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s, and the Galaxy Z Fold8 series. The Bespoke AI Family Hub refrigerator features an AI food management system that uses an internal camera to recognize ingredients and monitor storage conditions. The Bespoke AI Combo detects laundry conditions and automatically adjusts washing intensity and drying temperature. Samsung's TVs feature Vision AI Companion, which interacts with users and answers questions about content and other topics. The mobile section features the Galaxy Z Fold8 Ultra, Galaxy Z

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s depending on the AI model, performance, and token consumption. MangoBoost explained that its proprietary Data Processing Units (DPUs), graphics processing unit (GPU) servers, storage servers, and networking technology help cut infrastructure costs and boost operational efficiency. "Nvidia and MangoBoost are the only companies with this kind of business model," Kim added. MangoBoost is also expanding its data center infrastructure to support Mango Inference. It plans to establish a 1-megawatt (

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oss Indian languages varies widely in volume, speaker diversity and expressive range. We expanded our proprietary speech datasets nearly seven times relative to V3, increasing coverage across languages, regional accents, speakers, emotional registers and conversational styles. Scale solved one problem and exposed another. A compact model trained on many languages tends to average them, blurring the features that make each one distinct. So we pretrained V4 from scratch with Indian language repres

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comes in two variants, one built on Broadcom’s Tomahawk6C switch ASIC and one on NVIDIA Spectrum-6 Switch ASIC. Both run Meta’s open-source FBOSS network operating system that leverages OCP SAI (Switch Abstraction Interface). This new generation represents a 2x bandwidth increase over our 51.2T platforms while achieving the thermal density required for next-generation AI data centers. As seen at Meta and across the industry, AI clusters now span buildings, campuses, and multiple regions. This de

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g well. Teams whose platforms offer them were far more likely to report that AI has positively affected the speed and stability of software delivery; the same was true of code coverage and cost control . Among teams reporting an extremely positive effect, more than three-quarters had ephemeral environments. This association also likely reflects the platform rather than the feature. Teams with ephemeral environments tend to run on broad platforms with a range of automated delivery capabilities ar

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, and is complementary to the low-latency properties that matter for real-time use cases. RUSH was falling behind the open ecosystem: Live ingest had been running on RUSH, Meta’s pragmatic QUIC-based answer to RTMP. RUSH was stable and performant at scale for nearly a decade, but the move to MoQ shifts development from a protocol operated primarily by Meta to a shared standards effort. Multiple implementers can contribute experience, test interoperability, and improve the specification instead o

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At Meta, we’ve built a system that enhances ads recommendations by leveraging idle inference capacity in our fleet; Two elasticity levers in the system allow ads recommendation work to expand across opportunistic capacity, without compromising baseline performance; This post describes how we designed and now operate the system at Meta’s scale and how it drives significant advertiser value and capacity efficiency Inference fleets face a capacity paradox: They can be globally constrained while mea

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.” “Capability peaks in domains that are digital, verifiable and economically valuable.” Karpathy also thinks people aren’t giving these systems enough to do. “A question with a paragraph answer barely stresses the system,” he wrote. The real gains become apparent when agents can spend hours working through a problem, testing changes and trying again. In March, Karpathy’s AutoResearch project ran 50 experiments overnight on a single GPU, found a better learning rate and committed the change to G

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does exactly that. A long-standing Messages feature called, appropriately, Nudges, will periodically move conversations to the top of your messages list and emphasize ’em to encourage you to reply. If you find that to be helpful, hey, more power to ya. Keep it on! But if you find it to be little more than a nuisance, as I do, take 10 seconds to disable it: Just head back into the Messages app’s settings (by tapping your profile picture in the upper-right corner and selecting “Messages settings”

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hese cosmic rays have oodles of kinetic energy, meaning they can punch through thin shielding (say, a metal wall) with ease. “They also have this habit where the heavier ions are fragmenting in that shielding and making secondary particles,” says George. That means if your shield is too thin, the astronauts behind it will be blasted with a surprisingly large dose of radiation. Then you have the sun. It may sustain life on Earth, but without our planet’s thick atmosphere and magnetic bubble to ge

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of those facilities were located in areas of high water stress. Hinkle said he expects those conditions to influence cooling choices and project locations. “That is likely to encourage more sophisticated siting and infrastructure strategies rather than simply slowing development,” he said. “We could see greater use of approaches such as closed-loop or air-based cooling, recycled water, and locations where local water conditions are more favorable.” TRG notes that the water-stress measure describ

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h zukünftig in Kleidung einnähen. Der Entwickler verspricht Hilfe, um vom Stuhl aufzustehen oder Treppen zu steigen. Ein leichter Exosuit, in diesem Fall noch über der Kleidung getragen, gibt zusätzliche Kraft zum Aufstehen, abgestimmt auf den natürlichen Bewegungsablauf. (Bild: Andreas Heddergott/TUM) Arne Grävemeyer Wie intelligente Exosuits müde Körper wieder auf die Beine bringen Exoskelette für die schwere Arbeit; KI-gesteuert passend zur natürlichen Bewegung Manchmal braucht ein Mensch nur

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that supports their upbringing, and the knowledge that the very work is destroying their future – whether that be on an economic or environmental level. Do I feel the need to encourage them to use AI? Yes. Do I want to? No. On the flipside, social media is out. They can use WhatsApp to connect and build real-world relationships. But otherwise no good can come of it. – Andy, 43, London, UK The eco-conscious mom who is wary of both social media and AI The recent major lawsuits against Meta, along

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n Berichte und Dashboards, die Kennzahlen visualisieren und regelmäßiges Monitoring ermöglichen. Dieses Paradigma hat Unternehmen zuverlässig bei der Beantwortung einer zentralen Frage unterstützt: Was ist passiert? Doch Entscheider brauchen mehr. Sie wollen verstehen, warum etwas passiert ist, was als Nächstes passieren wird und welche Maßnahmen den größten Hebel bieten. Genau hier können Large Language Models ansetzen. Sie erweitern die analytische Kette um prädiktive Prognosen und präskriptiv

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maller camera cut out and bigger dynamic island of the regular 18 Pro. Specifications Screen: 6.9in Super Retina XDR (120Hz OLED) (460ppi); Processor: Apple A20 Pro; RAM: 12GB; Storage: 256, 512GB or 1TB; Operating system: iOS 27; Camera: 48MP + 48MP UW + 48MP 4x, 18MP front-facing; Connectivity: 5G, wifi 7, NFC, Bluetooth 6, Thread, USB-C, Satellite, UWB and GNSS; Water resistance: IP68 (6 metres for 30 mins); Dimensions: 163.4 x 78 x 8.75mm; Weight: 249g Battery life for days The 18 Pro Max ha

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Arabic speech recognition model. It focuses on the Emirati dialect and also transcribes English, French, Spanish and Portuguese. In TII’s evaluation, Falcon-ASR posts a 20.92% average word error rate (WER) across 6 Arabic test sets. That beats the best published entry in TII’s leaderboard snapshot by 2.25 points. For developers building Arabic voice products, the catch is access: today it runs only as a hosted demo. TL;DR Size: 1.6B parameters. Max audio context: Not disclosed (the demo accepts

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nuscripts on frontier mathematics for a while. The funnel is driven by a combination of factors: 1. The impact scales with ambition, problem size, and horizon. A question with a paragraph answer barely stresses the system. You need a reservoir of big, difficult problems that you really care about. This aspect drives the consumer / professional dimension of the funnel. 2. The jaggedness of the system (which I have written about a lot separately). Capability peaks in domains that are digital, veri

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OpenClaw v2026.10.1 is out 🦞 🔎 Installed-skill discovery 🧩 MCP Apps beside chat 💾 Full backups to external storage or Cloudflare R2 💻 Simpler Mac setup 🛠️ MANY bug fixes and tweaks 2,425 PRs from 402 contributors. Thank you! https://t.co/PbCnvJ2QEx

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more competition abroad. Shengshu released Vidu Q4 Preview, with its official announcement describing support for up to 15 image references and three audio references. Chinese coverage also reported the launch; the advertised improvements in expressiveness still deserve hands-on testing. (爱范儿/@ViduAI official); ByteDance put Doubao 2.1 Lite, a lightweight model tuned for office work, into Doubao Work alongside a new infinite-canvas feature. (雷峰网); Reflection unveiled an open AI model positioned

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, customize, and scale AI at work. Home: Your starting point in Copilot, with chat, Cowork, and full Office capabilities in one place; Code: Build apps, dashboards, and workflows in a safe environment by describing them in plain language, no coding experience needed; Autopilot: An always-on digital teammate with its own identity, memory, and workspace that keeps working even when you're not See new Copilot capabilities in action. That's it for today! ⭐️⭐️⭐️⭐️⭐️ Nailed it; ⭐️⭐️⭐️ Average; ⭐️ Fail

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