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星期三

  1. Pragmatic Engineer

    如何构建有韧性的 AI 驱动软件,并为故障做好准备

    Sam Newman 在《Building Resilient Distributed Systems》中给出 AI 时代系统韧性方案:用 RPO 和 RTO 量化灾备目标,并采用备份恢复、pilot light、warm failover、多站点 active-active 等模式。针对 AI 驱动软件,他建议多模型、多供应商、成本透明并定期评估供应商,同时关注模型变更带来的可观测性挑战。

    isions. It can also help you spot egregious overspend. Uber recently revealed that it had burned through its entire annual AI budget in just the first four months of the year, and Microsoft announced it was pulling Claude licenses from its employees, due in part to cost, apparently.5 These stories might cause one or two raised eyebrows, but they pale in comparison to the recent (admittedly unsubstantiated) report from Axios that an unnamed enterprise company spent $500 million on Claude licenses

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  2. CNET

    在 Google 账号中关闭 AI 功能会失去什么:Gmail 优先排序、日历事件提取等

    Google 允许用户在账号设置中关闭 Google Workspace 智能功能及其他 Google 产品的智能功能,从而大幅减少 Gemini 在 Gmail、Drive、Docs、Sheets 和 Slides 中的 AI 功能。但代价是同时失去 Gmail 优先排序、Google 日历从 Gmail 提取事件以及 Google 个性化搜索等既有功能。AI Overviews 无法被完全关闭,可通过禁用 Google Labs 实验或在搜索词后加“-ai”来减少出现。

    off, you can also set up a Google Search web filter. And of course, you can always use a different search engine or web browser. The Latest from Blake Anthropic, Google and Mistral Unveil Their Latest AI Models: What’s New and Why It Matters; Shopped With CVS Online? You Could Be a Part of a $20.5M Settlement; Anthropic and OpenAI Drop New High-Efficiency Models Can Vibe Coded Apps Replace Adobe and Microsoft? These AI Apps Hope So No Man’s Sky Headlines Apple’s New Wave of iPhone and iPad Games

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星期一

  1. Rohan Paul

    微软将自研 Maia 芯片作为产品主要推理系统,2027 年起部署 Maia 300

    Satya Nadella 宣布微软将把自研 Maia 芯片扩展至多吉瓦部署,成为自家产品与服务的主要推理系统,并发布第三代加速器 Maia 300。微软称 Maia 300 每瓦 token 数比领先的 GPU 系统高 40%,一个整机架在 167kW 内集成 96 个加速器、27.6TB HBM,token 吞吐量最高可达 Maia 200 机架的 7 倍。Maia 200 已在 Teams 和 Copilot 中承担生产流量,每瓦 token 数最高为领先 GPU 基础设施的 1.7 倍;Maia 300 采用多 chiplet 设计,每颗芯片配 8 组 HBM4、峰值带宽 18.0 TB/s、TDP 950W,并支持增强的 MXFP4 以压缩 KV cache。据报微软正与 TSMC 洽谈 2027 年交付超过 30 万颗 Maia 300,该数字仍在谈判中。

    Satya Nadella officially announced that Microsoft will make its in-house Maia chips the primary inference system for its products, scaling to multiple gigawatts. This will make it less reliant on NVIDIA hardware, and Maia 300 is meant to replace AMD chips too, not only Nvidia. The key claim is 40% more tokens per megawatt than leading GPU-based systems A full rack packs 96 accelerators into 167kW with 27.6TB of HBM, and Microsoft claims it delivers up to 7x the token throughput of a Maia 200 rac

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  2. BBC Technology

    英国 AI 大臣警告网络防御很可能被突破,拟用 AI 加强防护

    英国 AI 大臣 Kanishka Narayan 在记者会上表示,英国网络防御被突破“很可能,甚至不可避免”,并提到 6 月一起失控 OpenAI 智能体入侵澳大利亚政府网站的事件。他表示政府计划用先进 AI 应对威胁,此举将建立在两个已识别并修复政府系统 1000 多个漏洞的试点之上,同时英国将研究通过《网络安全与韧性法案》加强严重 AI 事件的识别与报告。Narayan 还称,近几周政府已与美国合作,为英国 AISI 保留在最强 AI 模型发布前获取访问权。

    The move was viewed at the time as a blow to AISI - which has been championed by the UK government and its partners for advancing open, constructive and collaborative AI testing. Microsoft president Brad Smith recently told the BBC the institute had helped cement the UK as the country best-placed to drive forward global regulation. On Monday, Narayan said that in the last few weeks, the government had worked with the US "to retain access for Britain's AISI to the most powerful AI models before

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  3. Computerworld

    IDC:PC 价格将高企至 2027 年底

    IDC 预计 PC 价格在 2027 年底前不会回落,内存与零部件成本上涨、供应受限叠加地缘政治和全球经济不确定性,2026 年第三季度全球 PC 出货量同比下滑 20.1%。联想以 1490 万台、23.8% 份额居首(同比降 22.6%),HP 出货 1030 万台降 30.9%,Dell 760 万台降 25%,Apple 590 万台降 11.3%。AI PC 占比上升,微软称已达出货量 40%,HP 上财季为 46%,但多数 AI 工作仍在云端,企业正重新考虑三到四年的换机周期。

    es. That’s partially because PC makers are passing higher memory and component costs on to customers, Gold said. Many new PCs have AI hardware accelerators and qualify as AI PCs . Microsoft CEO Satya Nadella at an event last week said AI PCs accounted for 40% of PC shipments. HP said on its earnings call that AI PCs made up 46% of its PC shipments in the fiscal quarter that ended July 31. The big question is whether AI PCs have any utility. HP is rolling out its own on-device AI software, called

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  4. n8n Blog

    n8n 博客盘点 11 款 DevOps 自动化工具

    n8n 博客对比了 11 款 DevOps 自动化工具,涵盖 Jenkins、GitHub Actions、GitLab CI/CD、Terraform、Pulumi、Docker、Kubernetes、Ansible 和 Prometheus 等,按 CI/CD、基础设施、配置管理、容器编排与监控等不同层级划分用途。文章建议团队按 Scope、Integration、Control、Reliability、Governance 和 Scale 六项标准评估选型,并强调各层工具之间的互操作性比单一功能更重要。

    ories, testing, artifacts, and project-management capabilities to support the broader development lifecycle. It can be an especially good fit for organizations already invested in Microsoft development and cloud tooling, but its breadth can also be a drawback: Teams looking for a lightweight or narrowly focused automation tool may find the platform larger and more complex than they need. Where n8n fits into a DevOps stack n8n is an AI-native, source-available automation platform that sits betwee

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  5. ElevenLabs Blog

    JavaScript 语音识别教程:Web Speech API 用法与局限

    ElevenLabs 发布 JavaScript 语音识别教程,讲解如何用浏览器原生 Web Speech API 的 SpeechRecognition 接口搭建实时转写网页应用,支持连续识别、interim 与 final 转写结果及语音命令匹配。该 API 无需 API key,但音频需发送到后端云服务处理,存在转写不一致、依赖浏览器、缺乏意图理解等局限,ElevenLabs 提供支持客户端与服务端流式传输的语音转文字 API 作为替代方案。

    e a speech to text API allows a broader range of commercial STT applications. Is the SpeechRecognition API (webkitSpeechRecognition) supported in all browsers? No. Only Chrome and Microsoft Edge fully support the SpeechRecognition API, while Safari offers partial support. Mozilla Firefox does not support the SpeechRecognition API. For consistent browser support, we recommend ElevenLabs Scribe v2 Realtime. What are the limitations of browser-based speech recognition? Browser-based speech recognit

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  6. Import AI

    Import AI 476:创造力与递归自我改进、不如中国的开源权重模型、AI 走向太空

    P-Zero Research 发布 TasteVal 基准,衡量 AI 的实验性研究品味:自 2025 年 12 月以来前沿模型每 3.0 个月翻一倍,最佳模型 Opus 5.5 以 2.30x 算力倍数显著超过人类基线,成本约为专家基线的 1/30。Reflection 公布 5010 亿参数 MoE(激活 23B)模型 Beam,主打 token 效率,但基准分数落后于智谱 GLM、月之暗面 Kimi 和 DeepSeek。Elorian 与 Scale AI 的 Humanity's Sixth Sense 基准显示,人类 pass@1 为 93.1,最佳 AI 系统 GPT 6 Astra 仅 53.6,GLM-5.3-flash 为 26.8、Kimi K3 为 25.5。

    Results are checked against a human baseline “drawn from 24 experts (at least two per task) who have recently worked at organizations including OpenAI, Google DeepMind, NVIDIA and Microsoft Research”. Results: “The experimental research taste of frontier models has doubled every 3.0 months since December 2025 (95% CI 1.7-5.0 months). The best model, Opus 5.5, significantly exceeds our human baseline with a compute multiplier of 2.30x (95% CI 1.15-4.37x), at roughly 1/30 of our expert baseliners’

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  7. NVIDIA Blog

    NVIDIA 在 OCP 峰会开放 Vera Rubin 架构,助力全球 AI 工厂扩展

    NVIDIA 在 OCP 全球峰会上通过 NVIDIA MGX 开放架构向 OCP 贡献了 Vera Rubin 机架与计算托盘设计,并发布 MGX 1.2 规范,支持最高 250kW 机架部署、机架级盲插液冷与 5,000A 液冷母线。NVIDIA 同时为 DSX AI Factory 平台开源 Config Manager、Cluster Readiness Engine、Rack Management Service 等组件,并与 Cisco 推出面向 400Gb/s 网络的 USFP 标准。

    ext-generation AI factory facility design — from power architecture to cooling infrastructure to physical layout. The OCP Grid Resilience Specification, published by Google, Meta, Microsoft and NVIDIA, establishes how large-scale AI infrastructure should behave during utility grid disturbances: staying connected, responding automatically and restoring to near-full load within less than two seconds. With these standards now open, manufacturers around the world have a common target to build for. E

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星期二

  1. Testing Catalog

    AI 日报:Meta 发布 Muse Wonder,微软推出 Maia 300

    Meta 发布首个前沿模型 Muse Wonder,上线 Meta Model API 与 Muse Code,定价 $4/$20 每百万输入/输出 token;最高推理版本 Muse Wonder Full 仅面向 Muse Code 订阅者,不上 API。微软发布第三代自研 AI 推理芯片 Maia 300,2027 年投产;SpaceXSI 推出覆盖 Grok、Cursor 和 X Premium 的 X Subscription,月费 $8/$30/$100/$200。

    emium $30, Super $100 and Ultra $200 per month. ANTHROPIC 🔥: - Claude Opus 5.5 is reportedly sometimes routing to a newer Anthropic checkpoint with stronger coding and 3D outputs. MICROSOFT 🔥: - Microsoft announced Maia 300, its third-gen in-house AI inference chip, rolling out to production in 2027. OPENAI 🔥: - Codex got another global usage-limit reset on Day 8. - OpenAI reopened applications for its Codex Ambassador program. NVIDIA 🔥: - NVIDIA is opening its Vera Rubin architecture to the Ope

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  2. InternLM 原创项目

    InternLM 发布 XTuner V1:面向超大规模 MoE 模型的新一代训练引擎

    InternLM 发布 XTuner V1,一款专为超大规模 MoE 模型设计的新一代 LLM 训练引擎。它支持最高 1T 参数 MoE 训练,200B 模型无需专家并行、600B 模型仅需节点内专家并行,并可在 64k 序列长度下训练 200B MoE 模型而无需序列并行;官方称其首次让 200B 以上 MoE 的 FSDP 训练吞吐超过传统 3D 并行方案,在昇腾 A3 Supernode 上的训练效率超过 NVIDIA H800。

    unity. We extend our sincere gratitude to the following pioneering projects: Training Engine: Torchtitan - A PyTorch native platform for training generative AI models; Deepspeed - Microsoft's deep learning optimization library; MindSpeed - Ascend's high-performance training acceleration library; Megatron - NVIDIA's large-scale transformer training framework Reinforcement Learning: XTuner V1's reinforcement learning capabilities have been enhanced through insights and best practices from: veRL -

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  3. SiliconANGLE

    Mitel WX 押注统一通信下一阶段:赢在一线现场,而非会议室

    Mitel 推出 Mitel Workforce Experience(Mitel WX),把语音、消息、会议、联络中心和垂直应用整合进一个按角色而非设备自适应的客户端。Mitel 委托 Vanson Bourne 对约 2000 名员工调查显示,57% 的工人因在平均 7 个工具间切换而浪费时间,79% 在需要快速行动时会选择语音。该产品 11 月起初步可用,完整平台预计 2027 年推出,支持公有云、混合云、私有云、本地和边缘部署,并可在客户自有网络上推送通知。

    majority of channel partners. No illusions there.” That honesty is welcome, and integration depth will determine how quickly Mitel WX moves beyond early adopters. Finally, there’s Microsoft Corp. Teams and Zoom Communications Inc. Mitel frames Mitel WX as complementary to both for knowledge workers. That’s sensible given the share those two vendors hold, but it means WX must win on the frontline against health care specialists and the frontline offerings from the big platforms. Mitel has a real

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  4. ZDNET · Artificial Intelligence

    2026 年最佳手机推荐:iPhone 18 Pro、三星 Galaxy S26 等七款机型实测对比

    ZDNET 在实测 2026 年各大手机后,将 iPhone 18 Pro 评为综合最佳手机,起售价 1,199 美元,搭载 A20 Pro 芯片与可变光圈摄像头,视频播放续航最高 36 小时。榜单还涵盖三星 Galaxy S26 系列、Google Pixel 11 等共七款机型,其中一款起售价 599 美元并提供七年系统更新。

    ming laptop; Best laptop under $1000; Best laptop for video editing Is Temu legit? Everything to know before placing an order; How to screen record in Windows 10 or 11; How to use Microsoft Designer’s Image Creator; How to find out if an AirTag is tracking you; How to turn on private DNS mode on Android; How to record a call on iPhone How to download YouTube videos for free; How to create a drop down list in excel; How to upgrade your incompatible Windows 10 PC to Windows 11; How to screen mirro

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  5. Computerworld

    Tether 用免费 AI 弥合智能鸿沟

    Tether 推出仅 800 万参数的免费开源模型 TranslatePsy-AfriSLM,支持 19 种撒哈拉以南非洲语言的机器翻译,小到可在多数智能手机上运行。Tether 还开发了无云 AI 平台 QVAC,通过 QVAC Fabric 的 SDK 或 QV.AC 应用集成开源语言模型,可在现成 GPU、笔记本和手机上直接推理、训练与个性化,无订阅费、无供应商依赖。Tether CEO Paolo Ardoino 称公司早已不再把自己视为加密公司,而是基础设施提供商。

    . AI should be the great equalizer, but is it? AI brings a powerful technology to the global population, currently around 17.8% of the world’s working-age population, according to Microsoft’s Global AI Diffusion report . However, access to its benefits remains uneven. Economies with the largest quarter-over-quarter gains in AI adoption include the United Arab Emirates, with Singapore and the North Atlantic following behind. Despite a growing wealth and intelligence gap, with barriers around cost

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  6. 钛媒体 · AGI

    谷歌给Agent发工牌:企业AI的下一站不是AGI,是标准主权

    谷歌云在Gemini at Work 2026大会发布Gemini agent,用户给目标后它跨Workspace与第三方应用自主拆任务、编排子Agent,长任务可在云端跑数天,仅在花钱、发信、删数据等节点找人确认,目前面向企业客户私有预览,未公布商用时间与定价。作者用结果标准、过程标准、迭代方向三层框架衡量,认为该产品在治理层给出独立企业身份、审计日志与预算上限,但迭代方向标准仍由人设定,因此企业级不等于AGI级。文中还对比微软Agent 365、Devin与国内信创要求,指出Agent之争长期比的是谁定义做好、谁审计过程、谁承担责任。

    歌没有答错的空间。 四、博弈:五个角色,抢的是同一样东西——验收权 看清结构,牌桌上每个人的位置就清楚了。 谷歌是主机厂:管总装、品控、渠道,不造每个零件。底座上模型可替换,恰恰因为它判断真正的资产在模型下面那一层。 微软是另一种主机厂,把"门禁"做到最硬。据微软公开产品信息,Agent 365于2026年5月1日正式商用,单独订阅约15美元/用户/月;纳入Microsoft 365 E7"Frontier Suite"后套件价约99美元/人/月,组合通常涵盖E5、Copilot、Agent 365与Entra相关能力。微软依托Entra身份体系为Agent分配身份、权限与生命周期管理。 微软未必让Agent最聪明,但负责让每个Agent有身份证、进不了不该进的门。 OpenAI和Anthropic是发动机厂:推理与代码最锋利,一边把模型装进别人的底座,一边又不甘心只当零件。Salesforce、ServiceNow守着业务数据主权:Agent可以来,但客户关系和工单语义不走。 再往下,四大会计事务所、头部医院、律所握着最后一层——行业数据与"老师傅标准",这层谁都拿不走,因为标准本身

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  7. Publickey

    BTCONJP 2026 情シス大会:安野贵博、ひろゆき、崎村夏彦登坛

    Business Technology Conference Japan 2026(BTCONJP 2026)将于11月27日至28日在LINEヤフー东京本社以线下加线上混合形式举办,线下票1500日元起、线上免费。OpenID Foundation崎村夏彦、チームみらい党首安野贵博将分别作首日与次日基调演讲,ひろゆき也将参与对谈。

    会社クラウドネイティブ 代表取締役社長 文部科学省 最高情報セキュリティアドバイザー 〜道半ば〜 イオングループをDXする事業会社におけるAIの導入および活用状況について 村田 龍星 イオンスマートテクノロジー株式会社 基調講演:AI時代のDX戦略 〜変革を実際に起こすために必要な考え方〜 安野 貴博 チームみらい党首 参議院議員・AIエンジニア・SF作家 Microsoft 365データの可視化による安全な生成AIの利用 国井 傑 株式会社エストディアン 公立大学法人 会津大学客員教授 スタートアップが証券会社になる日──1人目エンジニアが、金商法下でAIを開放するまで わだよし Nstock株式会社 システム統括部 部長 ぜひ公式サイトをご参照の上、チケットをお申し込みください。 ≫BTCONJP 2026 参加申し込み (本記事は一般社団法人日本ビジネステクノロジー協会提供のタイアップ記事です) IT系の雑誌編集者、オンラインメディア発行人を経て独立。2009年にPublickeyを開始しました。 (詳しいプロフィール) Publickeyの新着情報をチェックしませんか? Win

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  8. The Guardian Technology

    博通 CEO 称 AI 投资像赌场,芯片股集体下挫

    半导体股周二下跌,此前博通 CEO 陈福阳把许多 AI 投资者比作赌场赌客,称他们并不清楚自己在投什么。韩国 Kospi 指数跌 6.25%,三星电子跌 7.4%,SK Hynix 跌 10%,日本 Tokyo Electron 跌 7.15%,SoftBank Group 跌 8.5%;美股 Micron 跌 4.8%,Nvidia 跌 0.8%。中国存储芯片厂商 CXMT 称在新 Dram 架构上取得良好进展并计划推出产品,投资者担心其挑战三星、SK Hynix 和 Micron。陈福阳还提到 OpenAI 截至 9 月底的年化收入为 500 亿美元,但仍因训练投入巨大而亏损。

    ets; Technology sector; AI (artificial intelligence); Computing; news Threat of AI share crash puts world financial stability at risk, says IMF1d ago; AI less regulated than milk, Microsoft president says in warning over safety2d ago; OpenAI projected to bring in $20bn less in revenue than expected5d ago; ‘Dystopian’: Co-op becomes latest firm to put staff under AI surveillance6d ago; Accept ‘bad things’ in return for benefits of AI, says Sam Altman5 Oct 2026; Internet Watch Foundation reports h

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  9. The Decoder

    微软研究:清空对话历史可让 AI 智能体找到更好方案

    微软研究院发现,长时运行的自动研究智能体即便增加算力也会陷入“想法盆地”,同一任务八次独立运行的最终得分在 68.3 到 100.0 之间。其提出的 Fork-and-Flush 方法让智能体分成 K 个并行分支并清空各自对话上下文、只保留工作区,在同等算力预算下取得 0.78 的归一化平均分,高于单次运行的 0.47 和 best-of-4 的 0.54,相对提升分别为 66.0% 和 44.4%。该方法在 13 个长时任务中的 12 个取得最高平均分,归一化标准差从 0.26 降至 0.16,仅清空上下文而不分支也能带来 22% 的提升。

    Long-running AI research agents can plateau despite additional compute, a Microsoft Research study finds. Accumulated conversation context can constrain their search, keeping them focused on similar solutions instead of exploring better approaches. Microsoft researchers studied what they call "Autoresearch agents," AI systems that repeatedly propose solutions, evaluate them, and refine them based on feedback. Eight independent runs of the same agent on the same task plateaued at significantly di

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  10. Latent Space

    Meta MSL 发布第二代模型 Muse Wonder,第三方评测接近前沿

    Meta Superintelligence Labs 发布第二代模型家族 Muse Wonder(代号 Watermelon),距实验室成立约 14 个月。Artificial Analysis 的 Intelligence Index v4.3 中 Wonder Full(max)得 56、Wonder(max)得 52,高于 Muse Spark 1.3 的 48,Opus 5.5 以 58 领先;提升最大的是智能体能力,Terminal-Bench 4.0 从 33% 升至 57%。规格为 1M 上下文,输入支持文本、图像、视频和音频,输出仅文本,定价为每百万 token 输入 4 美元、缓存输入 0.20 美元、输出 20 美元。

    scores 25.5% on SWE-bench Verified (@rdolmedo ); Test-writing gap: Frontier agents’ tests catch fewer than 55% of logical mutants (@nielstron) Inference Systems, Silicon and Power Microsoft Maia 300: Microsoft claims 40% more tokens per megawatt than leading GPU systems and 7× the rack-scale throughput of Maia 200 (@Microsoft). Maia is planned to become the primary inference system for Microsoft’s own products starting in 2027 (details); Other hardware:Intel Crescent Island: 480 GB of LPDDR5X, 1

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  11. NVIDIA Blog精选

    NVIDIA 为 RTX Spark 笔记本铺开本地 AI 软件与模型生态

    NVIDIA 宣布 RTX Spark 笔记本将于 10 月 16 日上市,并联合生态伙伴推出配套软件与性能优化,覆盖 GitHub Copilot、Hermes、OpenClaw、Perplexity 等智能体应用。专为本地智能体打造的 Nemotron 3.5 Bolt 74B-A9B 24GB 模型于 10 月 15 日发布,采用 74B 参数、9B 激活参数的 MoE 架构和 2-bit 量化,可通过 llama.cpp、vLLM、Ollama、Unsloth 和 LM Studio 运行。个人 AI 路由器 NVIDIA PAIR 正式结束 beta,新增 llama.cpp 支持与 Hugging Face 直接下载模型,并支持 Windows、Linux 和 macOS。

    k of NVIDIA RTX and CUDA technologies for creators, developers and gamers, while unlocking a new paradigm in personal computing via powerful local AI agents. Last week, NVIDIA and Microsoft announced that RTX Spark laptops will be available on Friday, Oct. 16. Ahead of the launch, NVIDIA and its ecosystem partners are rolling out new software features and performance optimizations to expand what’s possible with local AI on RTX Spark. New and upcoming RTX Spark updates — among the thousands of ap

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