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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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SPONSORED Large-scale AI training has already escaped the confines of a single datacenter. Google said Gemini was trained synchronously across clusters in multiple locations; Microsoft has connected AI data centres in Wisconsin and Georgia into what it describes as one distributed AI supercomputer; AWS has connected AI compute clusters across wide areas to allow Anthropic to build Claude models; Meta has built high-capacity datacenter interconnects to support model training; and CoreWeave and Go

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e by next year and power past 9 GW by the end of the decade. The ravenous appetite among hyperscalers for infrastructure continues to grow, with capital spending from the likes of Microsoft, Amazon, Google, Oracle, and Meta expected to hit $780 billion this year, or about five times the amount from just three years ago, they wrote. OEMs understand this and are rolling out datacenter systems aimed at feeding the AI beast. The latest example comes this week, with Hewlett Packard Enterprise unveili

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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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Enterprise organizations are adopting Retrieval Augmented Generation (RAG) to unlock insights from company knowledge sources like Microsoft SharePoint, Google Drive, and Atlassian Confluence. However, these knowledge sources contain sensitive information governed by complex permission structures. Making sure that AI-generated answers respect those permissions is one of the hardest challenges in enterprise AI. In this post, we explore how Amazon Quick and Amazon Bedrock Knowledge Bases solve this

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Microsoft’s Nvidia-powered Surface RTX Spark Dev Box is available for preorder now directly, and slated to ship in November for just about $6,000. It’s pricier than the DGX Spark mini PC Nvidia launched last year, but PC prices have been climbing due to shortages of RAM and other components . The Dev Box’s flat, 3D-printed anodized aluminum chassis doubles as a heatsink and resembles the top vents on an Xbox Series X. It’s launching alongside the new Surface Laptop Ultra and runs on Nvidia’s Arm

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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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ode by end of the month MAI-Code-1.1-Flash produces higher quality code, at 25% greater token efficiency, and at a quarter of the cost compared to the model we launched in June at Microsoft Build. This small, efficient, coding workhorse is now in production in GitHub Copilot. We learned from developer feedback that CLI tasks and .NET performance mattered, so that’s where we focused. The result: a 22% improvement on Terminal-Bench 2.1 in GitHub Copilot CLI and a 15% improvement on .NET tasks. Ben

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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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), but almost always alongside a connection to the grid, or as a bridge to one: Abilene: The Oracle campus runs on grid power with gas backup. Next door, Crusoe announced a 900 MW Microsoft campus with its own on-site plant, but the CEO of Lancium, Crusoe’s partner on the site, has described gas generation as backup; Shackelford County: Vantage is building a campus with 1.4 GW of compute for Oracle and OpenAI, designed to run off-grid on on-site gas. But its site plan includes a switchyard besid

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定。EFS提供までの例外として、Claude Fable 5.1またはClaude Mythos 5.1でゼロデータ保持が認められている組織は、CVPでもAnthropic側にデータを保持しない条件で利用できる。 CVPはClaude.ai、Claude Code、Anthropic APIから利用でき、発表ではGoogle CloudのVertex AIとMicrosoft Foundryも対応基盤として挙げている。Amazon Bedrockでは、EFS提供までの間、Fable 5.1のデータ保持が免除されている組織に利用が限られる。 コラム⁠：GLM-5.3に見る高度な攻撃能力の普及 Anthropicは2026年9月29日、Zhipu AI（Z.ai）のGLM-5.3を分析したブログ「GLM-5.3 and the spread of advanced cyber capabilities」を公開した。GLM-5.3は、モデルの動作を決める重みが公開されており、誰でもダウンロードして利用・改変できる。同社は、このモデルが脆弱性を悪用する攻撃コードを自律的に作成できると報告してい

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rgets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with Tensorlake compromise; Dutch tax office ditches Microsoft 365 cloud for on-premises alternative Cisco, Nvidia team up to b

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en source AI advocate in the West -- has supported the vendor with an $800 million equity investment and access to its GPUs to power its AI development and infrastructure. Related:Microsoft Emerges with Cheaper Cyber Model to Rival Mythos, GPT-5.6 The relationship with Nvidia is important as many Chinese vendors are trying to depend less on Nvidia and more on Chinese chipmakers, such as Huawei. However, Chinese AI chips still have a long way to go, Su said. “A lot of the Chinese vendors, eventua

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Microsoft published a pretty bearish take on AI from Nobel Prize-winning economist Daron Acemoglu. He predicts AI will boost GDP by about 1.5 percent over ten years and replace at most five percent of jobs, far less than some AI labs forecast . He admits the pace of AI development is hard to predict. The bottleneck, Acemoglu says, is human nature. Companies have to reassign tasks, upskill workers, and restructure before productivity gains kick in , a process that could drag on longer than electr

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ults and get answers in multi-turn conversations that remember earlier context. Organizations can also use Genie from the AI assistants they already rely on, like Claude, ChatGPT, Microsoft Copilot or Cursor, through the Genie One MCP server. Answers use the same business definitions and data permissions as within Databricks. Genie Agents can also be embedded in other applications with permissions intact. Queries run on a SQL warehouse using credentials set up by the agent author, but Unity Cata

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nnualized run rate figures as a means of obfuscating their financial condition. And these companies account for, per their own obligations, $1.3 trillion of future earnings across Microsoft, Google, SpaceX, Oracle, and Amazon, with $413 billion of Anthropic’s commitments being non-cancellable, and OpenAI projecting to spend at least $750 billion on compute through the end of 2030, with no answer as to how these companies afford to do so. Analyst expectations have OpenAI and Anthropic contributin

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るという予測とともに、コンサルティングサービスがFDEとして販売される「FDE洗浄」のリスクが高まるとも予測しています。 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？ 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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