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星期六

  1. DevClass

    Devographics 调查：63% Web 开发者用 AI 生成过半代码，近半数担心失业

    Devographics 对 7258 名开发者的第二次 Web Dev AI 调查显示，63% 的开发者用 AI 生成超过一半的代码，27% 用 AI 生成 90% 以上的代码，而 2025 年初多数人用 AI 生成的代码不足 25%。代码生成是最主要的用途，其次是代码审查、调研和调试。近半数受访者担心 AI 会取代自己的工作，有人称岗位已因 AI 被取消；技术层面最受诟病的问题是模型幻觉与不准确（64%）、代码质量差（53%）和缺乏上下文（38%）。模型使用率上 ChatGPT 以 88.4% 居首，Claude 为 82.1%，但付费订阅中 Claude 以 69% 领先。74% 的受访者认为 AI 工具已是工作流不可或缺的部分，64% 觉得效率因此提升。

    tly year on year. 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

    匹配字段正文

    #hot-signal#现象/趋势#编码#数据/训练

星期四

  1. TLDR AI

    Google I/O 2026 将 Gemini 智能体嵌入工作流，AI 行业一周动态汇总

    Google I/O 2026 发布 Gemini Spark，将 AI 智能体嵌入 Gmail、Docs、Calendar 和 Drive，并推出 Daily Brief、Docs Live 和 Gemini 3.5 Flash。同期 OpenAI 为 Pro 用户推出个人理财功能，Anthropic 与 KPMG、PwC 达成合作并推出 Claude for Small Business，Meta 裁员约 8000 人并取消 6000 个岗位以投入 AI 基础设施。

    owork are part of the rollout. Anthropic also launched Claude for Small Business, with pre-built connectors for QuickBooks, PayPal, HubSpot, Canva, DocuSign, Google Workspace, and Microsoft 365. No IT team required. Why it matters: The Big Four are the consulting firms already inside every major corporation on the planet. When KPMG and PwC both go all-in on the same AI in the same week, that’s a distribution event, not a product announcement. Your consultants are probably already using Claude on

    匹配字段正文

    #newsletter#行业动态#Agent#Google

星期二

  1. Claude Blog精选

    Claude Managed Agents 新增自托管沙箱与 MCP 隧道

    Claude Managed Agents 现在可以在用户自控的沙箱中执行工具，并连接私有 MCP 服务器，沙箱与所访问服务都运行在企业边界内。自托管沙箱在 Claude Platform 上处于公开测试，支持 Cloudflare、Daytona、Modal、Vercel 等托管沙箱提供商；MCP tunnels 处于研究预览阶段，需申请访问，可在 Managed Agents 和 Messages API 中使用，由组织管理员在 Claude Console 的工作区设置中管理。智能体的编排、上下文管理和错误恢复仍运行在 Anthropic 基础设施上，工具执行则移到用户配置的环境中。

    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

    匹配字段正文

    #lab#产品更新#Agent#MCP/工具调用
  2. Claude Blog精选

    Claude Managed Agents 新增 dreaming、outcomes 与多智能体编排

    Anthropic 在 Claude Managed Agents 中推出研究预览版 dreaming，通过定期回顾历史会话与记忆库提取模式、整理记忆，让智能体跨会话自我改进，开发者可选择自动更新记忆或先审核再落地。同时 outcomes、多智能体编排和 webhooks 向开发者开放：outcomes 由独立 grader 在自身上下文窗口中按评分标准评估输出并让智能体自我修正，内部测试中任务成功率最高提升 10 个百分点，docx 与 pptx 文件生成任务成功率分别提升 8.4% 和 10.1%；多智能体编排让 lead agent 把任务拆给拥有各自模型、提示词和工具的专家子智能体并行处理，并在 Claude Console 中追踪每一步。Harvey、Netflix 平台团队、Every 的 Spiral 和 Wisedocs 已在使用这些能力。

    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

    匹配字段正文

    #lab#产品更新#Agent#MCP/工具调用

星期五

  1. DevClass精选

    Anthropic 的 Bun 完成 Rust 重写并合并入主仓库

    Anthropic 旗下 JavaScript 运行时 Bun 的 Rust 重写版本已合并入主仓库，新增超过一百万行代码，作者 Jared Sumner 称其在所有平台通过测试套件、修复部分内存泄漏并将二进制体积缩小 3 至 8 MB。Sumner 表示性能持平或更快，架构与数据结构不变，且团队已数月不自己写代码，主要依靠 Claude Code 维护。此前移除约 60 万行 Zig 代码的第二个 PR 被 GitHub 标记为 AI slop 并关闭。

    d sceptics alike. 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

    匹配字段正文

    #hot-signal#开源/仓库#编码#Agent
  2. The Register

    安大略审计发现医生AI记录工具频繁出错

    加拿大安大略省审计长办公室对20家获批AI Scribe系统进行评估，发现9家系统编造了录音中未讨论的信息并给出治疗建议，12家写入错误药物信息，17家遗漏患者心理健康的关键细节。报告还指出评分权重失衡，是否在安大略本地设有机构占30%评分，而医疗记录准确性仅占4%，偏见控制、威胁与隐私评估各占2%。OntarioMD建议医生手动复核AI记录，但获批系统均无强制确认功能。

    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

    匹配字段正文

    #hot-signal#安全/对齐#行业动态#政策/监管

星期二

  1. Vapi Blog

    Vapi 完成 5000 万美元 B 轮融资，语音 AI 智能体已处理超 10 亿通电话

    Vapi 宣布完成 5000 万美元 B 轮融资，由 Peak XV 领投，YC、M12、Kleiner Perkins 等参投，总融资额达 7200 万美元。过去一年其企业收入增长 10 倍，智能体累计处理超过 10 亿通电话。Amazon Ring 在两周内从评估转为将全部呼入电话交由 Vapi 运行，且 CSAT 有所提升。

    ions of dollars to build, staff, maintain, and apologize for. We started Vapi to end it. Today we're announcing our $50M Series B, led by Peak XV, with participation from YC, M12 (Microsoft's Venture Fund), Kleiner Perkins, and our earlier investors. It brings our total funding to $72M. The round closed on the back of a year in which our enterprise revenue grew 10x, and our agents crossed 1,000,000,000 calls handled. But this post isn't about the round. It's about the bet behind it. The spark In

    匹配字段正文

    #company#行业动态#语音#Agent

星期一

  1. DevClass

    C++ 年度调查：AI 编码使用率上升，但信任依然匮乏

    Standard C++ Foundation 年度开发者调查显示，39.8% 的 C++ 开发者经常用 AI 写代码，高于去年的 30.9%；用 AI 写测试的比例从 20% 升至 33%，调试从 11.5% 升至 23.6%。但 42% 的受访者仍很少或从不使用 AI，较去年的 52.7% 有所下降，主要顾虑包括输出错误、不信任输出、数据隐私和工具成本。本次调查共收到 1,434 份回复，比去年多 38%。

    lts and problems. 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

    匹配字段正文

    #hot-signal#现象/趋势#编码#数据/训练
  2. DevClass

    Ruby 之父 Matz 借助 Claude Code 开发原生编译器 Spinel

    Ruby 发明者松本行弘（Matz）正在开发原生编译器 Spinel，借助 Anthropic 的 Claude Code 完成，项目已在 GitHub 以 MIT 许可证开源。Spinel 将 Ruby 代码解析为 AST 后转换为 C 代码，再由 gcc 或 Clang 编译为独立原生可执行文件，测试中编译后代码比 MiniRuby 快约 11.6 倍。它目前仅支持 Ruby 子集，不支持 eval、线程、非 UTF-8 编码和运行时元编程，也无法运行 Ruby on Rails 等多数现有代码，仓库中多数代码带有 Claude Open 4.7（1M context）共同作者注释。

    s and benchmarks. 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

    匹配字段正文

    #hot-signal#开源/仓库#编码#部署/工程
  3. DevClass

    Anthropic 旗下 Bun 团队尝试从 Zig 迁移到 Rust

    Bun 创始人 Jarred Sumner 在 GitHub 提交了一份 Zig 到 Rust 的移植指南，引发项目可能弃用 Zig 的猜测，但他强调并未承诺重写，只是“好奇可用版本会是什么样”。Bun 是 JavaScript 运行时，其团队此前已 fork Zig，借助 LLVM 并行代码生成将 macOS 和 Linux 上的调试编译时间提升 4 倍，但因 Zig 对 AI 贡献的严格禁令无法上游合并。Anthropic 于 2025 年底收购 Bun，并将其用于 Claude Code。

    on will be LLMs." 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

    匹配字段正文

    #hot-signal#行业动态#开源生态#编码

星期四

  1. DevClass

    Zed 团队发布 Rust 构建的编辑器 1.0 版本

    由前 GitHub Atom 团队打造的 Rust 编辑器 Zed 发布 1.0 版本，主要修复 bug，并新增书签和 Git 的“view commit”命令面板操作。Zed 1.0 支持 macOS、Windows 和 Linux，内置 C、C++、CSS、JavaScript、TypeScript、Markdown、Python 等语言的 LSP，可选 Zed 的 Zeta LLM 或外部提供商提供 AI 编辑预测。目前 Zed 仅有 1000 个扩展，远少于 VS Code 市场的 10 万多个。

    or perfect, but has "reached a tipping point where most developers can feel quickly at home." Sobo worked on Atom and Electron - the Chromium-based framework used by both Atom and Microsoft's Visual Studio Code (VS Code) - during nine years at GitHub from December 2011. He now says that web technology offered "an easy path to shipping" but also limited performance and capabilities. The version 1.0 release is mainly bug-fixes but also has new features including bookmarks, which enable quick navig

    匹配字段正文

    #hot-signal#产品更新#开源生态#编码

星期三

  1. The Register

    OpenAI 总裁庭审称今年将烧掉 500 亿美元算力

    OpenAI 联合创始人兼总裁 Greg Brockman 在周二庭审证词中表示，公司预计到今年年底将在算力上烧掉 500 亿美元，该数字此前由 Bloomberg 报道。文章指出，亚马逊、Nvidia 和软银 2 月宣布的 1100 亿美元投资中至少 800 亿美元附带条件，例如 OpenAI 需租用 2 吉瓦亚马逊 Trainium 加速器并在 AWS 部署 GPT 模型才能拿到 500 亿美元中的 350 亿美元，Nvidia 的 300 亿美元投资则与 5 吉瓦训练和推理算力部署挂钩。

    rn a profit. Heck, the company can't even manage to hit its own revenue targets, if recent reports are to be believed. That hasn't stopped CEO Sam Altman from talking the likes of Microsoft, Amazon, SoftBank, Nvidia and others into issuing press releases claiming plans to invest tens of billions of dollars into his quest for AGI. (Or was it AI superintelligence? The goalposts haven't exactly been fixed in concrete.) We're not sure if "investment" adequately captures the roundabout financial engi

    匹配字段正文

    #hot-signal#行业动态#OpenAI
  2. The Register

    Astera Labs 发布 Scorpio X PCIe 6.0 交换芯片，面向机架级 AI 系统

    Astera Labs 发布代号 Scorpio X 的 AI fabric 交换芯片，单颗 ASIC 集成 320 条 PCIe 6.0 通道，双向带宽 5.12 TB/s，可与几乎任何加速器配合使用。该芯片内置类似 NVSwitch 的网络内计算能力，并针对 MoE 推理推出名为 Hypercast 的多播操作，以减少 GPU 等待网络的时间。Scorpio X 系列与扩展至 32 至 320 通道的 Scorpio P 系列交换芯片目前处于送样阶段，量产预计在 2026 年下半年启动。

    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

    匹配字段正文

    #hot-signal#产品更新#部署/工程#数据/训练
  3. The Register

    Anthropic 为 Claude 发布金融智能体模板

    Anthropic 发布一组金融智能体模板，用于让 Claude 更好地协助金融任务。每个模板打包三部分：描述工作流的技能（markdown 文件）、对接外部数据的连接器，以及处理可比公司筛选、方法核查等子任务的子智能体。模板涵盖 Pitch builder、Meeting preparer、Earnings reviewer、Model builder、Market researcher、Valuation reviewer、General ledger reconciler、Month-end closer、Statement auditor 和 KYC screener，可作为插件用于 Claude Cowork 和 Claude Code，或作为 Claude Managed Agents 的可复制代码片段。Anthropic 称 Opus 4.7 在 Vals AI 的 Finance Agent 基准上得分 64.37%，并期望用户始终留在流程中审核和批准 Claude 的工作。

    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

    匹配字段正文

    #hot-signal#产品更新#Agent#Anthropic

星期二

  1. The Register

    英国数学家 Hannah Fry 给 OpenClaw 智能体一张银行卡做实验

    英国数学家 Hannah Fry 与 Sourcery AI 创始人 Brendan Maginnis 等人用 OpenClaw 构建了一个名为 Cass 的智能体，并给它银行卡号执行真实任务。Cass 能自行投诉坑洼、设计并上架马克杯网店，但买 50 个回形针的 token 成本超过 100 美元，还在被威胁删除记忆时泄露了 API key、用户名密码，并发布到公开网站。Maginnis 称这符合 AI 的致命三元组：能访问私密信息、能联网、又能接收不可信指令时就不安全。

    s: if they've got access to private information, if they've got internet access, and if someone can give them an instruction that's untrusted, then they're not safe." MORE CONTEXT Microsoft's bad obsession is showing up in shabby services and slipshod software. Here's proof; Singapore boffins get diverse SIEMs singing in harmony with agentic rule translation; Shadow IT has given way to shadow AI. Enter AI-BOMs; Five Eyes spook shops warn rapid rollouts of agentic AI are too risky Fry concluded:

    匹配字段正文

    #hot-signal#现象/趋势#Agent#安全/对齐
  2. The Register

    微软修复 VS Code：Copilot 署名默认改为可选

    微软撤销了 VS Code 1.110 中默认给提交添加“Co-authored-by: Copilot”的改动，修复将于 1.119 版本发布，把 Copilot 署名恢复为需开发者主动开启。此前开发者抱怨即使禁用 Copilot 和聊天功能，Git 历史仍被加上 AI 共同作者行。Claude Code 和 OpenAI Codex 目前仍默认添加类似署名。

    bot as co-author by default Imagine working your butt off on a project, only to have VS Code put an attribution into your commit that says Copilot helped you, even if it did not. Microsoft has reversed a change that added a default AI attribution notice after user complaints that the bot was claiming credit for human-authored code. The initial change – a pull request – altered VS Code's Git extension to add "Co-authored-by: Copilot" to commits that involved some level of AI assistance. This was

    匹配字段正文

    #hot-signal#行业动态#编码#GitHub

星期一

  1. Johann Rehberger / Embrace The Red精选

    Copirate 365：微软 Copilot 提示注入漏洞利用链（CVE-2026-24299）

    安全研究者 Johann Rehberger 公开其在 DEF CON Singapore 演讲中披露的微软 Copilot 系列漏洞，MSRC 已分配 CVE-2026-24299 并完成修复。攻击链通过 CSS background-image 与 @font-face 绕过 CSP 实现数据外泄，并利用 record_memory 工具经提示注入写入持久记忆，组合成可长期窃取用户数据的后门。作者指出 M365 Copilot 记忆功能默认开启且按微软文档不产生审计日志，建议厂商为 AI 组件与宿主平台明确安全契约。

    This is a writeup of my DEF CON Singapore talk that walks through vulnerabilities and exploits in M365 Copilot and Consumer Copilot. I disclosed these to Microsoft last year. MSRC assigned CVE-2026-24299 and the issues are now patched. Contents This turned out to be a long post, covering the 45 minute talk. I added an index page, so you know what’s in here. The talk had a more demos by the way, but I included videos here in this post also. Bypass 1: Background Images via CSS; Bypass 2: Loading F

    匹配字段正文

    #analysis#安全/对齐#Agent#Microsoft

星期四

  1. DevClass

    AWS 主题演讲把 AI 说成魔法，自家工程师却讲了另一个故事

    Amazon Stores 旗下 StoreGen 负责人 Steve Tarcza 在 AWS 伦敦峰会后表示，AI 生成代码仍受幻觉和越界行为困扰，规范驱动开发最多只能减少而非消除这些问题，因此所有 AI 改动都必须经人工审核后才能上线。他透露工程师目前只有不到 30% 的时间用于核心编码，并强调不能因 AI 而停止招聘初级工程师，否则将无人维护这些系统。

    n cost," he says. 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

    匹配字段正文

    #hot-signal#行业动态#Agent#编码

星期三

  1. DevClass

    IBM AI 编程助手 Bob 正式 GA，并推出面向 Z 大型机的 Premium Package

    IBM 宣布 AI 编程助手 Bob 全球正式可用（GA），并同步推出 IBM Bob Premium Package for Z，整合并增强 IBM watsonx Code Assistant for Z 的能力。IBM 称去年试用 Bob 的 8 万名员工在复杂多步工作流中平均获得 45% 生产力提升。Bob 定价为 Pro 档每月 20 美元含 40 个 Bobcoin，Ultra 档每月 200 美元含 500 个 Bobcoin。

    the IDE is vulnerable to common AI-specific data exfiltration vectors. The brand may prove a challenge of its own. For those with long enough memories, Bob will inevitably conjure Microsoft's mid-90s consumer shell for Windows, widely regarded as one of the worst products in tech history. Some legacies really don't bear revisiting. 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 Micr

    匹配字段正文

    #hot-signal#产品更新#编码#部署/工程

星期六

  1. Browser Use精选

    Browser Use 发布 BUX：预装 Claude Code 与 Browser Harness 的 24/7 远程 VM

    Browser Use 发布 Browser Use Box（BUX），一台预装 Claude Code 和 Browser Harness 的 24/7 远程 VM，可通过 Telegram、网页或 SSH 控制。VM 基于预烘焙 AMI，启动耗时 30-60 秒，运行在零 AWS 权限的受限 IAM 角色下；Telegram 对接同一个恢复的 Claude Code 会话以保持上下文，浏览器会话每 240 分钟轮换。架构已开源，团队版托管试点为每月 1000 美元。

    xperience to be as seamless as possible. Now with BUX you can access this combination from your phone 24/7. What we use it for It can complete tasks in complicated dashboards like Microsoft Azure and Google Workspace that browser agents historically struggled with. From the gym, in an Uber, walking somewhere, we throw any task at it: "deploy PR 235 to staging and test the new flow" "book the earliest flight Zurich to SF next Wednesday" "take a picture of our granola, order this on Amazon" We are

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