We’re opening a research preview of Claude Duet, a new app where Claude works as a proactive agent. It comes to you with what needs your attention, completes tasks you ask of it, keeps working when you step away, and checks with you before it acts on your behalf.
#产品更新
indigo@indigoxAI 评分5555引用Claude@claudeaiEvery:最新文章AI 评分6060 Vibe Check 评测 Claude Duet:Anthropic 的常驻个人智能体
Every 获得早期试用权限,评测 Anthropic 今日以研究预览形式推出的常驻个人智能体 Claude Duet。
ian@shaoruuAI 评分4545让你的 @bot 为你构建指标和工作的交互式仪表盘,时刻保持井然有序!
引用Grok Bot@botGrok Bot can now build reports, memos, and dashboards. Ask Bot for a page, then edit it together or have Bot keep it up to date.
lauren@potetoAI 评分5757引用Grok Bot@botGrok Bot can now build reports, memos, and dashboards. Ask Bot for a page, then edit it together or have Bot keep it up to date.
Ado@adocompleteAI 评分3636聊天机器人等着你来提问。 Claude Duet 不会。 它每天早上为你简报,只在确实需要你时才提醒你,你合上笔记本后它仍继续干活。 你的二重奏搭档刚刚登场 🎶
Claude:YouTube同事件AI 评分6060 Anthropic 推出 Claude Duet 应用,向美国 Pro 和 Max 用户开放候补名单
Anthropic 推出 Claude Duet,一款会主动提示需要用户关注事项、在放下手机后继续工作的应用,它会判断哪些事需要用户、哪些可以等待,并在代替用户行动前先确认。研究预览版面向美国 Pro 和 Max 订阅者开放候补名单,入口为 https://claude.com/claude-duet。
同一件事,精选收录的是《Anthropic 开启 Claude Duet 研究预览,Claude 以主动式智能体接管日常工作》
Grok Bot@botAI 评分4646Grok Bot 现在可以构建报告、备忘录和仪表盘。 向 Bot 请求一个页面,然后一起编辑,或让 Bot 持续保持更新。

TechCrunch:AIAI 评分6363 Walmart 推出 Agent Gateway 迎接 AI 智能体购物,与 Amazon 封锁路线形成对比
Walmart 于周三宣布推出 Agent Gateway,一个基于 MCP 协议的服务器,让经批准的 AI 智能体搜索 Walmart 库存并代用户下单,覆盖 Walmart 和 Sam's Club。
Claude 应用发布说明AI 评分5252 Claude 向 Pro 和 Max 用户开放 Claude Duet 研究预览
Claude 于 10 月 21 日向 Pro 和 Max 套餐用户开放 Claude Duet 研究预览,这是一款让 Claude 以主动式智能体方式工作的新应用。官方提示更多信息可参见博客文章 Introducing Claude Duet。
Claude:Blog精选AI 评分7373 Anthropic 开启 Claude Duet 研究预览,Claude 以主动式智能体接管日常工作
Anthropic 开启 Claude Duet 研究预览,一款让 Claude 作为主动式智能体工作的独立应用,已登陆 iOS、Android 和 claude.ai,面向美国 Pro 和 Max 用户开放候补名单。
推荐理由:原文给出 Claude Duet 的运行机制、安全设计和使用限制,读者可以据此判断这款主动式智能体是否值得加入工作流。
The Verge:AIAI 评分6161 Walmart 下月起允许外部 AI 智能体代用户购物
Walmart 宣布下月起允许用户把自己的 AI 智能体接入其网站购物,并支持在 Sam's Club 使用。用户可通过新的 Agent Profiles 审批购买、设置消费限额(如最高 100 美元)并随时关闭智能体;Walmart 还构建了基于 MCP 开放标准的 Agent Gateway,让智能体绕过浏览器直接接入,同时不向其开放购物历史和个人信息。
🚨 AI News | TestingCatalog@testingcatalogAI 评分6161
🚨 AI News | TestingCatalog@testingcatalogAI 评分5555引用🚨 AI News | TestingCatalog@testingcatalogBREAKING 🔥: Anthropic announced Claude Duet, a new proactive agent that comes as a standalone research preview app. > It is available through a waitlist on Pro and Max plans in the US. > Claude Duet is designed around Claude Opus 5.5 so the agent can judge and decide what you need. > Memory, skills, and connected apps are taken from your Claude account. Huge!!! 👀👀👀 https://x.com/claudeai/status/2112984664256241837/video/1
Microsoft Research@MSFTResearchAI 评分4747微软研究院的 Proof-Driven Development(PDD)Kit 将开发者意图转成形式化规格,再用形式化验证证明生成的代码符合规格,以应对 AI 智能体写代码增多后的正确性问题。

MiniMax (official)@MiniMax_AIAI 评分3232引用Guitar Cat + LLM 「Will @ SGLang Summit in SF」@GenAI_is_realWe just tried @MiniMax_AI's M3.1 Flash in our SGLang Omni cascaded voice interaction system, and the experience was genuinely impressive! 🐰🚀 Our original pipeline was Qwen3-ASR → Qwen3 LLM → Qwen3-TTS. We replaced the locally hosted LLM with the MiniMax M3.1 Flash API while keeping the rest of the pipeline unchanged, and recorded a demo to see how it performs in real conversations. The results were excellent. M3.1 Flash responded incredibly fast, understood our questions well, and consistently delivered sharp, concise, and direct answers. The conversation felt remarkably smooth and natural. One thing I increasingly appreciate about voice agents is that intelligence alone isn't enough. Unlike text, users can't easily skim an audio response. A model that understands what you need and gets straight to the point can make a huge difference to the overall interaction experience. This is also what makes the modular architecture of SGLang Omni so exciting to me. We can swap individual components, connect local speech models with frontier LLM APIs, and immediately explore how different models change the end-to-end interaction experience. Huge congrats to the MiniMax team! Really impressive work, and we're excited to explore more together. 🔥
cat@_catwuAI 评分4141引用Claude@claudeaiWe’re opening a research preview of Claude Duet, a new app where Claude works as a proactive agent. It comes to you with what needs your attention, completes tasks you ask of it, keeps working when you step away, and checks with you before it acts on your behalf.
Google@GoogleAI 评分2626从在摄像头“雾气”中作画到玩转 HTML 合成器,用 Gemini 4 Argon 做出的作品极具创意。 以下是开发者们正在捣鼓的东西 🧵↓
OpenHands 官方博客AI 评分5555 Recursive 发布开源权重编码模型 Flint,OpenHands 首日支持
Recursive 发布开源权重编码模型 Flint,采用 40B 参数 MoE 架构,每 token 激活约 2.5B 参数,以 Apache 2.0 许可发布。
🚨 AI News | TestingCatalog@testingcatalogAI 评分6767引用Google Cloud@googlecloudToday, we're bringing OpenAI models to Google Cloud's model garden. We're now the only hyperscale cloud provider offering access to all three leading closed source LLMs—alongside 200+ other models—on a unified enterprise platform → https://goo.gle/4zJ0VZQ
Yuchen Jin@Yuchenj_UWAI 评分5050引用Claude@claudeaiWe’re opening a research preview of Claude Duet, a new app where Claude works as a proactive agent. It comes to you with what needs your attention, completes tasks you ask of it, keeps working when you step away, and checks with you before it acts on your behalf.
Rohan Paul@rohanpaul_aiAI 评分5353引用Claude@claudeaiClaude Security now keeps up with your code as it changes. Connect your repositories once. Claude runs a deep first scan, then re-scans as changes land, so findings stay close to the current state of your code. In public beta on Claude Enterprise.
Vaibhav (VB) Srivastav@reach_vbAI 评分3838很高兴宣布 Codex for OSS 资助计划更新——所有资助自动升级至 Pro 200 我们致力于让推动世界运转的开源软件获得当今的软件/工具! 如果还没申请,今天就申请吧!
引用Charlie Marsh@charliermarshAn update here: we’re upgrading all Codex for OSS grants to Pro 200! There will still be the 10,000 grants in this round, now at the higher tier. (If you've already received a grant, the upgrade should be reflected automatically.) Applications are still open :)
TypeSafe AI@typesafeaiAI 评分3232Jev 为 @UiPath 工作流带来可靠的智能判断,成本与速度约优化一个数量级 不再需要 LLM-as-a-judge
引用UiPath@UiPathMeet the @typesafeai connector in UiPath Integration Service. 🔗 Bring Jev models into your workflows to make fast, confident decisions at lower cost & latency: https://www.uipath.com/blog/product-and-updates/typesafe-connector-bring-jev-models-to-uipath/?utm_source=twitter&utm_medium=organic_social&utm_campaign=awareness&utm_team=spr&utm_team_geo=global
PyTorch:BlogAI 评分4343 PyTorch 借助 FlyDSL 加速 AMD GPU 上的算子性能
PyTorch 在 AMD MI350 系列 GPU 上通过现有算子 API 接入 FlyDSL 后端,覆盖 dense/grouped GEMM、FMHA、MXFP8/MXFP4 缩放 GEMM、RMSNorm 和 TopK,无需调用自定义 kernel。
Elon Musk@elonmuskAI 评分2323Grok @Bot 可以帮你保护和修复信用评分。直接让它去做就行!
引用Brian Roemmele@BrianRoemmeleI had a friend run this Grok Bot I built for them a few weeks ago and guess what? 7 entires from a scammer that took over his credit. $65,000+ of defaulted credit! Grok Bot is fixing this. Get it: https://x.ai/bot/vY1eft-dZTKssiaUQvJEc you will not be disappointed!
MiniMax (official)@MiniMax_AIAI 评分3939只差一个模型字符串: "minimax:m3.1@flash" 感谢 @runware 这么快就上线 M3.1 Flash 🚀
引用Runware@runwareMiniMax M3.1 Flash from @MiniMax_AI is now on Runware 🧠 - Text, image & video input - 1M context, up to 524K output tokens - Adjustable reasoning depth - 42 on the Artificial Analysis Intelligence Index - 72.5% AutomationBench-AA, 73.7% DeepSWE - Cheaper per token than MiniMax M3
The Decoder:AI NewsAI 评分5555 Google Cloud 上架 OpenAI 模型,成为同时提供 Gemini、Claude 和 OpenAI 的主要云平台
Google Cloud 上线 GPT-6 Astra、GPT-6.1 Sol 和 GPT-6 Luna 三款 OpenAI 模型,成为唯一在单一平台同时提供 Gemini、Claude 和 OpenAI 模型的主要云服务商。
Claude:BlogAI 评分5757 Claude Security 升级为持续扫描并自动跟踪修复状态
Anthropic 发布 Claude Security 最新公测版,面向 Claude Enterprise 客户,新增持续监控,随代码变化定期扫描并自动标记已修复的发现。
SpaceX Super Intelligence@SpaceXSIAI 评分2222引用Viktor@viktor_comViktor × @spacexai The AI employee 70,000+ teams have hired. Now with Grok 4.7. Try it at https://viktor.com
OpenCode@opencodeAI 评分2727
Kling AI@Kling_aiAI 评分4949KLING 4.0 API — 现已正式推出 将 Kling 4.0 集成到你的产品和工作流中。一起构建。🚀 #Kling4 #KlingAI
Kling AI@Kling_aiAI 评分5353引用Runway@runwaymlUnlimited Kling 4 is now live on Runway. Sign up for a new Max or Team plan to get 3 days of unlimited access. Plus 25% off Kling 4 on all plans. Get started at the link below.
Kling AI@Kling_aiAI 评分5959引用Morphic@morphicIntroducing Kling 4.0 on Morphic. Get 10% discount on Kling 4.0 generations through November 20 on Morphic. Native 30-second generations, up to 10 keyframes, 15 references, consistent on-screen text, multilingual support. 4K and 10-bit HDR. https://morphic.com
Kling AI@Kling_aiAI 评分3939在 Magnific 上体验一点 Kling 魔法。✨ #Kling4 #KlingAI
引用Magnific@magnificKling 4.0 is now on Magnific Create scenes up to 30 seconds long, guide the action with up to 10 keyframes, and bring it together with native audio Your scene. Your direction
OpenAI@OpenAI精选AI 评分8383引用OpenAI@OpenAIOpenAI 模型帮助研究人员——作为我们“修补地球”计划的一部分——发现了 PHP 中的关键安全漏洞,PHP 是一种开源编程语言,估计用于运行 70% 的网站。 在过去两个月中,我们牵头了一个由维护者、研究人员和安全提供商组成的联盟,在披露之前准备修复和保护措施。这一时长是必要的,因为修复相当复杂,需要对 PHP 引擎进行重大更改。现在,每个使用 PHP 的网站都可以安全地升级其版本以保持安全,此外还可以应用来自各安全供应商的缓解措施。 由于这些漏洞的严重性以及 PHP 的广泛使用,我们认为这个漏洞是近期记忆中最具影响力的漏洞之一。它也标志着一个新阶段,即 AI 能够发现具有互联网规模影响的安全漏洞。 这是“防御者窗口”发挥作用的一个例子:据我们所知,前沿 AI 能够在攻击者之前发现这个漏洞,给防御者时间准备。 https://openai.com/index/coordinated-disclosure-of-critical-vulnerabilities/
推荐理由:原文提供官方 Codex 技能和检测仓库,网站运营者可以据此自查 PHP 漏洞影响。