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To create coherent images or videos, generative AI diffusion models like Stable Diffusion or FLUX have typically relied on external "teachers"—frozen encoders like CLIP or DINOv2—to provide the semantic understanding they couldn't learn on their own. But this reliance has come at a cost: a "bottleneck" where scaling up the model no longer yields better results because the external teacher has hit its limit.Today, German AI startup Black Forest Labs (maker of the FLUX series of AI image models) has announced
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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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I went looking for a better AI and ended up changing how my work gets done. What started as curiosity turned into something I now rely on every single day. Read more ›
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Мультиагентные системы в разработке всё чаще пробуют на задачах, где важен не только результат, но и управляемый процесс его получения: постановка, декомпозиция, исполнение, ревью, доработка и финальная приёмка. BI-задачи неплохо подходят для такой проверки ввиду своей разнородности. Дашборд — это не один SQL-запрос и не одна визуализация. Нужно понять бизнес-запрос, уточнить KPI, проверить данные, спроектировать датасет, собрать чарты, собрать дашборд и на каждом этапе обеспечить соответствующие проверки.. Read more ›
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Spacetech startup GalaxEye launched its first OptoSAR satellite under its project ‘Mission Drishti’ yesterday, which it claimed was the world’s… Read more ›
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Evan Blass is done leaking upcoming devices, and it really does feel like the end of an era. Read more ›
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The Kenwood MultiPro Go food processor fits into a deep kitchen drawer easily for storing and still powerful enough to slice, grate, knead and chop with ease. Read more ›
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Leaving its Kickstarter past behind, IceWhale delivers a second-generation ZimaCube 2 for those who want more of everything in an NAS. Read more ›
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My mother told a story about me at a dinner party in 2019. I wasn’t there. The story got back to me through a cousin, the way these things do, slightly rounded at the edges from the journey. In the story, I was a confident young man who had built a successful business through sheer ... Read more Read more ›
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Сегодня в обсуждении AI часто звучит тезис, что джуны индустрии больше не нужны и учиться программированию бессмысленно. Я с этим тезисом не согласен. Под словом «джун» рынок объединил две разные категории: выпускника инженерной программы и человека, который три месяца смотрел видеолекции и собрал три pet-проекта. AI давит на вторую категорию, первую почти не трогает. Настоящих джунов и так было мало. Они нужны индустрии больше, чем раньше. Ниже: что должен знать... Read more ›
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GLP-1 drugs like semaglutide—best known for treating diabetes and driving weight loss under the brand names Ozempic and Wegovy—may also deliver a surprising mental health boost. In a massive study tracking nearly 100,000 people over more than a decade, researchers found that these medications were linked to significantly fewer psychiatric hospital visits and sick days. Read more ›
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Amnezia VPN just rolled out its 4.8.15 update. Here is everything you need to know about the new features, bug fixes, and critical security patches keeping your devices safe. Read more ›
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Video game retailer GameStop said Sunday that it had offered to buy e-commerce site eBay for $125 a share in cash and stock, a 20% increase from eBay’s share price Friday. The games retailer said it’s now built a 5% position in eBay, which it started to accumulate on February 4. GameStop CEO ... Read more ›
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Flux CD — это набор инструментов для GitOps в Kubernetes. Он следит за Git-репозиторием и автоматически приводит состояние кластера в соответствие с описанными в нём манифестами и Helm-чартами. Flux работает как контроллер внутри кластера: подтягивает изменения из Git, применяет их через Kubernetes API и отслеживает статус каждого ресурса. Проект является graduated-проектом CNCF.Когда вы впервые поднимаете GitOps в Kubernetes, Flux CD кажется достаточным: flux bootstrap, манифесты в Git, контроллеры тянут с Read more ›
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I was at my parents’ house in London a few years ago, sometime in the strange middle of an afternoon, and my mother went out to the shops. She said she’d be about an hour. She closed the front door. The house went quiet. My father was in the living room. I was in the ... Read more Read more ›
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Drugs designed to clear amyloid beta from the brain—once seen as a promising path to slowing Alzheimer’s—may not actually help patients in any meaningful way, according to a major review of over 20,000 participants. Even more concerning, they may increase the risk of brain swelling and bleeding, sometimes without obvious symptoms. Read more ›
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Plex is officially ending its introductory pricing for Remote Watch Pass in June. Read more ›
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ARP Digital gains in-principle approval from Virtual Assets Regulatory Authority, supporting its expansion of broker-dealer services into the UAE. Read more ›
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Я раньше был уверен, что понимаю, как работает отслеживание в интернете. Очистил cookies - чист. Включил VPN - спрятался. Поставил блокировщик - стал почти невидимым. Звучит логично, правда?Проблема в том, что всё это работает только на уровне, который уже давно не является основным.Современные сайты не обязательно знают, кто ты. Им это и не нужно. Достаточно собрать достаточно признаков, чтобы отличить тебя от всех остальных. Версия браузера, разрешение экрана, поведение мыши,... Read more ›
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VentureBeat
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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Enterprises can't fix their GPU waste problem because the fix makes the problem worse. Releasing idle capacity would improve utilization, but the same shortage driving GPU prices up is exactly why no team will give capacity back. So the fleet sits at roughly 5%, billed by the hour, and the cycle tightens.That pressure — repeated across thousands of enterprises over the past two years — is the reason most companies... Read more ›
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04.05.2026 02:40
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