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s in seconds. Agents can run tests, inspect failures, and revise code before opening a pull request, avoiding the CI queues that become harder to manage as vendors like Cognition, Microsoft, and Augment Code turn coding agents into shared team infrastructure running multiple sessions in parallel. To avoid rebuilding environments on every run, Checks uses warm snapshots with dependencies already installed and refreshes them in the background when the lockfile changes. Each workflow step runs in a

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If everyone has an AI inference problem, with tokens still being too expensive to generate even with state of the art GPU and XPU accelerators, Microsoft probably has the biggest inference problem in the world. For one thing, running inference for OpenAI ChatGPT models as well as helping the AI model builder train its models is a big job. And then all of Microsoft’s worker productivity and back office applications are being infused with AI routines, and this is driving usage up the hockey stick

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cruiting marketplace. There is no dearth of competition in this field, of course. OpenAI , Amazon , Cloudflare, and Perplexity have already shipped their decision models too, with Microsoft following on last week. A pattern developers are already testing Using Jev and similar models for building user interfaces isn’t completely new, though. CopilotKit, an open source framework for adding AI copilots to apps, published a recipe in which Jev picks which prebuilt panel to show, with an OpenAI model

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HR and finance data through copies in a data lake or through service accounts, but, the company argues, those approaches bypass those access controls (though companies like SAP , Microsoft, and others would surely argue that they, too, have access control in place). MCP tools, SQL, and a shared runtime For AI developers, the main entry point to the Workday ecosystem is Agent-Ready Tools. That’s the company’s MCP server, which ships as part of Workday Extend AI. Users sign in with their own Work

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as financial closing or preparation of workforce plans by HR. Sana also works within other AI tools and platforms including Anthropic Claude, Google Cloud’s Gemini Enterprise, and Microsoft Copilot, as well as within Microsoft Teams and Slack. But, Workday said in its announcement, “third-party AI tools and platforms never get raw access to Workday data — they can now access this data through Sana, and Sana does the reasoning, applies each company’s own permissions, approvals, and policies, and

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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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Microsoft is announcing its third-generation Maia in-house AI chip today, designed to be the “primary AI inference system” for Microsoft’s products and services. Maia 300 not only improves the cost and efficiency of running AI workloads in the cloud, it’s also more capable of handling the latest reasoning models and agentic tasks. Maia 300 will start being rolled out to production in 2027, and it has been designed with efficiency in mind. “We expect Maia 300 to deliver 40 percent more tokens per

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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 Anthropic最新推出的Claude Opus 5.5除了带来模型能力提升之外，还被发现加入了一套针对前沿大语言模型开发场景的特殊限制机制。当用户利用Opus 5.5为新一代AI模型开发底层内核时，系统可能不会直接使用最新的Opus 5.5，而是自动回退到能力较低的Opus 5。更值得注意的是，目前发现这套限制似乎同时针对华为和亚马逊的部分AI加速器。 Anthropic在Opus 5.

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I. For developers, the agent is the product and the model is a routing decision. TL;DR Runs on: Google Cloud (AI Hypercomputer). Reached from web, mobile, desktop, CLI, Workspace, Microsoft 365, Slack, or headless; Best: Bloomberg Media lifted SQL query accuracy by 63% by grounding data agents in Knowledge Catalog; Bottom line: Best: 1 governed agent with cloud memory, sub-agents and hard spend caps; Worst: buyers must evaluate it on customer anecdotes, not reproducible numbers What is the Googl

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get. “It’s an everyday use of a personal assistant in your everyday work.” While Google is the first frontier AI developer with a workplace personal agent, rivals such as Meta and Microsoft have launched their own digital workers. Meta introduced the Muse personal agent last month; it carries out long-running tasks for consumers and could appeal to small businesses. Microsoft, meanwhile, introduced Copilot Autopilot, an AI digital teammate for enterprise teams. “It’s the lowest hanging fruit to

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table as code and exportable as MP4. Dashboards is available for paid users, Motion for Team and Enterprise plans. Docs, Slides, and Design are leaving beta and now work across all plans, including free accounts. Anthropic says more than 45 million documents have been created with these tools. That traction might be one reason Microsoft is reportedly cutting back on Claude usage . The earlier announced Claude Design will be folded into the main app by December 14. A migration guide is available.

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Windows now has sandboxing! Microsoft released an open-source repo, mxc, for sandboxed code execution. We collaborated with Windows to add mxc OS level sandboxing to Unsloth which adds just <100 ms of overhead.

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oogle Docs, Sheets, Slides, and Chat, you can mention @Gemini to invoke. The Gemini agent is available from any device and channel, with command line, Google Workspace, Slack, and Microsoft 365 given as examples. An API allows it to be integrated into third-party applications to surface and operate as a “headless agent, meaning it does not need a dedicated user interface.” The Gemini agent will see wide availability soon for Workspace customers with select Business and Enterprise plans. It’s cur

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Back in June, Nvidia announced that it had secured agreements with Microsoft and a host of other PC makers to develop AI- and agent-ready PCs for Windows based on its RTX Spark chip, but details on the machines were scant at the time. On Wednesday, at an event held in San Francisco during the city’s Tech Week, Microsoft revealed the specs and price for its new Surface Laptop Ultra . The PC comes in two base models, one that starts at $2,600 and one with a more powerful chip that starts at $3,700

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At today’s Windows and Surface event, Microsoft showed off an upgrade to its Copilot AI system that will give it access to local files on your PC and the ability to take actions across the OS. It’s part of an idea Microsoft is calling “Hybrid Intelligence,” where apps and tools rely on a mix of local and cloud AI models to accomplish tasks efficiently. To show off how Hybrid Intelligence works, Jacob Andreou, Microsoft’s EVP of Copilot, walked through a video demo on stage asking Microsoft’s Aut

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Microsoft just wrapped up a big Windows and Surface-focused keynote in San Francisco. The biggest announcement was arguably the release details about the Surface Laptop Ultra , its new laptop that’s powered by Nvidia’s RTX Spark Arm-based chip. The machine will start at $2,599 for a configuration with an 8-core CPU, 24GB of RAM, and 512GB of storage, and it will be released on October 16th. The laptop also has built-in magnetic USB-C charging instead of the proprietary Surface Connect magnetic c

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Microsoft Research Blog At a glance Harnessed Agentic RL: Microsoft Research Asia introduces a training paradigm in which the same agent harness used in deployment participates directly in reinforcement learning, removing the need to reimplement the agent inside the training framework; Lightweight by design: Agent Lightning v1.0 delivers a complete agent RL control plane in roughly 3,500 lines of code; Native Kubernetes support: agents run as standard Kubernetes jobs on self-managed clusters, cl

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早速発揮されたことになります。 あわせて読みたい AWS PostgreSQL RDB クラウド データベース OLAP 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？ Windows上でAIエージェントの実行を安全に隔離する「Microsoft Execution Containers」（MXC）正式リリース。ファイルやネットワークなどの境界を柔軟にカスタマイズ; Webアプリフレームワークの「SvelteKit 3」正式リリース。設定をViteに集約、型安全やエラー処理の改善など; 「情シスって楽しい」がテーマ。チームみらい安野党首、ひろゆき氏、OpenID Foundation崎村氏らが登壇。BTCONJP 2026［PR］; Deno開発元がCloudflareに合流。Denoの開発は終了へ、今後はCloudflare WorkersとDurable Objectsのオープンソース実装に注力; さくらインターネット、GPU専有によりトークン消費量を

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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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raFusionのモデルプールに組み込まれて使われることになるとのことです。 HydraFusionは、Copilot Pro、Pro+、Business、Enterpriseのユーザーが利用可能。Copilot BusinessおよびEnterpriseでは、管理者がプレビュー機能を有効にする必要があります。 あわせて読みたい 機械学習・AI 開発ツール Microsoft Visual Studio 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？ Windows上でAIエージェントの実行を安全に隔離する「Microsoft Execution Containers」（MXC）正式リリース。ファイルやネットワークなどの境界を柔軟にカスタマイズ; Webアプリフレームワークの「SvelteKit 3」正式リリース。設定をViteに集約、型安全やエラー処理の改善など; 「情シスって楽しい」がテーマ。チームみらい安野党首、ひろゆき氏、OpenID Founda

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