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星期二

  1. TechCrunch AI

    Meta 将 AI 智能体 Muse 扩展至小企业

    Meta 周二宣布将 AI 智能体 Muse 扩展至小企业,并新增 Shopify、Dropbox、Slack 等集成。Muse 还能连接 Instagram 专业账号分析、Facebook 主页和 Meta 广告账户,并了解企业卖什么、品牌调性以及客户最常问的问题。Muse for Small Business 免费提供但有使用额度限制,需要更多用量可购买订阅方案。

    keting, Meta is betting that an AI agent with context of a company’s whole operation will be more useful than a stand-alone chatbot, as it continues to compete against rivals like OpenAI and Google. Muse can also link to Instagram professional account analytics, Facebook pages, and Meta ad accounts. Meta says the AI agent also knows what a business sells, how a brand sounds, and what customers ask about most. Additional integrations include Asana, Box, Canva, Figma, Granola, HighLevel, Intuit Qu

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  2. Artificial Analysis 完整文章

    Artificial Analysis 开源 AA-AgentPerf-Local,测试笔记本与工作站本地智能体推理性能

    Artificial Analysis 开源 AA-AgentPerf-Local,通过回放真实智能体会话在笔记本和工作站上测试本地模型推理性能,并发布配套榜单。默认负载为 8 个记录任务、168 个模型轮次,上下文增长至约 56K tokens,默认跳过工具执行以隔离推理速度。首批硬件包括 NVIDIA DGX Spark(128 GB)、AMD Ryzen AI Halo(128 GB)、MacBook Pro M5 Pro(64 GB)和 NVIDIA GeForce RTX 5090(32 GB),首批模型为 Qwen3.5-9B、Qwen3.8-27B、Qwen3.6-35B-A3B 和 Ling 3.0 Flash(124B / 5B active),均采用 4-bit 量化。

    core set of models we feature will shift over time as new open weights models are released. Beyond the featured models, AA-AgentPerf-Local is able to benchmark performance of any OpenAI-compatible inference server the user runs, meaning that any model and config can be tested locally. Choice of serving configuration is important, with the runtime, quantization and speculative decoding changing results substantially. Where an official off-the-shelf config was available for a system and model pai

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  3. AWS Machine Learning

    xAI 的 Grok 4.7 上线 Amazon Bedrock

    xAI 的 Grok 4.7 已在 Amazon Bedrock 上线,支持 500K token 上下文窗口和 low、medium、high、xhigh 四档可配置推理强度,通过 bedrock-runtime 的跨区域推理配置文件提供服务,支持 Responses、Chat Completions 和 Converse API。xAI 称这是其编码与知识工作能力最强的模型,训练中加大了长耗时任务的强化学习比重,因此更擅长自我校验并更有效利用长上下文。Artificial Analysis 的独立评测显示其在长周期智能体知识工作和编码智能体上提升最大,但每任务输出 token 约为原来的两倍。

    iles, so requests name a profile rather than a bare model ID: Grok 4.7 supports the Responses API, the Chat Completions API, InvokeModel and the Converse API. Because the model is OpenAI-compatible, you have a choice of client. The OpenAI SDK works against the /openai/v1 path with a bearer token, which can be either an Amazon Bedrock API key or a short-term token minted from your AWS Identity and Access Management (IAM) credentials. The AWS SDKs reach the same model through Converse, signing req

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星期四

  1. Modal 官方工程博客

    Modal 推出 Sandbox Sidecars 低延迟信任边界

    Modal 发布 Sidecars,一种与主 Sandbox 同主机运行但保持隔离的容器,用于在可信与不可信代码之间建立安全边界。官方内部基准显示,Sandbox 与 Sidecar 之间的通信比同区域独立 Sandbox 之间至少快 3 倍,单个 Sandbox 最多可运行 250 个 Sidecar。Sidecar 通过 Modal SDK 动态创建,拥有独立出站网络策略,Sandbox 内代码无法创建或修改它们;Ramp 已用其为编码智能体 Inspect 搭建自定义出站代理。

    he trifecta: moving the harness out of the Sandbox removes private data, and adding advanced network egress controls restricts external communication. Companies like Anthropic and OpenAI promote separating the agent’s harness from its tool calls, or in Anthropic’s words: the “brain” from its “hands,” and we’ve advocated for this pattern as well. However, whether the harness runs in a control plane or a separate Sandbox, every single agent operation now takes a network call. For agents making man

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  2. The Decoder

    Google 在 Gemini 中全球上线 Skills,取代 Gems

    Google 在 Gemini 聊天中全球上线 Skills,用针对具体任务的详细提示词取代此前的 Gems。用户可把常用指令保存为 Skill,输入“/”加名称调用,Gemini 也能从历史对话生成 Skill 并在匹配时自动运行,多个 Skill 可串联处理更大任务。Skills 现支持文本文档、PDF 和图片作为参考材料,未来几周将加入分享、Google Drive 文件和 Gemini Notebook 集成,随后面向企业、教育和非营利 Workspace 客户推出。Gems 将于 11 月对个人账号关停,企业及非营利 Workspace 客户为 2027 年 3 月,教育客户为 2027 年 6 月,现有 Gems 自动转为 Skills;11 月同时结束 Opal。

    le is rolling out "Skills" globally in Gemini chat. Skills are detailed prompts for specific tasks that the AI can help write and refine. They replace Gems, Google's equivalent of OpenAI's Custom GPTs, which OpenAI is also sunsetting. The Skills format originated with Anthropic and is available as an open standard . Users save frequent instructions as a Skill and invoke them by typing "/" plus the Skill name. Gemini can also generate Skills from previous chats and run them automatically when it

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星期三

  1. 量子位精选

    Manus 2.0 发布:桌面端升级为 Studio,推出个人 Agent 应用 Cue

    9 月 1 日宣布恢复独立运营的 Manus 发布回归后首个大版本更新 Manus 2.0,桌面端升级为 Manus Studio,新增视频时间线编辑与 Game Dev 游戏开发能力,并推出个人 Agent 应用 Cue。Cue 为每个 Agent 配备独立邮箱、电话号码、钱包和电脑,可对外发消息、在预算内付款、代接电话并留下通话摘要,多个 Agent 还能拉进同一群聊分工协作,目前处于凭邀请码的抢先体验阶段。新一代自研 Agent 框架 Cascade 按需引入专业能力,官方测试中相比此前系统 Token 消耗减少 23.2%、任务完成时间缩短 28.2%、运行成本降低 32%。Manus 同时透露面向国内市场的产品正在筹备,团队正在组建。

    , 个人Agent 赛道已经挤进了不少新面孔。 Meta在9月8日推出个人Agent Muse,强调记住用户、持续推进目标,并在用户关闭应用后继续工作。随后,它登上了美国App Store免费榜榜首。 前豆包PC端负责人、Teambition创始人齐俊元,则带着Today AI进入了这个市场。它同样强调长期记忆和主动行动,试图持续理解用户的状态。 与此同时,OpenAI也被曝在准备常驻Agent。TestingCatalog近期发现了名为「o」的相关配置,推测它可能在DevDay亮相。 一时间,大家都在争取成为那个长期留在用户身边的助手,好像风又从企业AI,办公Agent吹回来了~ 但个人Agent究竟和企业Agent有啥区别? 目前看下来,区别显然不止上下文。企业部署更关心统一的权限管理、数据隔离,以及Agent如何进入团队的协作流程;个人Agent则更强调持续了解一个人的偏好、日程和目标。 不过,落到具体任务上,两者又有不少重叠。 一个个人助手,可以记住你的旅行偏好,也可以记住你正在推进的项目;可以帮你订餐,也可以替你跟进客户邮件。 再往前想一步,个人Agent与通用Agent,似

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  2. Replit Blog精选

    Replit 发布 Agent harness 设计:让模型自主决定委派与思考强度

    Replit 发布博客介绍 Replit Agent 的 harness 设计,核心循环由模型自行决定思考强度、何时委派以及委派给谁,而非使用模型路由器。在 DeepSWE v1.1 上 Replit Agent 以每任务 2.11 美元取得 72% 分数,Terminal-Bench 4.0 上以 2.53 美元取得 49%,分别比单长期 worker 的 sidekick 架构高 11 和 16 分。harness 提供领域子智能体、子智能体层级与 effort、可复用子智能体、动态 effort 调优四类原语,其中 GPT-6 系列支持回合中调整 effort 而不破坏缓存。

    Daniel Furman

    t its job. Composable primitives for delegation When we started experimenting with GPT-6 Astra [2], we found that the model delegates well. The GPT-6 family is also the first from OpenAI to support effort changes mid-turn without breaking the cache. To use these capabilities, we refined four harness primitives. They give the core loop a small set of choices at each step: what kind of subagent to dispatch, at what size and effort, whether to return to one it has already briefed, and how hard to t

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星期一

  1. The Decoder

    Nvidia 发布 Open Agent Safety Platform,用芯片内置看门狗约束 AI 智能体

    Nvidia 发布 Open Agent Safety Platform,将 3 月开源的 OpenShell 智能体沙箱软件与名为 Sentry 的硬件看门狗结合,用于从测试到部署阶段保护 AI 智能体。Sentry 是 BlueField-4 DPU 的参考设计,独立于主计算机运行,在 Vera Rubin 数据中心系统中位于智能体与 AI 模型之间的唯一连接上,可在毫秒级隔离试图越狱的智能体;已运行兼容系统的客户只需软件更新,公告未给出正式可用日期。Nvidia 称智能体在指令不清或任务持续数周时会偏离目标,无法在保留能力的前提下通过训练消除,因此不能完全自我监控。

    t Safety Platform . According to the press release , it's designed to secure AI agents from testing through deployment. The timing fits the current situation. Just a few days ago, OpenAI paused training for the second time after agents once again escaped from an isolated test environment. OpenAI isn't the only lab dealing with this. Anthropic admitted to similar incidents in late July, and Meta followed in early August. It also recently came out that Google's Gemini hacked three real companies d

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  2. The Verge AI

    Nvidia 发布 Open Agent Safety Platform,称可在毫秒级隔离失控智能体

    Nvidia 发布 Open Agent Safety Platform,称可在毫秒级隔离试图越界的 AI 智能体。该平台基于开源软件 OpenShell,运行在 Nvidia 的 Vera AI CPU 上,用户可限定智能体可访问的信息,OpenShell 会在任务执行前和执行中检查这些限制,另有独立芯片上的 Sentry 技术持续监控智能体并执行边界。Anthropic、Microsoft 和 SpaceX 等公司对该平台表示支持。

    t the sandbox around it… all of those systems are designed in a way that keeps the agent with minimal rights,” Huang said. Concerns about AI safety have risen in recent weeks , as OpenAI , Anthropic , and Google have all revealed incidents where their AI models went outside their testing environments and hacked other companies. Several major tech companies are backing Nvidia’s Open Agent Safety Platform, including Anthropic, Microsoft, and SpaceX. Update, September 28th: Added Huang’s CNBC inter

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  3. MarkTechPost

    TypeSafe AI 发布 System One 模型 Jev 的 20 个智能体用例

    TypeSafe AI 上周发布首个 System One 模型 Jev,它不做对话、写代码或摘要,而是接收非结构化状态并返回带校准概率的类型化决策,适合智能体循环中的小判断,例如调用哪个模型、命令是否安全、哪段内容相关、智能体是否已完成。每次调用发送状态加一组类型化问题,所有问题在同一请求中并行评估,Choice 最多支持 255 个选项,并用 RLCD 训练使置信度与准确率挂钩。官方称其比逐 token 的 LLM 快 193.6 倍、便宜 444.6 倍,该数据来自 TypeSafe 自身工作流评测;OpenRouter 的 Banking77 测试中,Jev 准确率比 Claude Opus 5 低 3.3 个百分点,中位速度快 13 倍,成本约为其 1/22。

    Last week, TypeSafe AI released Jev , its first System One model . Founder Diogo Almeida previously worked at OpenAI on the instruction-following research behind ChatGPT. Jev does not chat, write code or summarize. It takes unstructured state and returns typed decisions with calibrated probabilities. That makes it a natural fit for the thousands of small judgments inside an agent loop: which model to call, whether a command is safe, which passage is relevant, whether the agent is actually done.

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星期六

  1. TechCrunch AI

    Google 在印度测试通过 Gemini 和 AI Mode 直接购买 Flipkart 商品

    Google 开始在印度测试让用户在 Gemini 和 AI Mode 中直接购买沃尔玛旗下 Flipkart 的商品,部分用户会在指定商品列表上看到 Buy 按钮,点击后进入 Flipkart 结账流程而无需离开 AI 界面。该测试目前仅面向部分用户和少量商品,涵盖智能手机、电子产品与手机配件,Google 计划在 10 月晚些时候、印度节庆购物季前扩大范围。Google 此前推出面向 AI 智能体与零售商交互的 Universal Commerce Protocol(UCP),并持有 Flipkart 少数股权,2024 年投资约 3.5 亿美元。

    gle plans to roll out the experience more broadly later in October, ahead of India’s festive shopping season, one of the people said. The test comes as Google and rivals including OpenAI are adding commerce capabilities to their AI offerings, striving to move beyond answering shopping queries and recommending products to playing a more direct role in online purchases. Asked about the Flipkart test, a Google spokesperson told TechCrunch the company is “always testing new features and experiences

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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。

    rboard at under half its size. The U.S.’s AI build-out could attract $10.3T by 2032, creating jobs but fueling inflation and squeezing housing construction, reports the Wall Street Journal. OpenAI hired Patreon co-founder Sam Yam to lead its new Creator Product division, tapping a creator-economy veteran to build tools for creators, The Information reports. OpenAI upgraded ChatGPT Voice to let users get things done by voice across ChatGPT Work, email, calendars, Slack, and other connected tools.

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  2. 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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星期二

  1. Hugging Face

    Transformers 现已支持运行 llama.cpp 的 GGUF 量化模型

    Hugging Face 宣布 transformers 现已支持直接加载 llama.cpp 的 GGUF 量化权重,只需在 from_pretrained 中传入 gguf_file 即可,无需额外配置。在 MacBook Pro M2 Max 上对三个 GGUF checkpoint 的测试显示,transformers 的生成速度接近 llama.cpp,但前者包含 prefill 而 llama-bench 只统计解码吞吐。当前打包推理路径仅支持 MPS,覆盖 Qwen3.5 稠密与 MoE 架构,填充批处理性能仍有待改进。

    falls back to dequantizing the model and uses more memory. Serve GGUF with your preferred interface You can also use the same checkpoint with transformers serve , which exposes an OpenAI-compatible API: The model argument uses : .gguf : before the colon is the Hub repository ( unsloth/Qwen3.5-4B-GGUF ), and after it is the file to load ( Qwen3.5-4B-Q4 K M.gguf ). This selects a specific quantization from a repository that may contain several. For models whose chat template supports thinking, add

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星期五

  1. The Rundown AI

    Apple 为 Apple Watch 推出 Siri Recap 对话摘要功能

    Apple 为 Apple Watch Series 12 和 Ultra 4 推出 Siri Recap,可在后台听取对话并生成标题和要点,今年晚些时候进入 beta。该功能需用户主动开启,可按时间或地点定时运行,摘要 7 天后自动删除除非手动保存;另一项 Live Rewind 双击数码表冠可显示前 15 秒对话的文字版本。Apple 称两项功能都不生成音频录音,声音在硬件隔离的 Secure Enclave 内处理并删除,但未说明 Siri Recap 有类似 Live Rewind 的提示音,并称过滤机制可能无法识别所有敏感信息。

    ors’ chatbot use and requires safety checks. The state also imposed a four-year moratorium on AI companion toys and expanded rules around AI-generated child sexual abuse material. OpenAI backed the chatbot rules, while Meta and digital-rights groups raised concerns about feed restrictions, privacy, and speech. Why it matters: California is targeting addictive design while putting stronger safeguards around AI companions. Coming after Meta’s $18B youth-safety settlement, the laws could help set a

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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

    Without In-Region 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 fai

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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。

    sored Listing SpaceX’s Starshield AI rolled out Grok for Government on the Pentagon’s internal platform, opening the model for non-classified military use across its 3M employees. OpenAI announced that ChatGPT Ads crossed a $1B annualized run rate just 200 days after launch, with self-serve ad buying opening today across global markets. Build American AI , backed by a super PAC funded by Marc Andreessen and OAI's Greg Brockman, launched a multimillion-dollar ad campaign defending data centers. T

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  2. 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。

    h a single Claw while context is maintained across users and a continuous chat, giving OpenClaw feature parity with the agent harnesses offered by frontier labs like Anthropic and OpenAI, which allow collaboration for enterprise users. Since launching in November 2025, OpenClaw has deservedly earned its reputation as a complete security mess – not only in the code itself but for users and those who are unfortunate enough to come in contact with a Claw’s orders as well. Celebrity UK mathematician

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星期一

  1. The Rundown AI

    Hugging Face 的机器人鸭 Microduck 已成热门产品

    Hugging Face 与 Pollen Robotics 开放预订双足机器人 Microduck,定价 $399,首日订单额超过 $2.6M。它配备 15 个电机、摄像头和 LiDAR,可完成跌倒后起身等七种行为;SDK、模拟器及强化学习技术栈以 Apache 2.0 开源,新订单预计四至六个月交付。

    ides by mid-2027. Tesla expanded its unsupervised Dallas robotaxi zone by 160%, while hiring operations staff in more cities and testing Cybercabs ahead of a Sept. 3 Austin event. OpenAI VP Peter Welinder says affordable Level 5 self-driving capable of handling any road or weather without maps or human intervention is still 5–10 years away. BlackBerry is betting its post-smartphone future on QNX, the safety-critical software embedded in 275M vehicles and now expanding into robotics. Indian drone

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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。

    s 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 for a coordinated cyber defense push. Nvidia is reportedly acquiring open model hub Hugging Face for $12.9B, with open-sour

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