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on’ Mahmoud Ramin , a research director at Info-Tech Research Group, noted that Google’s announcement does not create a whole new category, since OpenAI, Anthropic, Microsoft, and Meta have already positioned multiagent capabilities in their platforms. What is interesting with Gemini, though, is that not only can it operate directly in multiple Google products like Gmail, Drive, Sheets, and Slides, it also connects to external systems. It is, of course, a good fit for those already using the Goo

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队中的项目经理），或者代表组织中的特定角色工作（例如财务部门的分析师）。” 最新的Gemini可通过多种设备访问，包括网页、移动设备、Windows和Mac，Google Workspace、Microsoft 365等，还可以集成到第三方应用程序和界面中，并以无头代理的形式运行，这意味着它不需要专用的用户界面。 谷歌表示，这款新智能体的设计目标是让它更像一名同事，而不是聊天机器人。它拥有独立的企业身份，并能够围绕一个目标持续工作数天。 相比之下，谷歌此前推出的智能体在很多情况下主要是响应用户指令，或在单一应用中执行预设任务。 谷歌云首席执行官Thomas Kurian在文章中表示：“它会为任务选择最合适的模型，具备内置的成本控制机制，更重要的是，它拥有企业所需的安全、管理和治理能力。” 当下，谷歌正与微软、OpenAI、Anthropic以及亚马逊展开激烈竞争，希望通过高利润的企业合同将这些投资转化为收入。 纽约联储报告：若无特朗普关税，许多日常商品价格本应下降 收起; 特朗普8月证券交易流水出炉：大手笔押中Meta智能体行情 收起; 达利欧警告：美债收益率高企 美股缓冲空间正在缩小

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those that can take ownership of assigned tasks, generate code, schedule meetings, book appointments and travel, and more. It also follows the rise of consumer-facing agents like Meta’s Muse and those that operate over messaging, like Instinct and others, as well as the recent debut of ChatGPT’s Dots. The company still has a good shot at achieving scale for its agentic efforts: as Google CEO Sundar Pichai pointed out at the event’s start, Gemini today has over 1 billion monthly active users. He

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ed. A trusted publisher gets no blanket exemption; a first-party repository can still be stopped. The scanner looks for concrete behaviors: opening a reverse shell, reaching cloud-metadata endpoints or stealing credentials. Studio invokes the gate from its inference, training and export workers. The scan is not a sandbox. Once approved, remote model code runs unconfined as the Studio user. The source notes static patterns can be evaded. The gate already fires on popular models. deepseek-ai/deeps

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till works for video, data, and other USB-C connectivity like you’d expect. Microsoft is calling it Magnetic Connect, and I’m surprised the company hasn’t shortened that to Mag-C. Meta’s new AI agent will be getting a native app on Windows, Windows and Surface chief Pavan Davuluri announced at today’s event. No timeline on when, though. Meta launched a Mac Muse app in September . We’re in San Francisco today to hear what’s next for Windows and Surface. Microsoft CEO Satya Nadella, Nvidia CEO Jen

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ano Banana, and Lyria models, according to Google spokesperson Nia Carter (via The Verge ). Alongside Playground, Google and Unity announced Unity Spark , an AI tool aimed at professional development with access to the Unity Asset Store. Unity CEO Matt Bromberg says Spark targets gamers and artists who have creative ideas but lacked the technical skills to build them. The closed beta is set to launch sometime in 2026. The announcement follows similar AI game-building tools from Meta and Roblox .

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I, Nvidia, and Kakao also support SynthID, and OpenAI maintains its own site for checking content. Apple is said to be adding support soon, too. Google has baked SynthID verification into the Gemini app and Google Chrome. The company said people currently make 1 million requests to verify content every day. Microsoft and Meta have their own standards for watermarking and verifying content. However, these tools are not infallible, often failing to identify content created by their makers’ models.

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AI agent will work even if a user’s friends haven’t joined Instinct, the company said. With the launch, Instinct moves ahead in its battle with top competitors in the space, like Meta’s Muse. The latter doesn’t yet offer the group chat functionality, though Meta’s older app, Meta AI, can be added to group chats on WhatsApp, Messenger, Instagram, and Facebook. Instinct in group chats Starting today, early access users can add Instinct to group chats. A new Instinct joins and works for the whole

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from an initial test group of advertisers. The ads will also be clearly labeled and won’t influence the answers ChatGPT provides, the company notes. The move follows the launch of Meta’s Muse, an agentic AI app which is free to everyone and a growing competitor for leading AI chatbots, like ChatGPT. OpenAI introduced ads earlier this year to support its free and low-cost subscription tiers, and expanded them to India in August. Now, the plan is to woo online advertisers who want to appeal to the

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half is that 30B-class open models got good enough for agent work. Footprints are weight-only estimates; KV cache and runtime overhead come on top. Muse Glimmer is the main model. Meta distilled it from Muse Spark, the model family behind the Meta AI assistant. It targets local agents: reliable tool calls, long multi-step tasks, and recovery from failures. Meta reports 51.2 on SWE-Bench Pro and 75.5 on MCP Atlas. Context runs to 131K tokens. It is also available as an NVIDIA NIM. Full BF16 Glimm

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omputations. Rowwise expert parallelism places routed data directly into expert input buffers, minimizing the extra work needed to rearrange it. GPU-resident routing keeps routing metadata on the GPUs, so the CPU can queue work without waiting for that information to be copied back. And grouped GEMM combines many small expert computations so GPUs can execute them more efficiently. Finally, Olmo-core 3 supports MXFP8 , a lower-precision number format that represents some values with fewer bits. T

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omputations. Rowwise expert parallelism places routed data directly into expert input buffers, minimizing the extra work needed to rearrange it. GPU-resident routing keeps routing metadata on the GPUs, so the CPU can queue work without waiting for that information to be copied back. And grouped GEMM combines many small expert computations so GPUs can execute them more efficiently. Finally, Olmo-core 3 supports MXFP8 , a lower-precision number format that represents some values with fewer bits. T

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e creation of Bose Frames and Romine ran the hearing aids division. After their time at Bose, Trivedi joined EssilorLuxottica, where he led smart eyewear efforts and worked on the Meta Ray-Ban smart glasses, while Romine went on to serve as COO of hearing care company Audicus. The pair then joined forces to explore the intersection of hearing technology and smart eyewear. Legato Frames can be purchased on the startup’s website or through select eye care providers in the U.S., where they are elig

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家庭的投资全流程——从投研、规划到最终交易。 几十年前，普通散户必须致电经纪人，并为每笔交易支付昂贵佣金；而如今在平台高管描绘的蓝图中，智能体正成为华尔街的“自动驾驶汽车”：让投资者即便在完全移开注意力时，也能自动化参与股票、期权、比特币乃至预测市场合约的交易。 就在上周，嘉信理财、LPL Financial 及摩根大通等机构的股价集体下挫。市场普遍担忧，以Meta旗下Muse为代表的智能体工具，可能会自动把客户账上的闲置现金扫入收益率更高的竞品账户——这直接掐中了传统银行与券商高度依赖低成本现金吸储的盈利“命脉”。 今年早些时候，Robinhood已允许用户将Claude或OpenClaw等第三方AI助手连接到投资账户。其他经纪公司也推出了类似工具。一些精通技术的投资者构建了定制化的代理程序，这些程序就像一支微型资产管理团队，能如同对冲基金的分析师团队一样进行数据分析和市场监控。 散户接受度仍待观察 Robinhood表示，迄今已有超过15万名客户开设了智能体交易账户。但为了控制风险，智能体工具仅能调配这些独立专用账户中的资金，且用户可选择手动批准每笔交易。 Robinhood还表示

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lacement for every pending cluster, then act on it. This is the direction the rest of Modal’s scheduling systems are moving in too. On each iteration, the gang scheduler: Collects metadata for all multi-node workloads in the system; Assigns all workloads to nodes, grouping by AZ and network ID; Spins up any new capacity for workloads which do not currently fit; Sends schedule notifications to all nodes which are alive The gang scheduler pulls from the same capacity pool as everything else on Mod

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①OpenAI最新推出了一款全天候在线的智能体“Dot”，欲借此在AI数字助理这一日益激烈的赛道上与Meta等公司展开竞争； ②Dot由GPT‑6 Astra驱动，能够操作电脑从各种已连接的应用程序中提取信息，用以开展研究、起草文件、开发软件等。 财联社9月30日讯（编辑 赵昊） OpenAI最新推出了一款全天候在线的智能体“Dot”，欲借此在AI数字助理这一日益激烈的赛道上与Meta等公司展开竞争。 OpenAI首席执行官萨姆·奥尔特曼（Sam Altman）在公司开发者日活动上发布了这款新工具，同时公布了更新版Sol模型，以及一个供团队与AI协作的工作空间。 OpenAI在新闻稿中表示，Dot由GPT‑6 Astra驱动，能够操作电脑从各种已连接的应用程序中提取信息，用以开展研究、起草文件、开发软件等。 用户可以通过ChatGPT向Dot发送消息或直接与其通话，也可以通过Slack或微软Teams向它发送消息；未来，用户还将可以通过短信与其互动。 OpenAI称，其工程师目前已经在使用这款虚拟助手，每天修复数十个软件漏洞。 “这让你可以根据自己能够接受的程度，把尽可能多的责任交给你

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65 security controls. Much of this functionality was already possible through Codex and similar agentic harnesses — but Dots bundles together those features in a new package with a focus on independent agentic actions. The branding also presents a bubbly, cartoonish persona, similar to Meta’s recently released Muse agent. The Dots look like … well, dots. The little floating cartoons are a makeover for OpenAI’s software and are the latest example of a company attempting to make AI more relatable.

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seemed like a possible outlier in the Hugging Face case was really the first pulling of the string, with reports coming out seemingly every week of agents from OpenAI, Anthropic, Meta, Google, and others breaking free of their isolated environments and attacking third-party infrastructures and websites, including those with government agencies in the United States and Australia. Vendors in their assessments of the incidents also indicated disturbing agent behavior, such as collaborating with ea

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m-heavy IPO filing leaks The U.S. federal government gets an AI front door LATEST DEVELOPMENTS Image source: OpenAI The Rundown: OpenAI just introduced dots, always-on agents like Meta’s Muse that can keep working 24/7 from a cloud computer — leading a 20+ feature DevDay launch slate that also includes GPT-6.1 Sol, shared team workspaces, and an Ultrafast mode. The details: Each dot can plug into over 4,000 apps and reply in Slack, Teams, or ChatGPT, with conversations that don’t count against C

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真是……真是绕了好大一圈啊。 刚刚，9月1日才宣布恢复独立运营的Manus，发布了回归后的首个大版本更新—— Manus 2.0 。 是的，没有改名，还叫Manus，只不过是 2.0 。 新的Agent底座、新的创作工作台，还有一款全新的个人Agent应用，一口气都来了。 从被Meta收购，到拆分、恢复独立，这个曾经把通用Agent带到聚光灯下的名字，如今重新带着一整套产品出场。 其中，桌面端升级成了Manus Studio，能剪视频、做游戏，人还可以随时接手修改； 新应用Cue则给Agent配上邮箱、电话号码、钱包和电脑，几个助手还能拉进一个群里办事。 虽然这次面向海外用户发布，但Manus同时透露，面向国内市场的产品也正在筹备，团队正在组建。 除开发布本身以外，Manus 2.0的发布时间节点也颇有意思。 就在“老东家”Meta的个人Agent Muse登顶美国App Store免费榜10天后，恢复独立的Manus带着2.0和Cue回来了。 曾经的收购方和被收购方，如今在Agent赛道上成了对手。 蝴蝶飞过沧海，继续翻山越岭～ 先说这次的新应用，个人Agent， Cue 。 Cue

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