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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。

    t announcements Build plugins for Claude Build plugins for Claude Build plugins for Claude Build plugins for Claude Sep 23, 2026 Claude Marketplace: one place to discover plugins, agents, and services from our partners Product announcements Claude Marketplace: one place to discover plugins, agents, and services from our partners Claude Marketplace: one place to discover plugins, agents, and services from our partners Claude Marketplace: one place to discover plugins, agents, and services from ou

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星期四

  1. Cognition 模型 / Devin 博客

    Cognition 为 Devin 推出 AI Productivity Guarantee,产出不足最高补贴 1000 万美元用量

    Cognition 发布 AI Productivity Guarantee,面向企业客户承诺:如果 Devin 交付的工程价值低于客户付费金额,Cognition 将为其用量买单,上限 1000 万美元。该承诺基于一个 AI 估算器,它会审查每个已完成的 Devin 会话,判断是否产生有用产出,并估算人类工程师完成同样工作所需时间,以有效产出工时而非代码行数衡量价值。Cognition 用企业客户对自身任务耗时的估计数据集验证了该估算器,并说明它只提供产出基线,不替代对业务价值的 ROI 衡量。

    ion will fund your usage up to $10M until it does. We're calling it the AI Productivity Guarantee, and we hope other AI companies will move in a similar direction. How it works An agent reviews each completed Devin session and estimates two things: Did this session result in useful output?; If so: how long would a human engineer have taken to produce the same work? We measure in hours of productive output because lines of code don’t correspond to effort: a critical bug that takes hours to invest

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  2. Prime Intellect精选

    Prime Intellect Lab 上线 Nemotron 3 Ultra 后训练支持

    Prime Intellect 宣布其托管后训练平台 Lab 对 NVIDIA Nemotron 3 Ultra 提供 day-0 支持,可在 Blackwell B200/B300 上做托管 RL 训练,配合 vLLM 推理、NCCL 权重广播和 Prime-RL 训练器。平台提供 Environments Hub 中 2,500+ 个开放 RL 环境,并支持 SWE-bench Verified、BrowseComp、τ²-Bench Telecom、Terminal-Bench Hard、IFBench、AA-LCR、GPQA Diamond、RULER-1M 等评测,以及 LoRA 与全权重适配器的一键推理。文中称 Ramp 用 Lab 后训练 35B 检索子智能体 FastAsk,在自有财务表格工作流上达到 66.25% 精确匹配,高于 Claude Opus 4.6 的 61.88%。

    Post-Training Nemotron 3 on Lab

    AI has moved from models to agents that go beyond solving individual problems and instead can execute on full broad scope projects through tool calls, sub-agent delegation, and iterations over long horizons. NVIDIA's Nemotron family is built for this paradigm. Nemotron 3 Ultra — a 550B-parameter Mixture-of-Experts model with 55B active parameters — is built for frontier reasoning and orchestration, with Nemotron 3.5 ASR for voice and Nemotron 3.5 Content Safety for guardrailing. Ultra sits at th

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  3. Amp Chronicle精选

    Amp 推出跨网页、移动端与 CLI 的多智能体管理界面

    Amp 推出新 UI 和侧边栏,可在网页、移动端与 CLI 集中查看并控制所有活跃的 Amp 智能体线程,现已向所有用户开放。Amp 上月还重建了底层架构,为智能体循环加入持久化执行和插件 API,使智能体能够以更少人工干预运行更长时间;团队线程列表也已重新设计并移至 Activity。

    Amp has a new UI and sidebar, built for watching and driving all of your Amp agents, on web, mobile, and CLI. We rebuilt Amp's foundation last month, so that your agents can run for longer, with less handholding needed. Amp is now a distributed system with durable execution for the agent loop and a plugin API. Now, with this new foundation in place, we're pulling ourselves back above ground to shape how you use Amp to get the most out of these models. We want you to be happy and productive runni

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  4. 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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星期二

  1. Anthropic:Claude.dev 开发者博客精选

    Claude Code 推出动态工作流,可按任务编写并编排多智能体框架

    Claude Code 推出动态工作流,可即时编写并编排针对当前任务定制的多智能体框架,并支持保存、复用和分享。工作流可选择模型和独立 worktree,支持分类路由、并行汇总、对抗验证、锦标赛及循环执行等模式,也能设置 token 使用预算。该功能更适合长期、高并发、高度结构化或对抗性任务,普通编码任务未必需要其额外计算与协调成本。

    The agent(prompt, opts) function with its options annotated: prompt is the only required input, schema returns validated JSON, model picks opus, sonnet or haiku, isolation is worktree or remote, agentType selects a subagent. Below it, parallel() fans out and waits for all; pipeline() streams each item through every stage.

    Claude Code can now write and orchestrate its own multi-agent harness on the fly. Here's how dynamic workflows work, and the patterns that get the most out of them. Last week, we released dynamic workflows in Claude Code. Claude can now write its own harness on the fly, custom-built for the task at hand. While the default Claude Code harness is built for coding, it is also useful for many other types of tasks because, as it turns out, many tasks resemble coding tasks. But there are certain class

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星期四

  1. Mistral AI

    Mistral 发布工业工程 AI 栈与 Vibe 智能体,并宣布法国 10 MW 数据中心

    Mistral 在 AI Now Summit 上发布面向工业工程的集成 AI 栈,结合物理模型、工程经验与机器人技术,并与 Airbus、BMW、ASML 展开合作,覆盖设计、仿真与生产环节。其智能体工具 Vibe 升级为可处理长周期多步任务的统一智能体,能完成深度研究、交付物起草,以及从需求到合并变更的编码工作。Mistral 还宣布位于法国 Les Ulis 的 10 MW 推理数据中心,计划于 2026 年 Q3 启用。

    istral unveiled a new AI stack for industrial engineering, partnering with Airbus, BMW, and ASML to optimize design, simulation, and production while ensuring data security. Their agentic AI tool, Vibe, now handles long-horizon tasks like coding and research, while a new 10 MW data center in France will enhance compute control and security by 2026. These advancements reinforce Mistral’s focus on secure, high-impact AI solutions for critical enterprise workflows. Mistral for Industrial Engineerin

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  2. Mistral AI精选

    Mistral 将 Le Chat 升级为统一智能体 Vibe,推出 Work Mode 与 Code Mode

    Mistral 将 Le Chat 升级为统一 AI 智能体 Vibe,同时覆盖工作与编码场景,原有对话、设置和订阅方案全部保留。Work Mode 支持企业知识搜索、结构化数据分析、文档报告生成、多步骤任务定时执行和可复用技能,每一步推理与工具调用均可展开查看;Code Mode 在网页端启动远程编码智能体,可连接 GitHub 并运行至提交 pull request。Vibe 同时发布 VS Code 扩展并更新 CLI,支持技能命令、子智能体、会话级权限和 /teleport 会话迁移,定价为免费、Pro 14.99 美元/月、Team 24.99 美元/用户/月及 Enterprise 定制。

    Vibe is Mistral’s unified AI agent for both work and coding, capable of handling long-running tasks like inbox management, research, and document drafting, as well as coding workflows from feature development to pull requests. It offers Work Mode for multi-step tasks across enterprise tools and Code Mode for remote coding sessions, with integrations like VS Code and CLI for seamless collaboration. Available in free, Pro, Team, and Enterprise plans, Vibe streamlines workflows with visible reasoni

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  3. Figma AI / Agent / Make

    Figma Make 上线本地代码库功能,可在 Figma 内直接改代码

    Figma 在 Figma Make 中推出新能力,让用户不离开 Figma 就能在生产代码库中工作,支持选中元素后可视化调整属性、布局、颜色、字体和尺寸,由智能体定位并修改对应代码。该功能还支持 Git 工作流,包括创建分支、回滚提交和发起 PR,改动在开 PR 前以本地提交形式保存,并可把文件或链接分享给同事在同一分支上协作。这些能力于 2026 年 5 月 28 日在 Beta 桌面应用以限量 beta 形式推出,beta 期间不消耗 credits,目前仅面向 Mac 用户。

    ground, or production code. Working in code today feels a lot like design did 10 years ago. When Figma launched, design was offline and single-player. Today, more people are using agents to write code than ever and coding itself is changing rapidly. The quality of code output from frontier models is getting better all the time, and yet, despite so much innovation, the tools we have to work with code are very early. We're still stuck in 2016 when it comes to collaboration. IDEs and terminals just

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  4. Mistral AI

    Mistral AI 发布 Search Toolkit 公开预览版

    Mistral AI 发布 Search Toolkit 公开预览版,这是一个用于构建生产级搜索管线的可组合框架,把数据接入、检索和评估整合到共享接口下,开源并支持云端、本地和边缘部署。框架内置 BM25 稀疏检索、稠密向量检索和混合配置,并提供 recall、precision、MRR、NDCG 等评估指标,可独立衡量检索质量。官方称其已在金融服务、制造、公共部门和媒体娱乐等领域使用,CMA CGM 用它配合 Voxtral 处理三路音频数据,端到端 15 秒内返回告警。

    er from web search. Teams that need domain-tuned retrieval often end up building custom retrieval infrastructure from scratch, which is expensive to maintain and hard to evaluate. Agents working on enterprise tasks need access to enterprise context. They make retrieval decisions autonomously and at high volume, so the quality of the search infrastructure underneath them directly affects every downstream step. For searching across large document corpora, agents perform semantic search on an index

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  5. Linear:Now

    Linear 发布 Diffs,加速应用内代码审查

    Linear 发布 Diffs,让用户直接在 Linear 内审查 pull request,并将代码变更与对应的 issue、项目和客户反馈并列呈现。引导式审查会把大型 diff 拆成按推理顺序排列的章节,结构化高亮则过滤格式调整等噪声。该功能从今天起面向所有 Linear 套餐开放。

    Abstract illustration of code review UI

    obsessed over making the core workflow feel fast, fluid, and enjoyable to use. Code review has stayed painfully slow while everything else sped up. Growing PR volumes from coding agents are putting further strain on an already creaking process. So much so that the speed gained from using agents gets swallowed in review. Diffs is designed to keep code review fast without sacrificing the rigour of the work. We approached Diffs with a short list of beliefs about what review should be: Fast. Review

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  6. Ollama Blog

    OpenJarvis 1.0 发布,内置 Ollama 支持本地个人 AI 智能体

    斯坦福 Hazy Research 与 Scaling Intelligence 实验室开源框架 OpenJarvis 发布 1.0 版本,内置对 Ollama 的支持,用于在本地硬件上构建个人 AI 智能体。该框架将本地运行设为默认、云端可选,并同时追踪能耗、成本、延迟与准确率。它自带晨间简报、跨文件研究、本地编码等可直接运行的智能体预设,macOS 和 Linux 可通过安装脚本自动检测已有的 Ollama 安装,Windows 需在 WSL2 中运行或安装桌面应用。

    May 28, 2026 OpenJarvis is an open-source framework for building personal AI agents that run on your own hardware. It’s built by Stanford’s Hazy Research and Scaling Intelligence labs, as part of their “Intelligence Per Watt” research into efficient local AI. Local models can already handle most day-to-day chat and reasoning, yet most personal AI still sends every request to the cloud. OpenJarvis makes local-first the default. Models run locally, and the cloud is optional. Energy, cost, and late

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星期三

  1. Augment Code 博客

    Augment Code 用 Cosmos 智能体将事故响应人工调查工作量降低 81%

    Augment Code 发布博客,介绍其 Cosmos 平台中的 Incident Investigator 智能体如何在 Slack 内自动执行事故调查与根因分析。部署后,智能体处理了 81.3% 的事故,人工调查工作量减少约 81%,首次 RCA 中位时间从 30.1 分钟降至 6.2 分钟,MTTR 从 29.5 分钟降至 19.9 分钟。

    Scaling incident management for an AI-native organization using Cosmos

    recent deploy cause this?; Who owns the affected service?; Is this a known issue?; What should we do next? Most of this work is repetitive investigative work. Our goal is to have agents drive the repetitive investigation of incident management while pulling humans in primarily for judgment, prioritization, and remediation decisions. This article covers how we use the Augment Cosmos platform to automate large parts of incident response directly inside Slack, resulting in an 81% reduction in huma

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星期四

  1. Cognition 模型 / Devin 博客

    Devin 获得 Windows 虚拟机,可原生构建与测试

    Cognition 宣布 Devin 现在可在自带的 Windows VM 中原生构建、运行和测试代码,此前它只能为 .NET Framework 生成迁移代码而无法构建测试。Devin 能启动 Windows 应用并点击 UI 验证行为,也可在 Windows Server 环境中重构和验证存储过程、Windows 服务等流程。Windows 版沿用与 Linux 版相同的企业安全与治理控制,会话运行在隔离 VM 中,客户代码不用于训练,并支持 SSO 和 RBAC。

    in can now operate natively in a Windows environment, bringing the full power of autonomous AI engineering to the world's most mature developer ecosystem. The benefits of cloud AI agents - task delegation, parallel execution, and autonomous iteration - now apply to Windows applications. Watch Devin build a new feature in a .NET Framework app. Then, Devin migrates the app to .NET Core - building and testing in an actual Windows environment. Every enterprise that runs on Windows has code that pred

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星期三

  1. Ammaar Reshi

    Google 发布 24/7 个人 AI 智能体 Gemini Spark

    Google 发布 24/7 个人 AI 智能体 Gemini Spark,可在文档、日历、幻灯片等应用间工作,关闭电脑后仍继续运行,由 Gemini 3.5 驱动。后续将推出 macOS 应用、Chrome 控制以及短信和邮件访问能力,下周开始推送。

    Meet Gemini Spark, a 24/7 personal AI agent 🤖 - Have it work across docs, calendar, slides, and more, even when you close your computer - Powered by Gemini 3.5 - Soon: macOS app, Chrome control, and text and email access Roll out starts next week!

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  2. VentureBeat AI精选

    Google 在 I/O 上重新设计搜索框,支持多模态输入并合并 AI Overviews 与 AI Mode

    Google 在 I/O 开发者大会上宣布重新设计沿用 25 年的搜索框,将其从关键词输入框改为可接受文本、图片、PDF、视频和 Chrome 标签页的多模态对话入口,并立即在支持 AI Mode 的所有国家和地区上线。Google 同时把 AI Overviews 与 AI Mode 合并为一条连续搜索流程,用户可在传统结果页直接追问,无需切换界面。新体验由 Gemini 3.5 Flash 驱动,Google 称 AI Mode 上线一年月活已超 10 亿,AI Overviews 月活超 25 亿。

    ic search box since its debut over 25 years ago" during a press briefing on Monday. The announcement arrived alongside a blizzard of other news — new Gemini models , a personal AI agent called Spark , an intelligent shopping cart , a reimagined developer platform — but the search box redesign may prove to be the most consequential. It is the clearest signal yet that Google views the future of its flagship product not as a place where users type fragmented keywords, but as an interface where they

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星期二

  1. Google DeepMind

    Google DeepMind 推出面向未来科学研究的新 AI 工具

    Google DeepMind 推出 Gemini for Science,包括 Google Labs 的三款实验性工具,以及 Google Antigravity 中的 Science Skills。Science Skills 整合超过 30 个生命科学数据库和工具,可将部分结构生物信息学及基因组分析从数小时缩短至数分钟;实验工具自即日起逐步开放申请。

    rogress. At Google, our mission is deeply rooted in building tools to accelerate it. We believe that a new era of discovery won’t come from narrow, specialized models, but general agents that empower researchers across every scientific field. That’s why we are introducing Gemini for Science , a collection of science tools and experiments designed to expand the scale and precision of scientific exploration. Today science faces a paradox: our collective knowledge is growing so fast that it’s becom

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  2. Google DeepMind

    Project Genie 联动 Street View 模拟现实地点

    Google DeepMind 为实验性原型 Project Genie 推出 Street View 地图影像接地能力,使其生成的交互式世界能够以现实地点为起点。用户可在美国选择地点、视觉风格和角色,探索或重新构想现实场景;该功能现已可用,并计划逐步扩展到更多地区。

    ent. Genie is our general-purpose world model capable of generating diverse, interactive environments. Since launching, Genie has become a foundational tool for research, enabling agents to learn and reason in complex virtual settings and even helping Waymo simulate hyper-realistic road environments. Now, we’re taking a leap forward by connecting Genie’s generative power with the real-world imagery of Google Street View, allowing our models to anchor themselves in reality. This expansion of Geni

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  3. xAI News精选

    xAI 让 SuperGrok 和 X Premium 订阅在 OpenClaw 中使用 Grok

    xAI 宣布即日起 SuperGrok 或 X Premium 订阅用户可在 OpenClaw 中登录并使用 Grok 模型,所有订阅档位均可连接。OpenClaw 是开源、本地优先的智能体与个人助理,可运行在 Mac Mini、笔记本、服务器、VPS 甚至树莓派上,跨会话保留持久记忆,并接入 WhatsApp、Telegram、Slack、Discord、Signal、iMessage 等消息平台。安装可通过 curl 脚本或 openclaw onboard 引导完成,VPS 或 SSH 场景可用 xai-device-code 设备码登录。

    Starting today, log in and use your SuperGrok or X Premium subscription inside OpenClaw. OpenClaw is an open-source, local-first agent and personal assistant. It runs on any hardware — a Mac Mini, laptop, server, VPS, or even a Raspberry Pi — and keeps persistent memory across sessions. OpenClaw connects to WhatsApp, Telegram, Slack, Discord, Signal, iMessage, and many other messaging platforms, so you can interact with your agent wherever you already chat. If you already have a Grok or X Premiu

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星期二

  1. 小米 MiMo

    小米 MiMo 提示智能体用户:多轮工具调用需保留 reasoning_content

    小米 MiMo 官方提醒,在开启思考模式的多轮智能体会话中,若对话历史包含工具调用,后续用户轮次回传的带工具调用的 assistant 消息必须保留完整的 reasoning_content 字段,否则 API 会返回 400 错误。缺少该字段会导致模型上下文不完整,可能带来指令遵循变弱、幻觉增多和体验明显下降。受影响框架包括 TRAE、Cursor、Roo Code、Codex、GitHub Copilot CLI、Zed、AutoGen,受影响模型为 MiMo-V2.5-Pro、MiMo-V2.5、MiMo-V2-Pro、MiMo-V2-Omni、MiMo-V2-Flash,官方称正与维护者推进兼容更新。

    Heads up, agent users! If you're using Xiaomi MiMo with thinking mode: When thinking mode is enabled in a multi-turn agent session and the conversation history contains a tool call, any assistant message with tool calls passed back in subsequent user turns must preserve its full reasoning content field — otherwise the API will return a 400 error. Without it, the model's context is incomplete, which can lead to weaker instruction-following, more hallucinations, and a visibly degraded user experie

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