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ame remote GPU, a dispatcher can send three copies of the token's hidden state—one for each expert. A deduplicating dispatcher instead sends the token to that GPU once, along with metadata indicating which local experts should process it. Correlated placement deliberately creates more opportunities for this deduplication. Figure 3: Correlated placement and deduplication. Baseline placement sends the same token to multiple destinations—or multiple times to the same destination. Correlated placeme

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a brand new prompt set to our Music Arenas, consisting of 1,000 prompts (500 per benchmark) curated and balanced across 17 genres, ranging from Classical and Jazz & Blues to EDM, Metal and Reggae. ➤ Each prompt tests song structure, mood, instrumentation or vocal style, with longer, more complex prompts that reflect today's prompting behavior and the emerging capabilities of frontier music models. ➤ Panel votes only: ratings come entirely from blind votes by our recruited evaluator panel. Publi

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AA-Music-Instrumental v1.1 prompt: "Video game boss battle instrumental runs frantic and heroic, with heavy metal influences. A palm muted electric guitar chugs fast under a soaring synth brass melody while double kick drums pound away and low strings stab short and choppy on the downbeats. The mix is loud and dense and bright like a modern game soundtrack, with no vocals anywhere."

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ch, TinyFetch (full pages as markdown, JavaScript included), TinyBrowser for logins and forms, and TinyAgent for multi-step jobs. Search and Fetch are free. Asif Razzaq Asif RazzaqMeta AI Open-Sources Rebalancer: A C++ Assignment Solver That Runs About 40 Million Placement Problems a Day; Asif RazzaqGoogle DeepMind Releases EmbeddingGemma 2, a 740M Open Multimodal Embedding Model Built on Gemma 4; Asif RazzaqMistral AI Releases Mistral Large 4 (Le Chonk): A 1.05T Parameter Multimodal MoE Model;

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complete, making their findings inaccurate,” a spokesperson said in a statement. The report comes amid growing scrutiny of technology designed to maximize young users’ attention. Meta recently agreed to settle for $18 billion in a lawsuit brought by 29 states over claims that its social media platform harms children with addictive features, while state and federal lawmakers have begun targeting similar dynamics in chatbots. The bipartisan CHATBOT Act , introduced this year, specifically calls o

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till works for video, data, and other USB-C connectivity like you’d expect. Microsoft is calling it Magnetic Connect, and I’m surprised the company hasn’t shortened that to Mag-C. Meta’s new AI agent will be getting a native app on Windows, Windows and Surface chief Pavan Davuluri announced at today’s event. No timeline on when, though. Meta launched a Mac Muse app in September . We’re in San Francisco today to hear what’s next for Windows and Surface. Microsoft CEO Satya Nadella, Nvidia CEO Jen

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With Us We’re a lean, talent-dense team of explorers, researchers, and full-stack engineers. We move fast, sweat the details, and operate at frontier scale with a roadmap to build the world’s most powerful AI models. Most importantly, we’re united by the belief that doing this right is the only way to do it at all. If our mission resonates with you, we’d love to talk. Related Stories MAI-Image-2.6 launches at No. 2 on Arena ahead of Google, Meta and xAI Optimizing the frontier performance curve

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tered by the current user User authorization (OBO) API scope: sql:restricted-query The query runs as the user and is limited to read-only SQL queries. Read shared configuration or metadata App authorization App identity permissions The app’s service principal provides consistent access. Run background jobs or maintenance App authorization App identity permissions Background work should not depend on a user session. Perform a user-triggered action on governed data User authorization (OBO) The API

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these meant engineers spent their time on manual coordination instead of resolving issues. The solution: Orion AI Orion AI is a multi-agent system where a coordinating agent (the meta-orchestrator) delegates work to specialized child agents arranged in a hub-and-spoke topology. Engineers interact with it through a web application, asking questions and approving actions in the same place they already coordinate operational work. The agents cover infrastructure monitoring, database diagnostics, d

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a glossary definition, or a document. The underlying system decides which path to take. Three deployments illustrate what that looks like for customers: Bystronic, a global sheet-metal processing specialist, deployed an AI chatbot in 15 minutes, giving employees a way to query real-time operations data and get sourced answers across departments; Lintech International indexed more than 17,000 technical documents in Qlik Answers, cutting manual research time and speeding up response times by 75 p

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ano Banana, and Lyria models, according to Google spokesperson Nia Carter (via The Verge ). Alongside Playground, Google and Unity announced Unity Spark , an AI tool aimed at professional development with access to the Unity Asset Store. Unity CEO Matt Bromberg says Spark targets gamers and artists who have creative ideas but lacked the technical skills to build them. The closed beta is set to launch sometime in 2026. The announcement follows similar AI game-building tools from Meta and Roblox .

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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 these tools are only valuable if we can trust them to be completely secure. At this point, establishing trust with an AI assistant seems even harder than relying on a human. Meta recently launched Muse , its all-purpose AI assistant, but users have reason to be wary. A security researcher quickly found a serious vulnerability in Muse after launch, and a recent 404 Media report states that some Meta employees discovered security issues that prompted multiple teams to embark upon a “mad dash

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to maintain. Full reliability for an island is very, very hard, but some labs and hyperscalers have shown that, forced to choose between reliability and speed, they’ll pick speed. Meta has turned to tents with no backup generators, and SemiAnalysis finds buyers growing more willing to accept outages, with some island designs aiming for as little as 99% uptime, or about 88 hours of downtime a year. With GPU time this expensive, that still beats years of waiting, so for many buyers a temporary isl

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design, Hark’s interface is sleeker than an average assistant, but the more interesting factor might be the hardware — a potential wildcard in the AI device race featuring OpenAI, Meta, Apple. QUICK HITS ▸ Patrick set up a malware checkpoint for AI agent add-ons Today’s workflow comes from reader Patrick Illian: “AI agents such as Claude Code, Codex, and Gemini can install skills, plugins, and CLI tools in seconds. That is convenient, but each add-on runs with access to files, passwords, and acc

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l fight between AI company Perplexity and Amazon , in which Amazon sued Perplexity in 2025 to block agents from browsing and shopping on its site. Amazon has also recently blocked Meta’s Muse AI agent from shopping on its site and removed product details from order emails — data that is potentially very valuable for Google’s own agentic shopping features. Amazon’s ad business generated $19.8 billion in revenue in the second quarter of this year, driven by sponsored product listings . Bites can k

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-Aware Distillation: The student reaches 63.4% on unseen ALFWorld tasks versus 47.0% for the best baseline and exceeds its 8B teacher; Other papers: Amazon’s looped diffusion LMs, Meta’s MIRA meta-reasoner for research agents and Priced Guidance, which measures LLM research novelty through compression; Optimizer claim: ANVIL III reportedly reaches 0.020–0.028 nats lower loss than Muon from 124M to 1.2B parameters. The authors say this implies 50% compute savings at 8x-Chinchilla, with less tunin

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emember your name. AI agents are currently leaping from niche software for early adopters to something ordinary people might actually use—might being the operative word here. From Meta’s Muse to OpenAI’s Dots, these tools are built to feel like you’re texting a friend and asking them to complete online tasks, like booking a flight or canceling a dinner reservation. It’s the next evolution of a chatbot: a cuddly persona designed to feel welcoming with the power of a virtual browser it can control

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現，一旦人們發現圖像是由人工智慧生成的，他們就會「在情感上與圖像脫離關係」。 時尚品牌H&M告訴BBC，2025年品牌曾與真實模特兒合作，製作了「模特兒的數位模型／孿生體」。 這些模特兒「保留了對其數位孿生體的完全控制權和所有權」。 然而，「這項探索工作在 2025 年春季暫停」，以便考慮下一步行動。 我們已聯繫 Balmain、Levi's、TikTok、Meta和Google等公司徵求意見。 如果您或您認識的人受到本文所述問題的影響，可以透過 BBC Action Line 獲取有關可用協助和支援的資訊。 本文原以英文撰寫，我們使用了人工智能協助翻譯，並由BBC記者在發佈前進行審核。了解更多關於我們如何使用人工智能的資訊。 探索更多 更多短片 02:54 視頻, 誰贏了特習會：習近平佔盡上風？, 節目全長 2,54; 00:57 視頻, 示威者聚集華府 抗議習近平訪美, 節目全長 0,57; 01:12 視頻, 特朗普和習近平白宮檢閱儀仗隊, 節目全長 1,12; 02:15 視頻, 美國民眾看習近平到訪：中美競賽誰領先？, 節目全長 2,15; 02:39 視頻, 習近平特朗普再

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g else in tech today Apple CEO John Ternus is reportedly acting as its de facto design chief, working directly with the industrial and interface design teams several times a week. Meta is rolling out Audio Balance and Mono Audio to its smart glasses, alongside broader availability of walking directions and phone-to-glasses location sharing. Nvidia’s stock hit a record high, putting it within reach of becoming the first company worth $6T, Bloomberg reports. Instagram is exploring a Plus-only “rea

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