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星期一

  1. The Register

    AI 成本账单冲击高管:KPMG 调查显示 29% 高管难以理解企业 AI 运营成本

    KPMG 对 20 多个国家 2000 多名高管的调查显示,29% 的高管难以理解企业 AI 部署规模扩大后的运营成本,近半数计划在成本超过预期价值时放缓 AI 部署。Anthropic、OpenAI 和 GitHub 已从订阅制转向按 token 计费的用量计费模式,Gartner 研究预计到 2028 年编码智能体每名开发者的成本将超过开发者平均薪资。

    at Oracle's working on that because, as we discussed last week, they're one of the most exposed to this bubble. Other big data center players that are courting the AI market, it's Microsoft, it's Amazon, it's Google, they all have big things to fall back on if the bubble ends up popping, whereas Oracle is on the hook for a lot of money without as much going on elsewhere. But if they can turn that database into a semantic layer that sits between and reduces calls, that might be pretty valuable. L

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星期六

  1. OpenHands 官方博客

    什么是 Agentic Swarm?架构、模式与工具

    OpenHands 官方博客发文解释 agentic swarm:多个 AI 智能体并行处理同一仓库任务,由 orchestrator 分解任务、并行执行、聚合与验证。文中称一套以 Claude Opus 4 为 lead、Claude Sonnet 4 为 subagent 的多智能体研究系统在内部研究评测上比单个 Claude Opus 4 智能体高 90.2%,但 token 消耗约为普通对话的 15 倍。

    Async coding agents download CTA

    erimental Swarm project, this SDK is open source and built around agents, handoffs, guardrails, and tracing. It is provider-agnostic and runs across most LLMs you would reach for; Microsoft Agent Framework: Microsoft’s newer agent framework brings together ideas from AutoGen and Semantic Kernel for building multi-agent and workflow-based applications. Treat AutoGen/Semantic Kernel status claims as version-specific and verify them against current Microsoft docs before publishing; LangGraph: Model

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星期五

  1. The Register

    Autopilot-Jobhunt:用 AI 自动搜职位、生成简历和求职信

    开发者 Tarun Gupta 推出 Python 项目 Autopilot-Jobhunt,可自动扫描网络职位、按简历打分排序,并通过 Telegram 推送匹配结果。用户可让它生成定制简历和求职信,但需自行审核发送,工具不会自动投递。它默认免费,用 TinyFish 爬取职位、OpenRouter 调用 Llama、Nemotron、Gemma 4、Qwen3 等免费模型,也可改用 Claude Code 和 Anthropic API。

    ts for the youth; AI isn't killing jobs, it's 'unbundling' them into lower-paid chunks; OpenAI job listing suggests ChatGPT could someday replace junior analysts at Goldman Sachs; Microsoft execs worry AI will eat entry level coding jobs As for who could make use of the tool, it’s configured by default for software developers, and for good reason: According to Hiring Lab data published on Wednesday, the number of job openings for software developers has risen by 15 percent since Anthropic releas

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星期四

  1. Benedict Evans:Blog

    Benedict Evans 谈 token 定价的思考方式

    Benedict Evans 分析 token 定价的供需与成本结构,认为当前供给紧张是暂时的,所有变量都在变化,市场将在未来几年重新平衡。他指出推理毛利率约 40-50%,但训练成本远高于收入,且需求主要来自软件开发这一单一用例。他通过移动数据和半导体制造的类比,提出基础模型可能走向低利润的商品化基础设施,除非出现网络效应、监管干预或其他未预见的变化。

    e. Maybe chatbots can grow into products and don’t need to be wrapped in software. Maybe one lab will start out-executing all the others and pull ahead on sheer product dynamism - Microsoft, Google, Facebook and Apple had to execute their way into a wining position before they had winner-takes-all efforts. Maybe something else will happen. In particular, we have not one but two potential dei ex machina - Trump and China. China is reportedly considering regulating open source and some people clos

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星期三

  1. The Register

    Academic Humanizer:让 AI 写的论文更像人写的 Claude 技能

    MorphMind 推出 Academic Humanizer,一个基于 Claude 技能的工具,可去除论文和基金申请中的 AI 写作痕迹,还能参照用户过往作品模仿其文风。联合创始人、明尼苏达大学副教授 Jie Ding 称其仅用于改写 AI 辅助草稿、提升表达清晰度,不生成新内容,也不免除用户披露 AI 使用的义务。

    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. The Register

    Atrophy CLI 工具发布:用 Elo 式评分对抗 vibe coding 技能退化

    开发者 Ashutosh Rath 推出命令行工具 Atrophy,用 Elo 式评分追踪开发者在语法回忆、调试、代码阅读、API 记忆和设计拆解五个技能领域的水平,每项独立评分、初始 1200 分。用户先做约 25 分钟的基线测试,之后每周 2-3 次、每次 5-10 分钟练习,工具会自动挑选最久未练的技能。练习覆盖 Python 和 JavaScript,分三个难度等级。

    reports on AI site reliability engineering; This is your brain on bots: AI interaction may hurt students more than it helps; Some workers already let AI do the thinking for them, Microsoft researchers find; I vibe coded a feed reading web app. It was enlightening and uncomfortable There’s plenty of evidence to suggest Rath is on to something. Analysts have been warning for some time that AI can erode skills due to reliance on tools to handle tasks traditionally left to human developers, but ane

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星期四

  1. The Register

    Godot 重写贡献政策,禁止 AI 生成代码提交

    开源游戏引擎 Godot 团队宣布正在重写贡献政策,禁止几乎所有的 AI 贡献,理由是大量疑似 AI 生成的 pull request 涌入,且重度 AI 用户无法理解自己的代码、难以回应审查反馈。新贡献者(合并 PR 不超过 3 个)提交新功能或重大重构需先获得维护者明确许可,贡献讨论须保持人类对人类的沟通,AI 辅助仅限代码补全、正则、查找替换等琐碎用途且须在 PR 中披露。自主智能体提交或 vibe coding 内容仍会被 GitHub 仓库自动封禁,政策尚未正式修订,发布时间未定。

    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. Air Street Press精选

    State of AI Compute Index v6:NVIDIA 仍主导 AI 研究算力

    State of AI Compute Index v6 显示,2026 年预计统计到 49,339 次芯片引用,其中 NVIDIA 占 44,715 次、约 91%。已追踪的 Hopper 部署量达 460,904 块 GPU,而 Grace-Blackwell 项目仍以安装和宣布阶段为主。已披露合约中,OpenAI 的 26 GW 算力包含 16 GW 非 NVIDIA 方案,反映前沿实验室正在组合多家芯片供应商。

    nt: HUMAIN in Saudi Arabia at up to 600,000 GB300, Stargate Abilene at a 450,000 GPU target, South Korea’s national 260,000 Blackwell program, Nscale’s 200,000 GB300 commitment to Microsoft, xAI Colossus 2 at roughly 110,000 installing, Argonne Solstice and Equinox at 110,000 combined, and Stargate Norway at 100,000 announced. This is why “GPU count” is becoming an incomplete question. The constraint has moved outward to power, land, cooling, interconnect, permitting, debt, and offtake. A GPU or

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星期四

  1. DevClass

    CPU 在智能体 AI 基础设施中日益重要的角色

    Arm 认为,随着智能体 AI 部署在云和企业环境扩张,CPU 正成为整个系统的控制平面,负责数据在存储、内存与加速器之间的协调搬运、工作负载安全隔离以及分布式调度。Arm 与 Meta 合作打造的 Arm AGI CPU 基于 Arm Neoverse V3 平台,面向机架级密度和机密计算等需求。AWS Graviton、Google Axion、Azure Cobalt 以及 NVIDIA Grace Hopper、Grace Blackwell 和 Vera Rubin NVL72 均采用 Arm Neoverse CPU 设计。

    y, security features such as confidential computing, and the flexibility required for hyperscale environments. --- Hyperscalers and leaders in AI, including AWS, Google Cloud, and Microsoft Azure, have each introduced multiple generations of custom Arm-based processors for their platforms, reflecting a broader move toward purpose-built silicon optimized for modern workloads. Google's Axion processors are designed to support applications ranging from data analytics and microservices to AI inferen

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星期三

  1. Epoch AI:Gradient Updates

    Epoch AI 分析 1604 份中国 AI 招聘启事:DeepSeek、MiniMax 等六家公司在招什么人

    Epoch AI 梳理 DeepSeek、MiniMax、Moonshot、Z.ai、字节跳动和阿里巴巴六家中国 AI 公司的 1604 份招聘启事,发现它们仍依赖 Nvidia CUDA 与 TensorRT-LLM,同时探索昇腾、寒武纪等国产芯片。Z.ai 称其 GLM-Image 已在国产芯片上完成端到端训练,该模型有 160 亿参数。MiniMax、DeepSeek、Moonshot 等初创公司还在自建数据中心,并采用公有云与自建算力混合部署。

    Is, and to know which labs these are, we need to trace things back to the source. The most obvious source is to rent cloud compute. Similar to how OpenAI rented cloud compute from Microsoft Azure, Chinese AI startups can scale by renting from domestic cloud providers like Alibaba and ByteDance. For example, Moonshot has a job posting for procuring cloud compute resources.1 But Chinese startups are increasingly following in the footsteps of their US counterparts by building their own data centers

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  2. 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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星期二

  1. Air Street Press

    Odyssey 完成 $310M Series B 融资,估值达 $1.45B

    Odyssey 上周宣布完成 $310M Series B 融资,估值达 $1.45B,由 Natural Capital 领投,Amazon、GV、AMD Ventures、EQT 和 IQT 等参投。其世界模型产品包括实时生成同步音视频的 Starchild-1、维持多参与者共享状态的 Agora-1,以及通过主动探索缺陷来改进模型的强化学习智能体 PROWL。

    ago, the AI community was alight with enthusiasm over the first generative models for images, Generative Adversarial Networks. At the time, the model's outputs looked more like a Microsoft Paint attempt than anything close to photorealism. Ten years later, Latent Diffusion Models, and the scaled-up, improved architectures since built by the team at Black Forest Labs, have ushered in a level of photorealism arguably indistinguishable from reality, were it not for the unreal scenes: The same traj

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  2. 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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