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星期四

  1. Hugging Face

    Hugging Face 发布 funes,为编码智能体加上可自有的记忆

    Hugging Face 发布开源工具 funes,用一条 add 命令为 Claude Code、Codex、pi、Hermes 等编码智能体加上记忆,索引增量进行,embedding 与 rerank 都在本机完成。记忆以 Lance 数据集形式存在本地,也可绑定为 Hugging Face 私有数据集实现跨机器、跨团队共享,发布前会先做凭据脱敏与密钥扫描。官方在 handoff-vs-recall 基准上对比了压缩、手写交接与 recall 三种方式,recall 在两个任务上分别比手写交接便宜 8 倍和 4 倍。

    Add memory to the agent you already use funes is a single binary. Its default inference backend has no ML runtime dependency, and embedding and reranking happen on your machine . Install it: Then add it to an agent: funes add claude or: codex, pi, hermes That one add command builds the first index, gives the agent recall and get tools, and installs the automation that indexes each completed turn. Indexing is incremental, with new runs adding new turns rather than embedding the whole history agai

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  2. xAI News精选

    xAI 发布 Grok Bot 设计说明,以持久化智能体取代会话式交互

    xAI 发布 Grok Bot 的设计说明,将产品主对象从聊天会话改为持久存在的 Bot,每个 Bot 拥有独立身份、记忆、运行时和工具。界面围绕 Bot、Chat、Prompt、Tool、Artifact 五个概念组织,工具与技能放在账户层,记忆与 Routine 归属具体 Bot,账户上限约 50 个 Bot、群聊中 6 个。Bot 头像同时承担身份与状态显示,其独立计算机提供状态、预览和接管三级访问方式。

    When we started designing Grok Bot, one of the central questions was how the interface should shape the relationship between user and agent. Most AI interfaces are organized around a chat session the user operates. Each session begins with setup, unfolds as the user looks on, and ends when the conversation stops. We wanted to design for an agent that persists beyond any one session and can carry responsibility on its own. That meant reconsidering some of the basic objects and signals of the inte

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  3. Browser Use精选

    Browser Use 通过 Stripe Link CLI 让智能体用信用卡付款

    Browser Use 宣布其托管浏览器智能体可接入 Stripe Link 完成付款:用户在 Integrations 中一次性连接 Link,智能体到达结账页时发起支付请求,用户在 Link 应用中批准后,Link 发放一张仅限该笔交易、有效期数小时的一次性虚拟卡,由智能体填表付款,卡随后失效,真实卡号不离开 Link。智能体不持有用户的 Link token,也无法自行批准;在支持智能体支付的 Stripe 结账页上,它可改用 Link Pay Token 付款而不接触卡号。用户可在 cloud.browser-use.com 连接 Link 并开启 Pay with Link 试用。

    Announcements You can safely connect your credit card and purchase things with hosted browser agents. Connect Link once. When the agent reaches a checkout it asks to pay, your phone buzzes, you approve, and Link hands it a virtual card good for exactly that purchase. The agent fills the form and pays. The card is gone after. Your real card number never leaves Link. How it works Connect Link once, under Integrations; The agent asks to pay. Amount, merchant, and what it is buying; You approve in t

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星期三

  1. Cursor Blog精选

    Cursor 推出自托管机器,让云智能体在自有基础设施上运行

    Cursor 发布 Self-Hosted Machines,允许团队在自己的网络内运行云智能体,执行环境由用户管理,智能体循环、推理和规划仍在 Cursor 云端。团队可通过 Cursor CLI 启动 worker 连接基础设施,支持 My Machines 和 Pools 两种配置,Pools 能按需扩缩容并服务任意仓库。该功能与 AWS Lambda、Cloudflare、Coder、Daytona、E2B、Modal、Namespace 和 Vercel 等沙箱提供商合作,Linux 和 Mac 均支持浏览器控制。

    Decision guide for when to use Self-Hosted Machines versus Cursor-hosted cloud agents

    Table of Contents Control where agents execute; Workers connect your infrastructure to the Cursor agent loop; Cloud agents adapt to your infrastructure; Pools scale with demand and serve any repository; Workers run across supported sandbox providers; Agents control browsers on Linux and Mac; Bring cloud agents into your environment Cursor cloud agents can execute on dynamically scheduled pools of machines inside your network. You manage the underlying infrastructure, while agents are still start

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  2. Google DeepMind

    Google 推出 Fairwind Program,向受信任伙伴开放 Gemini 3.8 Flash Cyber 网络防御能力

    Google 推出 Fairwind Program,面向 Google Cloud 客户、政府机构和网络安全伙伴提供受限访问,首批开放 Gemini 3.8 Flash Cyber 与 CodeMender 组合,用于自主发现、验证并修复漏洞。官方称该组合可在数分钟内生成经过验证、可直接部署的补丁,运营成本远低于传统前沿模型,目前已有超过 650 家全球伙伴参与。参与机构需遵守严格操作标准,包括仅限内部网络安全、事件响应或渗透测试团队使用,并部署多因素认证等防护措施。

    nd Program offerings bring together our most advanced cyber model, Gemini 3.8 Flash Cyber , with our CodeMender harness, to help defenders find, verify, and fix vulnerabilities at agentic scale. Spotting weaknesses creates awareness and fear; autonomously finding and fixing vulnerabilities delivers security. CodeMender with Gemini 3.8 Flash Cyber delivers the specialized reasoning to write and validate code fixes, at a fraction of the operating cost of traditional frontier models. Instead of tak

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  3. Google AI Blog精选

    Google 推出 Fairwind Program,向受信任伙伴开放 Gemini 3.8 Flash Cyber 网络防御能力

    Google 推出 Fairwind Program,面向 Google Cloud 客户、政府机构和网络安全伙伴提供受限访问,首批开放 Gemini 3.8 Flash Cyber 模型与 CodeMender harness,用于自主发现、验证并修复漏洞。Google 称该组合能以远低于传统前沿模型的运行成本,在组织自有安全云环境中于数分钟内生成可部署的验证补丁,而非数周人工修复。目前已有超过 650 家全球伙伴参与,参与者需遵守仅限内部网络安全、事件响应或渗透测试团队使用并启用多因素认证等运营标准。

    Introducing Fairwind Program

    ind Program offerings bring together our most advanced cyber model, Gemini 3.8 Flash Cyber, with our CodeMender harness, to help defenders find, verify, and fix vulnerabilities at agentic scale. Spotting weaknesses creates awareness and fear; autonomously finding and fixing vulnerabilities delivers security. CodeMender with Gemini 3.8 Flash Cyber delivers the specialized reasoning to write and validate code fixes, at a fraction of the operating cost of traditional frontier models. Instead of tak

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星期二

  1. The Rundown AI

    Runway 的 Solaris 预览无代码互联网

    Runway 推出早期访问版 Solaris,以实时生成的视频呈现网站和应用,用户点击或拖动时由 Gen-4.5 与大语言模型共同生成后续画面,无需底层代码运行。测试者在场景行为和指令遵循方面分别有 71% 和 61% 的对比选择了 Solaris,而非 Claude Opus 5 编写的页面。当前版本仍存在文字清晰度、长会话漂移及画面看似可信但内容错误等问题。

    realistic or cost-effective. The Rundown: 56% of consumers can spot AI-generated content. 40% say it's eroding their trust in your brand. To solve this, Corinthia Hotels built a 7-agent AI ecosystem to execute personalization across 5 personas, 14 lifestyle stages, over 75 behavioural signals, and 6,000+ content variants without sacrificing brand standards. Join Optimizely’s upcoming webinar on Oct. 7th to: Hear how they hit a 100% brand approval rate, achieved 10x productivity, and saved 150+ h

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  2. LiveKit 产品与工程博客

    LiveKit 发布 Connectors,让语音智能体接入 Twilio 与 WhatsApp 通话

    LiveKit 发布 Connectors,在 LiveKit 房间与 Twilio Programmable Voice、WhatsApp Business Calling 之间建立直连,通话以普通参与者身份进入房间,无需配置 SIP trunk 或网关。Twilio 通话会带上 call SID 和自定义 TwiML 参数作为参与者属性,WhatsApp 来电以手机号作为参与者身份;连接器通话与 SIP、网页会话一样出现在 LiveKit Cloud 仪表盘中。Connectors 已在 LiveKit Cloud 正式可用,连接器分钟计费与 SIP 相同,Ship 为每分钟 $0.004、Scale 为 $0.003,各套餐分别包含 5、20、100 路并发连接器通话。

    Both platforms land in the same LiveKit room as a plain participant, with fewer hops than the SIP trunking path.

    hatsApp. At the same time, businesses with conventional phone numbers often have years of call flows already built on Twilio. Both groups kept asking us the same question: can our agent answer there, without rebuilding our telephony around a SIP trunk? Today the answer is yes. We're launching LiveKit Connectors, a direct bridge between LiveKit rooms and the platforms people already call — Twilio Programmable Voice and WhatsApp Business Calling to start, with more on the way. A connector brings t

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  3. The Register

    OpenClaw 2.0 发布:简化安装与重做浏览器界面,安全仍交给用户

    OpenClaw 基金会发布 AI 智能体框架 OpenClaw 2.0,称这是其规模最大的一次更新,重点是简化安装流程并把浏览器应用重做成类似 ChatGPT、Claude 的一等体验,同时新增共享云会话,让多名成员在同一实例中保持上下文连续对话。补丁说明显示,共享会话控制并非租户隔离或安全边界,新增的 Secret Store 中的值不加密存储、依赖文件系统权限,面向不可信代码的沙箱默认关闭。文章指出,这次更新让更多人更容易装好并用上 OpenClaw,但没有把默认安全一并带来。

    ai and ml Making installation easier and putting a new wrapper on the interface while leaving most of the security to users is a recipe for more trouble with the popular agent harness MOST POPULAR Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Intel optimizes IPv6 networking into nothingness, say users; When you just need to build a tiny desktop app: TinyJS; No shame in the Domain Name game: DNS is doomed, literally OpenC

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星期一

  1. Ollama Blog

    Ollama 云服务改为按 token 透明计价并上线 Team 计划

    Ollama 宣布 Pro、Max、Team 计划改用按 token 的透明计价,每个计划附带每月用量额度:Pro 为 20 美元/月含 60 美元用量,Max 为 100 美元/月含 300 美元用量,Team 为 500 美元/月含 1000 美元共享用量且不限用户数。免费计划也获得少量入门模型用量,可随时按量付费使用全部模型,不再有服务费和 5 小时或每周限制。Ollama 表示此前按 GPU 时长计费难以预测,尤其随着开源模型规模增大(如 Kimi K3 有 2.8 万亿参数),现有 Pro、Max、Team 用户可继续沿用旧计划,也可在账户设置中随时升级。

    ew pricing anytime in your Ollama account settings. Every plan includes: High-performance access to the latest open models, at published per-token rates; Works with popular coding agents, including Claude Code and Codex, plus an API for your own tools; Monthly usage credits included with every plan; Zero data retention, hosted in the US and Europe; No service fees or hidden limits New plans Ollama’s new Pro, Max, and Team plans include a pool of usage credits that refreshes every month. Usage is

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星期六

  1. Roshan Sadanani

    Grok Bot 上线代购功能,可连接 Link 完成支付

    Grok Bot 现在可以在互联网上代用户购买商品,用户连接 Link 后即可让 Bot 代为完成下单支付。作者 Roshan Sadanani 表示这是把支付能力接入 Grok Bot 的一部分,他此前在 Stripe 从事智能体商务相关工作,此次与 Stripe 团队合作完成。

    Prepare your wallets! Grok Bot can now buy things. Excited to bring more superpowers to @bot to help you do all the things on your todo list (and on an personal note very full circle moment for me going from agentic commerce @stripe -- building payments into Grok Bot! very fun working with the Stripe team on this.)

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星期五

  1. Anthropic News

    Anthropic 开放 Model Hardware Standard 研究预览,让 AI 智能体操作实验硬件

    Anthropic 面向首批科研实验室与先进制造厂商开放 Model Hardware Standard(MHS)研究预览,这是一套让 AI 智能体安全操作物理设备的共享规范,可并行驱动显微镜、液体处理机和机械臂等仪器。MHS 通过标准化驱动把硬件集成时间从数周或数月缩短到数小时甚至数分钟,兼容任何具备可编程接口的设备,且与模型无关,智能体可通过 MCP 等标准协议接入。Anthropic 表示正与科学、机器人、电子和制造领域伙伴共建安全评估与最佳实践,之后再将该标准开源。

    We’re opening a research preview of the Model Hardware Standard (MHS), a shared specification for AI agents to safely operate physical devices, to a first group of scientific research labs and advanced manufacturers. MHS enables AI agents to operate multiple lab and manufacturing instruments, such as microscopes, liquid handlers, and robotic arms, in parallel, and perform intricate tasks ranging from routine drug discovery experiments to laser calibration on a quantum computer. The development o

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星期四

  1. Replit Blog

    Replit 上线 Intelligent Model Routing,自动为任务选择模型

    Replit 面向所有用户上线 Intelligent Model Routing,会随任务进展自动匹配最合适的模型,在质量、速度和成本之间做平衡。官方测试称,该功能在输出质量与上一版 Max Mode 相同的情况下成本降低 65%。所有用户默认从 Free Mode 开始,任务升级到更高算力模式并产生费用时会收到通知,用户可随时覆盖选择留在 Free Mode,Core 与 Pro 用户仍可手动选模型;企业管理员可限定工作区可用模型范围,再由 Replit 在该范围内自动选择。

    Intelligent Model Routing on Replit — cover image

    stack, context-rich apps that combine live Databricks warehouse data with information created and updated through the app. When an app built with Replit is ready to deploy, Replit Agent automatically provisions its Lakebase database, eliminating the need for manual setup. Automated Preview Deploys: Test your apps before they go live. Replit automatically creates a separate preview environment that keeps test data isolated from live business data in Databricks, giving teams a safe place to build,

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  2. NVIDIA Developer · Generative AI精选

    NVIDIA 在 GB300 NVL72 上实测 Qwen3.8-Flash-Next 智能体编码

    阿里发布 Qwen3.8-Flash-Next 权重,作为 Qwen4 架构预览供开发者实验评估,这是一个 125B 参数、每 token 激活 6B 的多模态 MoE 模型,原生上下文窗口 262,144 token,借助 YaRN 可扩展至 1M token。NVIDIA 提供 SGLang、vLLM 和 TensorRT LLM 的 Day 0 功能支持,并在 GB300 NVL72 上验证推理,单 GPU 吞吐超过 16K token/秒、单用户超过 200 token/秒。开发者可用 NVIDIA NeMo AutoModel 微调、用 NeMo RL 做强化学习,权重可从 Hugging Face 或 ModelScope 下载。

    Decorative image.

    arch.text'); sessionStorage.removeItem('facets.search.text-copy'); sessionStorage.removeItem('facets.search.filters'); Experiment with Qwen3.8-Flash-Next on NVIDIA GB300 NVL72 for Agentic Coding Qwen3.8-Flash-Next is a multimodal mixture-of-experts model with 125B parameters, 6B activated per token, and a native 262,144-token context window extensible to 1M tokens with YaRN. The architecture combines Gated DeltaNet and Qwen Sparse Attention, where three of every four layers use GDN to compress h

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星期三

  1. IEEE Spectrum

    Goodfire 向公众开放 Silico 可解释性平台,并提供 100 万美元免费额度

    AI 实验室 Goodfire 将其 Silico 可解释性平台面向公众开放,该平台用 AI 智能体自动规划并并行执行机制可解释性实验,帮助用户理解模型行为。Goodfire 同时宣布一项资助计划,为学术和非营利可解释性研究者提供价值 100 万美元的免费 Silico 使用额度。文中提到,Prima Mente 借助该平台逆向分析其 Pleiades 表观遗传基础模型,发现其用 DNA 片段长度模式预测阿尔茨海默病。

    ption is changing specific model weights or activations and observing how that affects the model’s output. Silico combines a broad range of these tools, and provides a layer of AI agents to help users understand their model. Users describe what they want to investigate about their AI model in plain language, asking things like ”Find out when and why my model is hallucinating.” The platform then autonomously builds an experimental plan involving a host of tasks that can be performed using the var

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  2. The Rundown AI

    OpenAI 首款 AI 芯片 Jalapeño 公布基准测试

    OpenAI 公布与 Broadcom 合作开发的首款自研推理芯片 Jalapeño,其内部测试显示,这款 700 瓦芯片比 NVIDIA 旗舰系统最高快 3.6 倍,每瓦工作量最高多 1.9 倍。该芯片不会对外销售,计划于今年晚些时候进入 OpenAI 数据中心,并在 2027 年扩大生产。

    skips images, say: “Use photos in this artifact” Pro tip: “Static site” is the keyword for portfolios, landing pages, and mockups. It keeps the complexity way down for you and the agent. The Rundown: Scribe Optimize automatically maps how work actually happens across your org — so before you build an AI strategy, you're working from reality, not assumptions. With Scribe Optimize, you can: Map real workflows — no surveys or consultants Surface inefficiencies leadership can't currently see Build y

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  3. xAI News

    Grok 4.6 上线 Microsoft Foundry

    xAI 宣布 Grok 4.6 已在 Microsoft Foundry 上线。Grok 4.6 是 xAI 最新旗舰模型,面向长时间运行的智能体以及交互和视觉类任务,提供 500k 上下文窗口和可配置的推理强度(low、medium、high、xhigh)。Foundry 让企业可以在同一处将 Grok 4.6 与其他前沿模型对比评测、运行特定负载测试、部署托管端点,并在企业级安全与治理控制下运行。

    Today, we’re excited to announce that Grok 4.6 is now available on Microsoft Foundry. Grok 4.6 is our latest flagship model, built for long-running agents and ambitious interactive and visual work. It offers a 500k context window and configurable reasoning efforts (low, medium, high, xhigh). For more on the model, read the Grok 4.6 announcement . Build with Grok 4.6 on Microsoft Foundry Foundry gives organizations a single place to evaluate Grok 4.6 against other frontier models, run workload-sp

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  4. Claude Blog精选

    Claude in Chrome 正式开放,支持在浏览器中自主执行操作

    Anthropic 宣布 Claude in Chrome 面向所有付费 Claude 套餐正式开放,Claude 可在浏览器中自主执行操作,不再需要逐次批准。安全分类器会在动作执行前校验其是否安全且符合用户请求,用户也可在设置中关闭自动批准。Claude 可读取当前页面并执行输入文字、点击链接、页面跳转和填写表单等操作,沿用用户已有登录状态,从而访问内部仪表盘、遗留系统和供应商门户等未接入 Claude 的工具。Anthropic 表示,在最新评测中,配合探针与安全分类器时,针对 Claude Sonnet 5、Claude Opus 5 和 Claude Mythos 5 的攻击均未成功,针对 Fable 5 的攻击成功率为 0.3%。该功能需从 Chrome Web Store 安装,暂不支持其他 Chromium 浏览器和移动端,企业版管理员可在组织设置中限制其访问的域名。

    ast year, so we could test it while also shoring up our defenses against prompt injection : malicious instructions hidden in websites, emails, or documents that try to trick an AI agent into acting against the user’s wishes. These defenses, described below, give us the confidence to make Claude in Chrome generally available. Safeguarding against prompt injection As we outlined when we announced the pilot, an AI agent that works in your browser is also vulnerable to prompt injection. So we’ve wor

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  5. Claude Blog精选

    Claude 在 Cowork 桌面端内置浏览器

    Claude 在桌面端 Claude Cowork 中内置了浏览器,任务需要访问网站时会在侧边栏打开,由 Claude 自行浏览网页、阅读、点击和输入,无需扩展或额外设置。该浏览器与用户自己的浏览器相互独立,Claude 看不到用户的标签页、书签和密码,登录信息可按站点从 Chrome、Edge 或 Firefox 导入,银行、邮箱和单点登录站点默认排除。本周起向 Pro、Max 和 Team 套餐的 Claude 桌面端(macOS、Windows 及 beta 版 Linux)推送并默认开启,Enterprise 管理员即日起可在组织设置中启用;已使用 Claude in Chrome 的用户仍以其为默认,可在设置中切换。

    laude uses the built-in browser. Switch anytime in Settings → Cowork → Preferred browser. Staying in control The built-in browser carries the same prompt injection risks as any AI agent that acts in a browser, where instructions hidden in a page try to redirect Claude. It runs the same safeguards as Claude in Chrome, including the checks that review Claude's actions against what you asked for. We describe them on the Claude in Chrome blog post . Those measures meaningfully reduce the risk but ca

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  6. xAI News精选

    xAI 将 Grok Bot 纳入 SuperGrok、Cursor Pro 与 Cursor Teams 方案

    xAI 宣布 Grok Bot 扩大开放范围,现已包含在 SuperGrok、Cursor Pro 和 Cursor Teams 全部方案中,此前该产品于 8 月 11 日以 beta 形式上线。Grok Bot 拥有独立于 Grok 和 Cursor 方案的用量额度,交给 Bot 的任务不计入原有用量。它面向希望由智能体承担项目乃至整个职能的用户,每个 Bot 在云端拥有自己的电脑,可访问浏览器和终端,支持多 Bot 并行与群聊协作,并可通过跟随用户操作来设置例行任务。企业用户可加入等待列表。

    , separate from your Grok and Cursor plans, so anything you hand off to a Bot won't count against your existing usage. Give Bots real work Grok Bot is designed for people who want agents to handle anything from a project to an entire function. They're digital teammates you can message, run in parallel, and trust to finish work in the tools you already use. Bots work across apps and inboxes, keep going when you step away, and only pull you in for judgment calls. With Grok Bot, you get: A text-thr

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