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off, the government pledged 530 billion won (about $390 million) to the five selected companies. The new plan roughly multiplies that figure by nine. For context, Google, Amazon, Microsoft, and Meta are planning combined investments of around $725 billion for 2026 alone , mostly for AI data centers. South Korean industry is already pouring money into more compute capacity. In October 2025, Samsung and SK struck a deal with OpenAI to expand AI infrastructure in the country. Then in June, Samsung

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to an obscure inbox. But with Australia striving to become a tech capital for datacentres and AI – as the revolving door of big tech companies told the inquiry, from Anthropic to Microsoft and Google – then setting the basic rules of the road for these firms, about how they must act and respond to this country and its government, is critical. Kwon said OpenAI was committed to providing future notifications “very quickly”, and that there were no further incidents they were aware of. But he casua

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resets expire without timezone adjustment (report). The always-on dots agent is limited to $100+ Pro plans (criticism); Enterprise demand (reported): The Information reports that Microsoft cut projected internal Anthropic spend by more than a third. It also reports Meta’s Claude Code users fell from 60K to 30K, largely because of a push to Meta’s own tools (summary); Leaderboards:Agent Arena: Anthropic holds 1 in Code, Work and Chat. Fable 5.1 leads Code and Work, while GPT-6 Astra places 2 in

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That decision drew backlash from some Claude users , who argued they had supplied “the instructions, context, decisions” while Claude was just “the tool.” OpenAI had built a text watermark before but held off on releasing it, partly over concerns that users would switch to rivals that didn’t watermark, The Wall Street Journal reported in 2024. Anthropic, Google, Meta, Microsoft, and OpenAI are among the companies that have committed to following the EU’s code of practice on AI-generated content.

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ndatory watermarking for Claude , which applies globally regardless of how users access the models. OpenAI's API watermarking will also be available through cloud partners such as Microsoft Azure in the coming weeks. Text edits sharply reduce detection rates OpenAI says textGrain matched or beat other approaches in internal tests, including Google's SynthID for text. The company also plans to release the technology as open source so others can build on it. Detection rates depend heavily on text

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eading consumer-oriented digital services – the companies adopting GenAI software and making infrastructure purchases to run that GenAI in production. The biggies here are Google, Microsoft, Amazon Web Services, Meta Platforms, and ByteDance. From 2026 onwards, Synergy Research’s principle analyst, John Dinsdale, is expecting for revenue growth among these service providers to grow faster than they did from 2020 through 2025. If you add up the revenues from all of these service providers for 202

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owed OpenAI to reach the result more quickly. On the other hand, there is a bit of new research that contradicts this conclusion. In a paper released September 17, scientists from Microsoft Research and UC Berkeley tested several configurations of multiple collaborating agents against individual agents and found that swarms of agents reached higher scores on certain benchmarks than the individuals, even when the individuals were given plenty of time and resources. There was also one task that on

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orのCNCFへの寄贈は、こうしたニーズに対応できるサンドボックスの実装の加速と普及につながることが期待できるでしょう。 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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udflareは同社のアプリケーションプラットフォームを急速にAIエージェント向けに最適化していると言ってよさそうです。 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？ 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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ng down from those beliefs. QUICK HITS ▸ John built a custom Outlook out-of-office notification system Today’s workflow comes from reader John Duval: I used Claude Code to build a Microsoft OOF management tool. When someone goes on vacation and forgets to turn on Outlook Out-of-Office notifications—what Microsoft calls OOF—we had to change their password, log in as them, and set up automatic replies. When they returned, we had to reset their password again. It was a pain. Now, authorized users f

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oring, and integrations with the tools you already use; Connectors: Connect North to your data, with new connectors including enterprise connectors to Slack, SharePoint, OneDrive, Microsoft Outlook, Microsoft Exchange, Jira, Linear, Notion, and GitHub, plus planned financial data providers PitchBook, Crunchbase, Daloopa, FiscalAI, S&P Global, FactSet, among others LG CNS leverages North to bring AI to customers at scale across South Korea to unlock real business value. “North gives enterprises a

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lex datasets into actionable insights. Michal SutterGoogle Research Moves Federated Learning Into TEEs: Gboard Now Trains With Externally Verifiable Differential Privacy; Michal SutterDeepSeek Harness v0.2 Brings Official Desktop Apps to Its Open-Source Agent Harness; Michal SutterPrime Intellect Launches Prime Inference: Serverless and Reserved Serving for Frontier Open Models; Michal SutterMicrosoft AI Releases MAI-Transcribe-2-Streaming: 1 Real-Time Speech-to-Text Model on Artificial Analysis

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提供するとしています。 あわせて読みたい PostgreSQL RDB クラウド データベース DBaaS SQLite 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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の興味深い結果が示されていますので、詳細はぜひ「State of Devs 2026」の公式Webサイトをご覧ください。 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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transforming complex datasets into actionable insights. Michal SutterDeepSeek Harness v0.2 Brings Official Desktop Apps to Its Open-Source Agent Harness; Michal SutterPrime Intellect Launches Prime Inference: Serverless and Reserved Serving for Frontier Open Models; Michal SutterMicrosoft AI Releases MAI-Transcribe-2-Streaming: 1 Real-Time Speech-to-Text Model on Artificial Analysis; Michal SutterOpenAI Releases GPT-6.1 Sol: Near-Astra Coding and Computer Use at One-Fifth of Astra’s Token Price

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ansforming complex datasets into actionable insights. Michal SutterPrime Intellect Launches Prime Inference: Serverless and Reserved Serving for Frontier Open Models; Michal SutterMicrosoft AI Releases MAI-Transcribe-2-Streaming: 1 Real-Time Speech-to-Text Model on Artificial Analysis; Michal SutterOpenAI Releases GPT-6.1 Sol: Near-Astra Coding and Computer Use at One-Fifth of Astra’s Token Price; Michal SutterOpenAI Launches dots: Always-On GPT-6 Astra Agents That Work From Their Own Cloud Comp

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ducts launch at higher prices than their predecessors, and many end up getting more expensive during their lifetimes. Game consoles have been particularly affected, with Nintendo, Microsoft, and Sony all bumping the prices of their current-gen hardware. The PS5 Pro, for example, has gone from $699.99 at launch in 2024 to $899.99 today. Stock of the Shield TV Pro has been slim for the last few months, probably because it became too expensive to manufacture new units with component prices rising s

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; say whether you are reporting best-of-k or every-of-k, and how you computed it. Further details can be found in the following links: Environment: envs/thinkingbox env Framework: microsoft/thinkingbox · tutorial Benchmark: microsoft/thinkingbox-data · v1.0 release Dataset viewer: microsoft/ThinkingBox-Bench Paper: arXiv:2608.19741 or HF RL training (coming soon): microsoft/thinkingbox-training ThinkingBox code is MIT-licensed; the benchmark data is CDLA-Permissive-2.0 ; the OpenEnv environment

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bs reports that a dedicated controller lifts GPT-5.5 on ProgramBench from 63.7% to 71.5%, using the same workers and budget, versus 58.0% for Codex (@dair ai).Context compression: Microsoft’s training-free FOCUS cuts peak context by up to 48% and raises task success by up to 8.9 points (@dair ai); Long-context degradation: NVIDIA’s Long-Transduction study measures a 62.8% accuracy drop from 4K to 128K context across seven open models (@dair ai); Multi-agent coordination: In AgentWorld, fewer tha

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t should have been baked into the design from day one, not added after the fact. Camosy started out curious but has since rejected the consciousness thesis outright. An AI lead at Microsoft warned publicly this month that training a model to look conscious is dangerous in itself. There's a bigger structural issue, too. If you frame AI models as independent moral beings, you move the blame for what they do away from the people who made them. Should Claude ever cause real harm, the fault could fal

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