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The prevailing assumption in AI development has been straightforward: larger models trained on more data produce better results. Nvidia's latest release directly challenges that size assumption — and the training recipe behind it may matter more to enterprise AI teams than the model itself. The open-weight model's Cascade RL post-training pipeline, detailed in Nvidia's technical report, offers a reproducible blueprint for enterprise teams building domain-specific reasoning systems without training from scra
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VentureBeat
An East Bay apartment complex has been bought at a price that's well below its prior value. Read more ›
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A PG&E Corp. unit has bought a San Jose building in a move to bolster the utility's South Bay operations. Read more ›
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Over the years, we’ve come to expect a steady stream of discounts on Google’s Pixel line. Whether it’s an older Pixel or the newest available, like the Pixel 10 Pro, we recommend that you never pay full price because there is always a deal around the corner. For the best Pixel 10 Pro and Pixel... Read the original post: Pixel 10 Pro XL Keeps Finding $300 Off Read more ›
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This weekend's Magic Con event has been shaken up by a 'Magic' artist using a fellow artist's work to create his 'Hobbit' card art. Read more ›
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In a surprise move, the Epic Games Store has made the critically acclaimed action RPG Hogwarts Legacy available to users at no cost for a limited period. This promotion follows a previous free distribution during the 2025 holiday season and offers a new window for players who missed that earlier opportunity. The offer is currently active and will remain available for redemption until May 3, 2026. Hogwarts Legacy is an... Read more ›
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My version of financial freedom is working less and having time to enjoy each day. Read more ›
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Я готовил участок под модульный дом в тайге, находясь за 3 500 км от объекта. Нулевой цикл занял четыре месяца и стоил около 2,8 млн ₽ еще до первого фундаментного блока. В статье разбираю, как искал землю, делал топосъемку, подводил электричество, организовывал подъезд и контролировал подрядчиков удалённо – с цифрами, ошибками и выводами по планированию. Меня зовут Самир. Я не строитель и не инженер, а маркетолог, поэтому подходил к стройке... Read more ›
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There's more to towing than hitching up a load and setting off. You should ensure that your vehicle's prepared for the task, and that goes for your tires too. Read more ›
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Following its initial preview at CES 2026, Lenovo has officially commenced US sales of the Yoga Pro 9i Aura Edition Gen 11. Positioned as a premier ultra-thin laptop for creative professionals, the new model continues to deliver great performance like the previous gen, but now integrates Intel’s latest Panther Lake processors and advanced Tandem OLED display technology, signaling a significant hardware refresh for the Yoga lineup. The Yoga Pro 9i... Read more ›
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The next big wearable trend may not count steps or calories at all—it may try to score your focus, fatigue, and readiness. Read more ›
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Reports of YouTube freezing browsers and consuming massive amounts of RAM are spreading online, with developers tracing the issue to a suspected UI bug that may trigger endless layout recalculations and severe system lag. Read more ›
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Apple's new AirPods Max 2 launched last month, and Amazon is still one of the only retailers offering a discount on the headphones. You can get the Midnight, Purple, and Starlight color options for $509.99 on Amazon, down from $549.00. Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a purchase, we may receive a small payment, which helps us keep... Read more ›
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В прошлой статье мы с вами полностью разобрали схемотехнику и изучили компонентную базу легендарного телефона из 90-х годов - Motorola StarTAC. Девайс 1997 года отличался очень низким уровнем интеграции: даже такие базовые вещи, как модем (бейсбенд), DSP и RF-фронтэнд представляли из себя отдельные модули на плате. Однако уже через год, в 1998 году, Motorola представила StarTAC, где наконец объединила DSP, аудиокодек и процессор в единый кристалл.Казалось бы, вот оно чудо... Read more ›
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Take advantage of the warmer weather with a full schedule, without breaking a sweat. Read more ›
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The new poll suggests the vast majority of people think that government officials should keep their own financial interests separate from the industry. Read more ›
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Americans had a generally unfavorable view of cryptocurrencies, the survey of 1,000 randomly selected registered voters found. Read more ›
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From paperwork to payment, everything you need to renew your passport is just a few clicks away. Read more ›
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Both phones flip the same way, look nearly identical, and run the same software. So where exactly does Motorola's $400 premium actually go? Read more ›
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New polling of voters suggests they aren't yet warming much to crypto, tending to see it as a negative force in the economy, and they have similar distrust of AI. Read more ›
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We've compared the iPhone 17 and iPhone Air in detail to help you decide which one to buy. Read more ›
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VentureBeat
The stochastic challengeTraditional software is predictable: Input A plus function B always equals output C. This determinism allows engineers to develop robust tests. On the other hand, generative AI is stochastic and unpredictable. The exact same prompt often yields different results on Monday versus Tuesday, breaking the traditional unit testing that engineers know and love.To ship enterprise-ready AI, engineers cannot rely on mere “vibe checks” that pass today but fail... Read more ›
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Enterprise teams that fine-tune their RAG embedding models for better precision may be unintentionally degrading the retrieval quality those pipelines depend on, according to new research from Redis.The paper, "Training for Compositional Sensitivity Reduces Dense Retrieval Generalization," tested what happens when teams train embedding models for compositional sensitivity. That is the ability to catch sentences that look nearly identical but mean something different — "the dog bit the man" versus... Read more ›
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Presented by EdgeverveSupply chains are where legacy integration models reach their limits. As partner networks expand and operational volatility increases, traditional middleware is buckling under costs and complexity. That’s why supply chain has emerged as a proving ground for automation‑led integration Platform as a Service (iPaaS), a next-generation model designed to absorb constant change without rewriting the stack.This article takes a look at today’s supply chains, the limits of legacy... Read more ›
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AI R&D runs on a cycle of hypothesis, experiment, and analysis — each step demanding substantial manual engineering effort. A new framework from researchers at SII-GAIR aims to close that bottleneck by automating the full optimization loop for training data, model architectures, and learning algorithms.A new framework called ASI-EVOLVE, developed by researchers at the Generative Artificial Intelligence Research Lab (SII-GAIR), aims to solve this bottleneck. Designed as an agentic system... Read more ›
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Xiaomi, the Chinese firm best known for its smartphones and electric vehicles, has lately been shipping some incredibly affordable and high-powered open source AI large language models.The trend continued today with the release of Xiaomi MiMo-V2.5 and Xiaomi MiMo-V2.5-Pro, both available under the permissive, enterprise-friendly MIT License, making them suitable for use in production in commercial applications. Enterprises and individual/independent developers can now download either of the models (and more Read more ›
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Microsoft and OpenAI on Monday announced a sweeping overhaul of the partnership that has defined the commercial AI era, dismantling key pillars of exclusivity and revenue-sharing that bound the two companies together for years and replacing them with a looser, time-limited arrangement that gives both sides far more freedom to pursue rival relationships.The amended agreement, disclosed simultaneously in blog posts from both companies, marks the most significant restructuring since Microsoft... Read more ›
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Mistral AI, the Paris-based artificial intelligence company valued at €11.7 billion ($13.8 billion), today released Workflows in public preview — a production-grade orchestration layer designed to move enterprise AI systems out of proofs of concept and into the business processes that generate revenue.The product, which launches as part of Mistral's Studio platform, is the company's clearest articulation yet of a thesis that is quietly reshaping the enterprise AI market: that... Read more ›
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The AI race lately has felt a bit like a game of tennis: first, Anthropic releases a new, pricey state-of-the-art proprietary model for general users (Claude Opus 4.7), then, a week or so later, its rival OpenAI volleys back with one of its own (GPT-5.5). And all the while, Chinese companies like DeepSeek and even Xiaomi are seeking to appeal to users by playing a different game: nearing the frontier,... Read more ›
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Training AI reasoning models demands resources that most enterprise teams do not have. Engineering teams are often forced to choose between distilling knowledge from large, expensive models or relying on reinforcement learning techniques that provide sparse feedback.Researchers at JD.com and several academic institutions recently introduced a new training paradigm that sidesteps this dilemma. The technique, called Reinforcement Learning with Verifiable Rewards with Self-Distillation (RLSD), combines the rel Read more ›
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For most data engineering teams, managing pipeline reliability often means waiting for an alert, manually tracing failures across distributed jobs and clusters, and fixing problems after they've already hit the business. Agentic AI needs the data to be there, clean and on time. A pipeline that fails silently or delivers stale data doesn't just break a dashboard — it breaks the AI system depending on it.That gap is what Definity,... Read more ›
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03.05.2026 10:42
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