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星期一

  1. 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
  2. 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

    匹配字段正文

    #company#产品更新#Agent#部署/工程

星期四

  1. DevClass

    Grafana 向开源和本地用户免费提供 AI 助手，并发布 Grafana 13

    Grafana 在巴塞罗那用户大会上宣布，此前仅限云端的 Grafana Assistant 将面向本地和开源用户免费开放，用户需连接 Grafana Cloud 账户处理 LLM 连接，可观测数据仍保留在本地。同时发布 Grafana 13，新增预置仪表盘、DORA 模板和正式可用的动态仪表盘与 Git Sync；Loki 重构后引入基于 Kafka 的摄取，将此前约 2.3 倍的重复日志写入降下来。

    petabyte scale." 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#产品更新#Agent#部署/工程
  2. Claude Blog精选

    Claude Managed Agents 内置记忆功能开启公测

    Anthropic 为 Claude Managed Agents 推出内置记忆层，今日起进入公开测试，智能体可跨会话学习并共享所学内容。记忆以文件形式存储，可直接挂载到文件系统，开发者能通过 API 导出和管理，并配有作用域权限、审计日志与版本回滚。Rakuten 称其长时任务智能体借此将首次通过错误减少 97%，Wisedocs 的文档验证流程提速 30%。

    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#部署/工程
  3. Claude Blog

    Claude 新增 AllTrails、Instacart、Spotify 等生活类连接器

    Anthropic 为 Claude 扩展连接器，新增 AllTrails、Audible、Booking.com、Instacart、Intuit Credit Karma、Intuit TurboTax、Resy、Spotify、StubHub、Taskrabbit、Thumbtack、Tripadvisor、Uber、Uber Eats 和 Viator 等生活类应用。自 2025 年 7 月上线以来，Claude 连接器目录已增长到 200 多个，覆盖设计、金融、生产力和健康类应用。Claude 现在会在对话中主动推荐合适的应用，并在多个连接器可用时全部列出由用户选择；连接器面向所有套餐开放，移动端处于 beta，完整列表见 claude.ai/directory/connectors。

    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#MCP/工具调用#Anthropic

星期三

  1. DevClass

    Anthropic 为 Bun 1.1.13 加入内存修复，开发者抱怨内存泄漏

    Anthropic 旗下的 Bun 发布 1.1.13 版本，重点修复内存问题：运行时内存占用降低 5%，升级内存分配器并实现 Libpas scavenger，更快将未使用内存归还操作系统。新版本还引入 isolate、parallel 和 shard 测试标志，并改用 zlib-ng 实现最高 5 倍压缩提速。此前有开发者抱怨 Bun 内存泄漏、崩溃和 Windows 支持不佳，OpenCode 创始人称正从 Bun 迁回 Node 和 Electron。

    cus on stability. 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#产品更新#开源生态#部署/工程

星期五

  1. DevClass

    Visual Studio 2026 18.5 发布：新增 AI 调试，但开发者仍不满配色与强制更新

    Visual Studio 2026 18.5 发布，带来两项主要变化：代码建议系统改为优先显示 IntelliSense 列表、一次只显示一条建议，并新增名为 agentic bug resolution 的 AI 调试工作流，由 Copilot 检查应用、生成失败假设、设置条件断点并运行调试后提出修复方案，每次使用都会消耗 AI token。开发者仍不满 Visual Studio 2026 将颜色 token 减少约 87% 导致对比度下降，以及强制更新问题。

    elopers are familiar with the problem: they are typing in the code editor and multiple assistants intervene with suggested code, causing distraction and confusion. Even within the Microsoft stable there are several of them. IntelliSense is the older system, based on static analysis without generative AI and providing code completion and help text. AI-driven IntelliCode ranks suggestions and provides context-aware and whole line completions. GitHub Copilot suggests and generates whole blocks of c

    匹配字段正文

    #hot-signal#产品更新#编码#Agent

星期四

  1. Claude Platform：开发者版本说明精选

    Anthropic 发布 Claude Opus 4.7

    Anthropic 正式发布 Claude Opus 4.7，在高级软件工程、视觉理解和指令遵循上较 Opus 4.6 有显著提升，并新增网络安全防护与 Cyber Verification Program。模型已上线所有 Claude 产品、API 及多家云平台，定价与 Opus 4.6 相同。

    Introducing Claude Opus 4.7

    -teaming) are invited to join our new Cyber Verification Program. Opus 4.7 is available today across all Claude products and our API, Amazon Bedrock, Google Cloud’s Vertex AI, and Microsoft Foundry. Pricing remains the same as Opus 4.6: $5 per million input tokens and $25 per million output tokens. Developers can use claude-opus-4-7 via the Claude API. Testing Claude Opus 4.7 Claude Opus 4.7 has garnered strong feedback from our early-access testers: In early testing, we’re seeing the potential

    匹配字段正文

    #company#模型发布#Anthropic#编码
  2. DevClass

    Salesforce 在 TDX 发布 Headless 360，让智能体接管平台开发

    Salesforce 在旧金山开发者大会 TDX 上发布 Headless 360，将平台上的 CRM、客服、营销和电商等能力全部变成 API、MCP server 或 CLI 命令，供 Claude Code、Codex、Windsurf、Visual Studio Code 等工具中的智能体调用。同时推出基于 Visual Studio Code 的浏览器 IDE Agentforce Vibes，默认使用 Claude Sonnet 4.5，含 plan 和 act 两种模式及预置智能体技能，并随免费 Salesforce Developer Edition 提供，开发者版限额为每月 110 次请求和 150 万 token，刷新至 5 月 31 日。Salesforce 还宣布将智能体定义语言 Agent Script 开源，并发布 Slack Agent Kit。

    hey are creating. 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#产品更新#Agent#MCP/工具调用

星期三

  1. DevClass

    Anthropic 调整 Claude Code 缓存默认值，用户反映配额消耗加快

    Anthropic 上月将 Claude Code 提示缓存的 TTL 从一小时缩短到五分钟，称此举不会增加成本，但用户反映配额消耗更快。用户 Sean Swanson 的 bug 报告显示，一小时缓存约在 2 月 1 日引入，3 月 7 日前后改回五分钟。Anthropic 的 Jarred Sumner 称改回五分钟反而更便宜，因为相当一部分请求是一次性调用；Claude Code 创建者 Boris Cherny 表示正在研究默认 40 万 token 上下文窗口，并保留 100 万 token 选项。

    reported issues. 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#编码#Agent