the end of the day, t

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