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星期一

  1. TechCrunch AI

    英伟达发布 Open Agent Safety Platform,用独立硬件层管控失控 AI 智能体

    英伟达 CEO 黄仁勋发布 Nvidia Open Agent Safety Platform,将开源软件 OpenShell 与运行在 BlueField-4 DPU 上的独立监控系统 Sentry 组合,为 AI 智能体加上软硬件两层安全边界。英伟达称 Sentry 独立于智能体所在的 CPU 或 GPU,可持续监控行为并在毫秒级隔离试图越界的智能体。Anthropic、Arm、Microsoft、Oracle、SpaceX 等数十家公司表示支持,OpenAI 未在名单中。

    agents to ensure they stay within their test environments even if they attempt to break out. The release follows a string of hacking incidents involving AI models from Anthropic, Google, OpenAI, and Meta that bypassed security controls to escape their testing environments and access real-world systems. The first and most prominent example occurred this summer when OpenAI agents breached Hugging Face while trying to complete a cybersecurity task. And the hits keep on coming — OpenAI published a

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星期五

  1. The Rundown AI

    Meta 在 Connect 2026 为 Muse 智能体推出 Charm 钥匙扣设备与眼镜集成

    Meta 在 Connect 2026 活动上为旗下走红的 Muse 智能体发布多项升级,包括 12 月发货的钥匙扣硬件 Charm、数月内上线的 AI 眼镜集成、实时语音与视频对话,以及可同步语音的 Muse Realtime Avatar。扎克伯格称 Charm 是“与 Muse 对话最快的方式”,眼镜端将提供连 Meta 也无法获取数据的私有处理模式。PayPal、Walmart、Shopify、GitHub 和 Box 等公司已成为 Muse 合作伙伴,此前亚马逊本周早些时候曾阻止其访问。

    ckerberg suddenly has one of the first AI agents worth wearing. In today’s AI rundown: Meta’s Connect turns into a Muse takeover Rowan’s Corner: The Rundown team gets together IRL Google’s AI chips are headed to space LATEST DEVELOPMENTS Image source: Meta The Rundown: Meta just introduced a flurry of new AI upgrades for its viral Muse agent at its Connect 2026 event, including a keychain hardware gadget called Charm, coming integrations with its AI glasses, real-time voice and video chats, and

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  2. 量子位

    Skild AI 发布人形机器人 Messinator,靠自我对弈学会踢足球

    美国具身智能公司 Skild AI 展示人形机器人 Messinator,其大脑基于旗舰机器人基础模型 S1,并在 NVIDIA Isaac Sim 搭建的虚拟足球场中通过强化学习和 self-play 自我对弈训练,只设定进球这一个目标,盘带、护球、抢断和倒地起身等行为均为自行习得。团队称机器人在虚拟世界累计踢了 140 年,最终能把足球策略迁移到真实人形机器人上,完成带球、护球、抢断并在真人对抗中调整位置。Skild AI 成立于 2023 年,脱胎于卡内基梅隆大学机器人研究体系,此前推出过跨硬件机器人基础模型 Skild Brain,并公开过约 10 万种身体结构、约 1000 个仿真年的 omni-bodied 训练成果。

    并非横空出世。 把这些想法从论文一路推向真实机器人的,是两位在机器人学习领域深耕多年的卡内基梅隆大学教授。 两位CMU教授,联手造机器人大脑 Skild AI成立于2023年,脱胎于 卡内基梅隆大学(CMU)机器人研究体系 。 团队成员既包括来自卡内基梅隆大学、斯坦福大学、加州大学伯克利分校等高校的研究人才,也包括曾任职于Meta、Tesla、NVIDIA、Google、Amazon和Everyday Robotics等机构的研究员及工程师。 而联合创始人兼CEO Deepak Pathak 的经历,几乎串起了Skild AI的整条技术路线。 他本科毕业于印度理工学院坎普尔校区计算机专业,后赴加州大学伯克利分校攻读计算机博士,师从计算机视觉领域知名学者Alyosha Efros和Trevor Darrell。 博士毕业后,他曾在Meta(前Facebook)AI Research从事研究工作,也曾在伯克利与机器人学习专家Pieter Abbeel合作,担任访问博士后。 此后,他进入卡内基梅隆大学,成为机器人研究所和机器学习系教授。 Deepak Pathak最具代表性的研究之一是 “好

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  3. The Verge AI

    微软发布 Copilot 超级应用,整合聊天、编码与 Autopilot 智能体

    微软正式发布重新设计的 Copilot 超级应用,将聊天、编码和智能体三类能力整合进同一界面,分为 Home、Code 和 Autopilot 三个标签页。Code 标签由 GitHub Copilot 同源技术驱动,可在沙箱环境中创建应用、看板或自动化并作为云端内部应用分享给同事;原名为 Scout 的个人助理更名为 Autopilot,以云端实例形式运行,拥有独立身份、记忆和工作区,可通过 @ 提及像同事一样调用。微软对 Cowork、Code 和 Autopilot 采用按用量计费,普通用户订阅许可仍覆盖 Chat 及 Word、Excel、PowerPoint、Outlook 和 Teams 中的 Copilot。

    st as Office defined work for the PC era, the new Copilot is built to define it for the AI era,” says Spataro. That might well be Microsoft’s goal, but there’s a lot more competition in this AI era than there ever was in the PC era. Microsoft has certainly fallen behind the likes of Google, OpenAI, Anthropic, and now Meta, and it’ll be interesting to see if “the AI built for work” is enough to help it catch up. Update, September 25th : Article updated with Microsoft CEO Satya Nadella’s comments.

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星期四

  1. Ben's Bites

    Claude Opus 5.5 与 OpenAI GPT-6 Luna、Sol 同期发布

    Anthropic 发布 Claude Opus 5.5,官方称其在多数任务上达到 Claude Fable 5.1 的水平,运行成本比 Opus 5 低 40%,Claude Code 的五小时额度提升 20% 并新增额度重置机制。OpenAI 同期推出 GPT-6 Luna 和 GPT-6 Sol,仅先在 Codex 和 ChatGPT Work 提供,价格比上一代便宜 50%,Luna 为每百万 input/output token 0.10/0.50 美元,Sol 为 2/10 美元,作者实测 Sol 跑约 4 小时的长任务消耗了 100 美元 Codex 周额度的 22%。

    o-chat avatar for your Muse and a Tamagotchi-like keychain to carry Muse around (welcome back AI pendants). Gemini 3.8 Flash and Flash-Lite TTS - new speech generation models from Google. Half the price of 3.1 Flash TTS, 100+ languages and 2000+ voices to pick from. Plus you can clone your own voice too. Steve (Tldraw’s founder) is impressed with these models , so that’s some signal. ChatGPT Voice can now use your email, calendar and Slack and pair up with Astra, Sol or Luna models to optimize f

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  2. The Verge AI

    Meta 让用户在手机上用 AI 生成 Horizon 游戏

    Meta 宣布在 Horizon Create 和 Horizon Studio 中支持用 AI 生成完整的 2D 或 3D 手机游戏,包含进度系统、难度平衡、美术方向和多人在线等要素。用这两款工具发布的游戏将可在 Facebook 和 Instagram 信息流中被推荐并直接游玩,用户点击片段即可在数秒内进入多人会话,无需下载应用或跳转。Meta 称内容有吸引力、稳定且贴合文化的游戏会获得更多曝光,而 Horizon 此前作为 VR 应用推出,近期已转向以移动端为主。

    f AI-generated games will be as engaging as a handcrafted experience, but the games made in Create and Studio sound as if they’ll at least have the elements of video games (unlike Google’s Project Genie, which can create brief but empty AI-generated interactive experiences ). “Both enable creators to turn any idea into a complete 2D or 3D mobile game, complete with progression systems, balanced difficulty, art direction, multiplayer, and more, then refine every element to their standards,” Meta

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星期三

  1. Latent Space

    TypeSafe 发布决策模型 Jev,称比小型前沿 LLM 快 100 倍以上、便宜 200 倍以上

    TypeSafe 发布 Jev,一款用 RLCD 训练、只做决策/分类/路由/打分的非自回归模型,官方称比小型前沿 LLM 快 100 倍以上、便宜 200 倍以上,输出 token 免费。社区指出它并非通用语言模型,不能生成自由文本,需要预定义输出格式,更适合替代生产系统中作为结构化分类器、评判器或路由策略的 LLM 调用。

    a moat will likely try this play, shifting bottlenecks toward RL rollout throughput, verifier compute, and weight sync . Gemini 3.8 Live and the Push Toward Real-Time Voice Agents Google’s new live audio models : Google launched Gemini 3.8 Live and 3.8 Live Extended Thinking , positioned as conversational models that can talk, think, and handle tasks in the background without breaking flow. The developer-facing rollout from @GoogleAIStudio and summary from @ philschmid add the key product detail

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  2. The Rundown AI

    ChatGPT 共同创作者 Diogo Almeida 的 TypeSafe 推出 Jev

    前 OpenAI 研究员 Diogo Almeida 的 TypeSafe 结束隐身状态,推出 Jev,一种在软件内部回答预设问题并附带置信度分数的 AI 系统,官方称其零幻觉。Jev 定价为每 10 亿输入 token 42 美元、输出免费,TypeSafe 估算比 Claude Fable 5.1 低 238 倍,响应时间 70 至 500 毫秒,比当前 LLM 快 40 至 200 倍。它只在预先设定的选项之间选择,可用于应用内的快速判断,如分类请求、给记录打分或筛查其他 AI 输出是否越狱。

    % landing at Level 1 or 2, and under 6% making it to Level 5. Why it matters: Level 5 is the stage many of the Western AI labs have been warning about, with OpenAI, Anthropic, and Google all listing AI automating its own R&D as a risk in their safety frameworks. But China doesn't seem as worried about RSI (or, as we saw yesterday, a slowdown in general), treating it as a milestone rather than a threat. QUICK HITS ▸ A Rundown reader built an emergency vet coordinator with ChatGPT Today’s workflow

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星期二

  1. Claude 应用发布说明

    Anthropic 发布 Salesforce in Claude 插件 beta 版

    Anthropic 发布 Salesforce in Claude 插件 beta 版,把销售人员的客户、商机和销售管道数据接入 Claude,并沿用其原有 Salesforce 权限。插件包含 37 项技能,覆盖客户调研、通话准备、管道复盘和 CRM 更新,并提供 Salesforce 与 Slack 两个连接器。该插件在所有付费 Claude 计划中提供 beta 版,默认每次改动前需销售人员确认,Salesforce MCP 已在 marketplace 上架。

    6 Claude Haiku 5.5 Introducing Claude Haiku 5.5: the cheapest, fastest, and most capable small model we’ve ever released.(opens in new tab)ArticleOct 6, 2026 Claude now works with Google Docs, Sheets, and Slides Teams that run on Google Workspace can now bring Claude into their files or work on their files directly from Claude, with our new add-on and Google Docs, Sheets, and Slides connectors (in beta).Claude Enterprise Transform how your organization operates with ClaudeSee pricingContact sale

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  2. Claude 应用发布说明

    Anthropic 发布 Salesforce in Claude 插件 beta

    Anthropic 发布 Salesforce in Claude 插件 beta,把销售人员的客户、商机和销售管道数据接入 Claude,并沿用其原有 Salesforce 权限。插件包含 37 项技能,覆盖客户调研、通话准备、管道复盘和 CRM 更新,另有两个连接器分别对接 Salesforce 与 Slack。该插件在所有付费 Claude 计划中以 beta 提供,Salesforce MCP 已可在市场中直接安装。

    esign are out of beta and on every Claude plan, including Free. Claude Haiku 5.5 Introducing Claude Haiku 5.5: the cheapest, fastest, and most capable small model we’ve ever released. Claude now works with Google Docs, Sheets, and Slides Teams that run on Google Workspace can now bring Claude into their files or work on their files directly from Claude, with our new add-on and Google Docs, Sheets, and Slides connectors (in beta). We’re expanding the Claude Startups program to help founders build

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  3. Claude Blog

    Claude for Small Business 新增 43 个工作流与 27 项集成

    Anthropic 更新 Claude for Small Business,新增 43 个工作流和 27 项集成,接入 Shopify、Salesforce、TikTok、Atlassian、Zoom、Xero、Gusto、Square、Stripe、Zapier 等工具,覆盖获客、提案撰写、营销和月末结账等场景。该产品今年 5 月上线,累计安装超过 90 万次。所有工作流默认处于审批模式,由用户决定何时自动运行,Team 和 Enterprise 计划默认不使用企业数据训练模型。

    ools owners depend on. It has since been installed more than 900,000 times. Thank you to our original, and continued, partners Intuit Quickbooks, PayPal, HubSpot, Canva, Docusign, Google Workspace, and Microsoft 365.On our spring Claude SMB Tour, more than 1,000 owners in 10 cities told us what they wanted Claude to take on next. About a third asked for help growing the business: generating leads, answering inbound inquiries, and writing proposals. Many also wanted day-to-day reporting handled f

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星期一

  1. Apple Newsroom精选

    苹果发布 Siri AI,随 2027 软件版本以 beta 形式上线

    苹果发布新一代 Apple Intelligence 驱动的 Siri AI,随 iOS 27、iPadOS 27、macOS 27、watchOS 27 和 visionOS 27 推出,今日起以英文 beta 形式上线,下月扩展至法语、日语、韩语、葡萄牙语和西班牙语。Siri AI 具备个人上下文理解、屏幕内容感知和跨应用操作能力,并新增独立 Siri 应用,通过 iCloud 在 iPhone、Mac、iPad、Apple Watch 和 Apple Vision Pro 间同步对话记录。该功能初期不在欧盟的 iOS、iPadOS 和 watchOS 上线,在中国也因监管要求暂不可用;依赖服务端模型的部分功能设有每日使用上限,未来将提供付费扩展访问。

    new health capabilities will be available later this year. These new capabilities are powered by the next generation of Apple Foundation Models, custom-built in collaboration with Google and its Gemini models for deeply integrated Apple Intelligence experiences. These latest models run on device and on servers using Private Cloud Compute. Every facet of new Apple Intelligence architecture is built privacy-first, from the latest Apple Foundation Models to the core operating system technologies th

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星期四

  1. Hugging Face

    Hugging Face 用 Gradio Workflow 重建 AUTOMATIC1111

    Hugging Face 发布 Workflow1111,用 Gradio Workflow 的节点画布重建 AUTOMATIC1111 的十一条图像管线,共 73 个节点,其中 32 个是 fn 节点、22 个完全在本地进程内运行。画布上的每个输出节点都会自动生成 REST 端点,Workflow1111 暴露了 /image、/png_info 等九个接口,开启 mcp_server=True 后这些端点同时成为 MCP 工具,可供 Claude Code、Cursor 等客户端调用。模型调用默认走 Inference Providers 或 Hub 上的 Space,因此无需自备 GPU 即可运行,也可把 fn 节点绑定到本地 checkpoint 用自己的 GPU 执行。

    in this article 8 MiniMaxAI/MiniMax-H3 Qwen/Qwen2.5-VL-7B-Instruct Qwen/Qwen3-4B-Instruct-2507 Wan-AI/Wan2.2-I2V-A14B black-forest-labs/FLUX.1-Kontext-dev facebook/detr-resnet-50 google/vit-base-patch16-224 Spaces mentioned in this article 4 FastH3 Preview 4-step MiniMax-H3 — video with a matching soundtrack BRIA RMBG 2.0 remove background from any image AuraSR-v2 Upscale images by 4× with a single click Workflow1111 Diffusion Studio Automatic1111-style studio on one gr.Workflow canvas More Art

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星期三

  1. OpenRouter:Announcements

    OpenRouter 推出美国区域路由,与 EU 路由形成端到端数据驻留

    OpenRouter 在去年 10 月上线的 EU 路由之外新增美国 In-Region Routing,请求发往 us.openrouter.ai 后在美国境内解密,并只路由到美国境内的供应商端点,eu.openrouter.ai 对欧盟同理。API key、请求体和模型 ID 不变,供应商偏好、回退和隐私设置沿用账户配置;若区域内没有可服务该模型的供应商,请求会返回 404 而不会路由到区域外。该功能面向 Business 和 Enterprise 套餐,可用模型包括 GPT-5.6、Claude Opus 5、Gemini 3.6 Flash、Grok 4.6、DeepSeek V4 Pro、Kimi K3、GLM 5.2 等,GLM 5.2 也可在 EU 路由下由 Mistral 的欧盟数据中心提供。

    In-Region Routing: Keep your data in the US or EU

    Routing, using a model from a lab based in the US or EU doesn’t guarantee that a data center in that region serves the request. At global endpoints, models from OpenAI, Anthropic, Google, xAI, Meta, NVIDIA, Thinking Machines, or Mistral can run anywhere the provider serving the request operates. A data residency review asks where your request was decrypted and where inference ran, so a US team using GPT-5.6, Claude Opus 5, or Gemini 3.6 Flash on a global endpoint can still fail a compliance revi

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星期一

  1. ElevenLabs Blog精选

    Vimeo 借助 ElevenLabs 将自动视频配音扩展至 40 种语言

    Vimeo 通过 ElevenAPI 集成 ElevenLabs Dubbing,将转录、翻译、声音克隆和语音合成整合为单一流程,支持 40 种目标语言的自动视频配音。自 2026 年 1 月以来,客户已为超过 25,000 个视频配音 1.4 million 分钟,超过 27% 的企业账户尝试过 AI 配音,平均每个视频覆盖 3.3 种目标语言。创作者还可编辑文本轨道,在发布前检查和调整配音结果。

    nguages per video (average) 3.3 Enterprise accounts that have tried AI dubbing 27% Building global video for every audience Video reaches its full audience only when people can watch it in their own language. By integrating ElevenLabs Dubbing through ElevenAPI, Vimeo turned localization from a manual, market-by-market effort into a feature its customers can use on demand, at scale, and with the ability to review and adjust the result. GTM at ElevenLabs, previously Customer Success Lead at Google

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星期五

  1. xAI News精选

    xAI 用 Grok Bot 做采购,Haggle Bot 省下超 10 万美元

    xAI 发布 Grok Bot 采购实践,其搭建的 Haggle Bot 读取供应商支出、合同与用量数据,已识别出超过 10 万美元直接节省。Haggle Bot 接入 Slack、Notion、Drive、Gmail、Hex 和 Ramp,梳理出约 125 家活跃供应商,并自主完成未使用 SaaS 席位审计与续约谈判准备。xAI 表示该 Bot 已可在 Bot Marketplace 复制导入,同时开放 Grok Bot for Enterprise 等待名单。

    pplies for the next group of new hires. We use another Bot to place that order, which we call "Amazon Bot." It's logged into our corporate account and can work across Gmail, Ramp, Google Sheets, Rippling, and Vercel to understand headcount and the office floor plan. Rather than treat that as a fixed Amazon order, we gave Haggle Bot the job of shopping the weekly order around. Haggle Bot can see how quickly supplies are being used, the seat map for each building, and the quotes and carts from the

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星期五

  1. The Rundown AI

    Anthropic 推出 Model Hardware Standard,让 AI 智能体操控现实设备

    Anthropic 在研究预览中推出 Model Hardware Standard(MHS),让 AI 智能体通过自然语言生成的参考文件学习并操作显微镜、机械臂等设备。Anthropic 称其可将设备接入时间从数周缩短至数小时或数分钟,并计划日后开源;Tecan、QIAGEN、AWS、Hugging Face 和 Raspberry Pi 将参与合作或设备适配。

    , Teams, Discord, and more. Open source. No migration. No platform lock-in. 📄 Cohere Parse 5 - SOTA model for converting docs into machine-readable data ⚡️ Gemini Omni 1.1 Flash - Google’s upgraded video model 🎥 H3 Max - fal's MiniMax H3 remixed video model tuned for speed and quality Sponsored Listing OpenAI published an open letter signed by 116 companies (including Anthropic) warning that AI-enabled cyberattacks will become “far more widespread and sophisticated” in the coming months, calling

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  2. Comfy Blog

    Gemini Omni 1.1 Flash 上线 ComfyUI:支持 4K 输出与对话式视频编辑

    Gemini Omni 1.1 Flash 通过 Partner Nodes 在 ComfyUI 上线,可在 Gemini Video Omni 节点中选择该模型,支持文生视频、图生视频、参考生视频、视频编辑和场景延展,分辨率覆盖 360p 到 4K,每段视频自带生成音轨。该模型原生多模态处理文本、图像、音频和视频,支持用自然语言描述修改并保留画面其余部分,编辑结果可叠加,场景延展会延续原有运动、角色身份和光照。节点提供提示词、分辨率、宽高比、任务类型选择以及可选的图像和视频输入,更新 ComfyUI 至最新版本或使用 Comfy Cloud 即可使用。

    Rob's avatar

    Google's updated Omni Flash model brings 4K output, keyframe interpolation, and conversational video editing to your workflow. Gemini Omni 1.1 Flash is now available in ComfyUI via Partner Nodes. It ships in the Gemini Video Omni node, where you select “Omni Flash 1.1” from the model dropdown and get text-to-video, image-to-video, reference-to-video, video editing, and scene extension from a single node. Resolution runs from 360p, up to 4K, every clip comes with a generated audio track, and the

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星期三

  1. 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。

    train new models. Two more generations are already in the works, with plans to reach OAI's data centers later this year and production set to ramp up through 2027. Why it matters: Google's in-house TPUs have been a good example of what a lab gains from owning its silicon, and the club is filling up fast with Anthropic, Amazon, and Microsoft also planning their own designs. If Jalapeño's numbers hold, OAI gets cheaper, faster tokens and a tighter, personalized design loop for each model after. Th

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  2. Pydantic AI 官方文章精选

    Pydantic AI 上线实时语音智能体

    Pydantic AI 发布实时语音智能体支持,采用 speech-to-speech 方式,通过统一的 provider-agnostic API 接入 OpenAI Realtime、Azure OpenAI、Gemini Live 和 xAI Grok Voice,中间不再有转写、生成、合成的流水线。语音会话复用同一个 Agent 对象,服务端工具、消息历史和 API key 都留在后端,浏览器场景可用 WebRTC 直连并在服务端以 sideband 接入,目前浏览器 WebRTC 支持 OpenAI 和 Azure OpenAI。语音与文本共享同一份消息历史,可把通话交给文本 Agent 做结构化抽取,也可用 message_history= 为语音会话续接此前的文本对话;会话的 token 用量、usage_limits 和 OpenTelemetry 追踪与文本运行一致。

    undles those SDKs. Add [xai-realtime] for xAI Grok Voice. On the lean pydantic-ai-slim package, name the provider yourself: pydantic-ai-slim[openai-realtime] (also covers Azure), [google-realtime], or [xai-realtime]. Start with the realtime docs, then pick an example: a terminal voice assistant, the browser WebRTC app, a camera agent that watches and narrates, or handing a call off to a text agent. See what the call did Voice arrives in the trace as text. Spoken turns land under pydantic ai.all

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