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并承诺未来十年至少投入5180亿美元算力与基础设施，此次降价被解读为上市前“抢开发者”与“保毛利”之间的取舍。 三、微软推出Copilot for Legal，上线20余项法律专用AI技能 1.产品落地：微软于10月16日宣布Copilot for Legal面向全球商用客户正式可用，把20多项法律专用技能嵌入Word桌面版与跨应用智能工作区Cowork，需Microsoft 365 Copilot商用授权，所有AI输出均须人工核验、律师保留最终语言掌控权。 2.数据验证：其前身Legal Agent于今年4月进入Frontier早期访问，六个月试用中超1800名用户生成近10万处编辑建议、约七成被采纳；微软内部评估显示编辑流畅度超90%、简洁度超95%、相关度超85%，能力现整合为法律插件正式商用。 3.竞争与格局：五个月内Anthropic（5月Claude for Legal）、Google（8月Gemini Enterprise for Legal）、OpenAI（9月Astra for Law）相继押注法律垂直；微软伙伴名单涵盖Bloomberg Law、iManage、Do

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All articles For tests in a clean, isolated browser, use Playwright MCP: it is Microsoft's official server and runs Chrome, Firefox or WebKit. To debug performance, network requests or console errors, use Chrome DevTools MCP: it records real DevTools traces. To let a coding agent work in your own logged-in Chrome, use Browser Harness: it attaches to the Chrome you already use. In our matched eval of four tools, run as a CLI and skill on a cloud browser, it tied the others on score and used the f

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-aware routing: Giving a router the session history passes 3.3 more points of tasks at the same offloading rate. Cache costs make switching up to the expensive model unprofitable (Microsoft). FDE-Gym: The best agent configuration fully resolves only 14 of 95 real customer-delivery tasks, mostly failing on unstated constraints (FDE-Gym). Harness nondeterminism: OpenHands looks stable mainly because it hardcodes temperature 0. Normalizing tool outputs fixes much of the variance in other harnesses

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to each other, but we’re narrowing down the number of labs who can compete in the US from a much wider net with surprises, to the 5 of Anthropic, OpenAI, Meta, Gemini, and xAI. If Microsoft starts releasing models, as they’re posting strong scaling science results, they could join this list — given their financial backing with a hyper-scale business and direct access to OpenAI’s intellectual property for training models. The best models we’ve seen from the “tier 3” players like Mistral, Nemotron

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UPDATED 20:39 EDT / OCTOBER 16 2026 Microsoft reveals cutting-edge MAI-Base-2 model with 2T parameters by Maria Deutscher Microsoft Corp. has developed a new large language model that it says is significantly more efficient than leading open-source alternatives. The company’s artificial intelligence research group detailed the algorithm on Thursday. MAI-Base-2 is not a full-fledged LLM but rather a base model, a kind of no-frills prototype. Developers turn base models into LLMs by putting them t

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ompetition in each. Runtime enforcement and AI security include Palo Alto Networks, Guardrails AI, Kong, Lakera, HiddenLayer and Protect AI. Hyperscaler-native governance includes Microsoft Purview and Azure AI, Bedrock Guardrails and Vertex AI governance. Specialist or AI governance leaders include IBM, OneTrust, Credo AI, Holistic AI and ModelOp. Traditional GRC and model-risk tools include Archer, AuditBoard, MetricStream, LogicGate and Navex. Notably, twelve of fifteen respondents were evalu

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trick撰写了后半部分。再次说明，我们只有一周时间，而且我们整周都在OCP 2026报道该展会。那么，闲话少说，让我们直接开始吧。 谈到Surface Laptop Ultra的设计，无法回避的事实是，这旨在成为微软对MacBook Pro的回应。因此我们只能直面它。微软想与苹果的旗舰笔记本竞争，而这就是他们认为Windows同类产品应该有的外观和表现。 Microsoft Surface Laptop Ultra-Front 1 当然，微软对设计笔记本并不陌生。他们的主流Surface笔记本已发展到第8代，Surface Pro二合一设备也是如此。但公司需要在Ultra上提升水平。他们正在打造一款高端笔记本，搭载更强大的SoC，并收取比以往更高的价格。 这款15英寸笔记本旨在兼顾生产力笔记本与便携笔记本之间的界限。它对于桌面替代级笔记本来说略小，这意味着它具有合理的便携性。但它不像较小的主流Surface Laptop那样是轻薄超便携产品。相反，这款笔记本厚19mm、重量恰好2kg，契合移动开发者的心态。 Microsoft Surface Laptop Ultra-Rear 1

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rocess. “Land and power have become so scarce at the scale that these big tech companies need,” Thomas said. So, if a developer can shorten the timeline, “a company like Google or Microsoft or Meta may be willing to pay you a huge premium … It’s potentially a way to make millions of dollars very quickly.” Rucci is no stranger to taking on risk. He has owned a strip club, addiction treatment centers and dozens of accounting and real estate endeavors. In 2010, while operating the strip club, Go Go

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-aware routing: Giving a router the session history passes 3.3 more points of tasks at the same offloading rate. Cache costs make switching up to the expensive model unprofitable (Microsoft). FDE-Gym: The best agent configuration fully resolves only 14 of 95 real customer-delivery tasks, mostly failing on unstated constraints (FDE-Gym). Harness nondeterminism: OpenHands looks stable mainly because it hardcodes temperature 0. Normalizing tool outputs fixes much of the variance in other harnesses

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e科学探索人物手机游戏视点·观察阿里云微软通信技术Android软件和应用SONY 索尼the United States美国Apple iPadWindows PhoneIntel英特尔腾讯HTC安全Mozilla FireFox小米科技百度通信运营商媒体播放器 / 视频网站BlackBerry 黑莓网络应用 / Web AppsGoogle ChromeMicrosoft XBOX硬件 - 上网本 / 平板电脑 / 超极本电子商务 - B2C / B2BLenovo 联想LGYahoo! 雅虎AMDSNS 社交网络诺基亚Windows 7Huawei 华为中国移动中国联通中国电信更多...排行 Claude突然说中文了，网友的第一反应却是：快跑，Dario又来钓鱼了！这两天，Claude网页端和桌面端弹出“选择您的语言”，中文（简体）稳稳打着勾，中文（繁體）并排挨着。 按钮、菜单、设置页，整页都是中文。语言列表一口气拉到三十多种，网页和桌面端先上，手机App还没跟。 更刺激的在结账页：账单国家的下拉菜单里，China赫然在列，20美元的Pro、200美元的Max，都能选。 X上的中

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rick撰写了后半部分。再次说明，我们只有一周时间，而且我们整周都在OCP 2026展会现场报道。那么，闲话少说，让我们直接开始吧。 谈到Surface Laptop Ultra的设计，无法回避的事实是，这旨在成为微软对MacBook Pro的回应。因此我们只能直面它。微软想与苹果的旗舰笔记本竞争，而这就是他们认为Windows同类产品应该有的外观和表现。 Microsoft Surface Laptop Ultra-Front 1 当然，微软对设计笔记本并不陌生。他们的主流Surface笔记本已发展到第8代，Surface Pro二合一设备也是如此。但公司需要在Ultra上提升水平。他们正在打造一款高端笔记本，搭载更强大的SoC，并收取比以往更高的价格。 这款15英寸笔记本旨在兼顾生产力笔记本与便携笔记本之间的界限。它对于桌面替代级笔记本来说略小，这意味着它具有合理的便携性。但它不像较小的主流Surface Laptop那样是轻薄超便携本。相反，这款笔记本厚19mm、重量恰好2kg，契合移动开发者的心态。 Microsoft Surface Laptop Ultra-Rear 1 微

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The platform delivers 4.6x faster coding-agent performance, 2.7x faster fine-tuning, and 1.8x faster code compilation compared with Intel Panther Lake 12Xe. NVIDIA partnered with Microsoft to expand the Windows on Arm software stack, adding the first PyTorch-CUDA build, Python 3.15 native by default, over 2,000 Conda packages, and Arm-compatible versions for more than 97% of the top 15,000 Python packages. Nemotron 3.5 Bolt 74B-A9B 24GB, a 74B-parameter mixture-of-experts model quantized to 2 b

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es are suing OpenAI over harms to kids. And even many people in tech are calling for more controls, including several hundred AI researchers worried about cybersecurity issues and Microsoft President Brad Smith, who says AI is less regulated than a carton of milk. One big issue: Who gets to say any particular AI is safe? That’s the question Dave Vellante explored in his latest Breaking Analysis. He concluded that “we should advance the evidence and engineering for control alongside the capabilit

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ember 2025 to early 2026. “Running more agents only helps if developers can actually manage the work those agents create,” said Engineering Manager Amit Gazal. Image: SiliconANGLE/Microsoft Designer A message from John Furrier, co-founder of SiliconANGLE: Support our mission to keep content open and free by engaging with theCUBE community. Join theCUBE’s Alumni Trust Network, where technology leaders connect, share intelligence and create opportunities. 15M+ viewers of theCUBE videos, powering c

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日 2 分钟 特朗普的超级智能法令推动 .si 域名注册激增 2026年10月2日 1 分钟 美国 FTC 将调查 Anthropic 和 OpenAI 2026年10月2日 2 分钟 显示更多 观点 10 月补丁星期二：1,408 个 CVE、1 个被利用漏洞和 SharePoint 的意外 By Greg Lambert2026年10月16日13 分钟 Microsoft OfficeMicrosoft SharePointWindows 安全 新闻分析 Apple 的 AI 大周以 Mac + Muse AI 超级计算机收官 By Jonny Evans2026年10月16日10 分钟 Apple人工智能Mac Xbow 花 4 万美元 AI 算力，把 Google Chrome 彻底攻破 By Maxwell Cooter2026年10月16日2 分钟 浏览器安全浏览器Chrome 播客 你的技术栈真的能应对 AI 吗？ 2026年8月11日30 分钟 人工智能企业架构生成式 AI 播客 Microsoft Copilot 增长、ClaudeBleed 风险、LinkedIn

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proving what it earns is the harder part: Companies including Santander, Axa and ABN Amro are grappling with how to demonstrate measurable business value as AI deployments expand. Microsoft pushes custom AI chips with Azure Maia 300: The tech giant unveiled its third-generation Maia AI chip as it expands its custom silicon strategy and puts Maia 200 to work powering Copilot. DeepSeek and what enterprises should learn from AI agent exploits: Another case involving an out-of-control AI model highl

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he same transaction. External agents show up either as the user who connected them or as a generic system user. Tellingly, where a vendor has built agents into its own product, as Microsoft has in Business Central, it gave them dedicated user accounts. That is the same pattern I recommend below, just reserved for the vendor’s own agents. None of this means giving up. Between the agent and the accounting system, you control almost everything: per-agent credentials towards your own layer your own

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ich it said is free to start. Launch platforms named by the company include Amazon Web Services, Baseten, Cloudflare, CoreWeave, Databricks, Fireworks AI, Google Cloud, LM Studio, Microsoft Azure, Modal, Nebius, NVIDIA NIMs, Ollama, OpenRouter, Oracle, Together AI, Vercel, and Weights & Biases, among others. For on-premises, sovereign, and air-gapped environments, Dell and HPE deliver Beam behind the firewall. Precision Formats and Framework Support Reflection released the weights in BF16, FP8,

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Google Tag Manager (noscript) End Google Tag Manager (noscript) Microsoft and Nvidia are promoting the RTX Spark platform as a new class of Windows PCs for local AI, creators, developers, and gaming. Which, when you think about it, is very close to how Copilot+ PC was marketed when the platform first arrived two and a half years ago. But that makes sense, too: As I pointed out in Welcome to the Nvidia RTX Spark Era ⭐, RTX Spark is the third generation AI PC platform, and each of these was a majo

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on various platforms at launch including: Amazon Web Services, Nscale, Applied Compute, Baseten, Cloudflare, CoreWeave, Databricks, Fireworks AI, Google Cloud, Hermes, LM Studio, Microsoft Azure, Modal, Nebius, Nvidia NIMs, Ollama, OpenCode, OpenRouter, Oracle, Together AI, Vercel, and Weights & Biases. For on-premises, sovereign, and air-gapped environments, Dell and HPE deliver Beam behind the firewall. It’s the same open stack a developer runs on a laptop, deployed at enterprise scale with n

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