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Every GPU cluster has dead time. Training jobs finish, workloads shift and hardware sits dark while power and cooling costs keep running. For neocloud operators, those empty cycles are lost margin.The obvious workaround is spot GPU markets — renting spare capacity to whoever needs it. But spot instances mean the cloud vendor is still the one doing the renting, and engineers buying that capacity are still paying for raw compute with no inference stack attached. FriendliAI's answer is different: run inference
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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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The hidden costs of hiring freelancers across borders — and how to avoid them Read more ›
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Zerops, a Platform-as-a-Service startup redesigning cloud architecture, has raised a $2 million seed round led by Gi21 Capital. Zerops removes the separation between development and production environ... Read more ›
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Our guide explains how to watch Welcome to Wrexham season 5 online and stream episodes wherever you are as the Red Dragons shoot for the Premier League. Read more ›
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Latest guest post by Declan Goodman is a digital transformation consultant, speaker and creator of the Digital Mythology. After nearly 30 years working in digital transformation across different cultures, I have learned that the success of any digital journey comes down to the people, not technology. Recently, I found myself in a room full of […] Read more ›
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UK AI chip startup Fractile has raised a $220m (£162.8m) Series B round to accelerate the build of its next-generation inference hardware for AI. Inference hardware is designed to run pre-trained AI models and make real-time predictions, decisions or generative outputs. Fractile is developing chips and systems designed to make faster inference economically viable, working ... Read more ›
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Каждые четыре недели Яндекс Браузер переезжает на новую версию Chromium. Обычный пользователь этого не замечает, но для команды разработки каждый такой переход — это более тысячи конфликтов кода и, как правило, несколько тысяч ошибок компиляции.В одном обновлении сходятся около 10 000 коммитов апстрима и примерно 1500 наших изменений. В процесс вовлекаются десятки разработчиков, а суммарные трудозатраты команды на один цикл составляют несколько человеко‑месяцев.Мы хотели сократить объём этой рутинной работы Read more ›
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A new report section tracks blocked installations while Maximum restrictions mode now shuts down USB connections entirely. Read more ›
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К тому моменту я уже много лет работала директором по персоналу и была уверена, что хорошо понимаю, как устроен найм.Но однажды я не откликнулась на сильную позицию из-за требования знать сербский язык — и потеряла интересный вариант.На эту позицию взяли человека без сербского. Ему просто дали переводчика.Позже я поняла неприятную вещь про найм: Читать далее Read more ›
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![[Перевод] Чему именно учится word2vec?](https://times42.com/media/1/5/7/12425157_640x200.jpg "[Перевод] Чему именно учится word2vec?")
Чему именно учится модель word2vec? Как она это делает? Ответы на эти вопросы мы поищем, анализируя то, как модель изучает представления данных при рассмотрении минималистичной, но достаточно актуальной задачи языкового моделирования. Модель word2vec — это широко известная предшественница современных языковых моделей. Но, несмотря на это, на протяжении долгих лет в распоряжении исследователей не было количественной прогностической теории, описывающей процесс обучения модели. В нашей новой публикации мы, нак Read more ›
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Scientists have uncovered a hidden mathematical secret inside the leaves of the Chinese money plant: a naturally occurring geometric pattern known as a Voronoi diagram, something typically associated with city planning, computer science, and network design. By mapping tiny pores and looping veins in the plant’s leaves, researchers discovered that the plant organizes itself using the same kind of elegant spatial logic humans use to solve complex distance problems —... Read more ›
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ClearML — это целый космос, так что мы продолжаем разбирать его компоненты. В прошлой статье мы рассматривали ClearML Session и настраивали удаленную среду разработки с Jupyter Lab и VSCode. В этот раз поговорим о ClearML Agent и разберем, как с его помощью запустить обучение на удаленном сервере, в частности, Google Colab.Итак, поехали! Читать далее Read more ›
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Может показаться, что достаточно хорошо работать, и вас оценят.Это не так. Команды, которые «просто кодят», но не могут объяснить внутреннему заказчику, что они сделали, часто расформировывают после проекта.Да, очень хорошую или очень плохую работу тяжело спрятать. Но если задача была не самая бизнес-важная, за сроки вышли, но работа сделана всё равно хорошая, — вот в этом месте очень легко облажаться.Любое техническое выступление — это не пробубнить заголовки задач в Джире.... Read more ›
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Researchers have developed an AI-powered charging system that speeds up EV charging while actively protecting battery health, potentially extending battery life by nearly 23%. Read more ›
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Мы продолжаем увлекательное путешествие по миру удалённого доступа. В предыдущей части заглядывали под капот протокола доставки рабочего стола SPICE, а сейчас на операционный стол попала великая и ужасная ОС Windows - точнее, её графическая подсистема. Заглянем в её недры и окунёмся в её философию и историю развития. И заодно найдём интересные параллели в Linux.Это вторая часть цикла про протокол SPICE и то, как он вынужден работать в современных условиях. Наша... Read more ›
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Как с помощью Clean ABAP и Low-code ускорить выгрузки в 5 разПривет, Хабр! Меня зовут Дмитрий, я работаю ведущим разработчиком в Lenta tech («Группа Лента»). В этой статье я разберу архитектуру решения, где технические инструменты — наследование классов и абстрактные типы данных — работают на конкретные бизнес-цели. Я поделюсь нашими принципами по созданию гибкого ядра, способного за считанные дни подключать новых потребителей без риска для стабильности системы. Читать далее Read more ›
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For a growing number of nomads, Malta is emerging as more than a temporary destination for remote work. It is becoming a place where professionals can build with greater stability, connect with like-minded innovators, enjoy island life, and put down longer-term roots. What starts as a move to maintain a flexible and global profession and ... Read more ›
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Scientists have finally cracked the mystery behind one of climate change’s strangest fingerprints: while Earth’s surface heats up, the upper atmosphere is rapidly cooling. Researchers at Columbia University discovered that carbon dioxide acts very differently high above the planet, where it actually helps radiate heat into space instead of trapping it. The team found that certain infrared wavelengths fall into a “Goldilocks zone” that becomes increasingly effective as CO2 levels... Read more ›
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Привет, Хабр. Меня зовут Виктор Овчинников, я руковожу разработкой интеграционной платформы Digital Q.Integration в компании Диасофт. Больше двадцати лет моя команда занимается обменом данными между корпоративными системами. Все эти годы интеграция оставалась скучной технической прослойкой, которую в бюджетах по привычке записывали в строку «поддержка». В 2026 году ситуация изменилась, и не потому, что шины вдруг стали красивее или модными, а потому, что ИИ-проекты начали массово застревать именно в интегра Read more ›
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VentureBeat
Even as leading AI providers like OpenAI and Anthropic battle over the compute to train and release ever larger, more powerful models, other labs are going in a different direction — pursuing the development of smaller, more efficient models and often open sourcing them. The latest worth paying attention to comes from the lesser-known Palo Alto startup Zyphra, which this week released its new reasoning, mixture-of-experts (MoE) language model, ZAYA1-8B,... Read more ›
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Every LangChain pipeline your team hardcodes starts breaking the moment the query distribution shifts — and it always shifts. That bottleneck is what Sakana AI set out to eliminate.Researchers at Sakana AI have introduced the "RL Conductor," a small language model trained via reinforcement learning to automatically orchestrate a diverse pool of worker LLMs. Conductor dynamically analyzes inputs, distributes labor among workers, and coordinates among agents.This automated coordination achieves state-of-the-a Read more ›
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Anthropic on Tuesday unveiled a suite of updates to its Claude Managed Agents platform at its second annual Code with Claude developer conference in San Francisco, introducing a new capability called "dreaming" that lets AI agents learn from their own past sessions and improve over time — a step toward the kind of self-correcting, self-improving AI systems that enterprises have demanded before trusting agents with production workloads.The company also moved... Read more ›
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Presented by SAPThe enterprise software industry has undergone a fundamental shift, and vendors are adapting their approaches to better protect the customers who rely on them. For years, every global platform vendor running multi-tenant cloud infrastructure has maintained documented rate limits, usage controls, and restrictions on the use of undocumented internal interfaces. CRM platforms impose daily API call limits per organization, enforce platform-layer limits, and maintain a strict separation between... Read more ›
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For the last 24 months, one narrative justified every over-provisioned data center and bloated IT budget: the GPU scramble. Silicon was the new oil, and H100s traded like contraband. Reserve capacity now or your enterprise would be left behind.The bill is now due, and the CFO is paying attention. Gartner estimates AI infrastructure is adding $401 billion in new spending this year. Real-world audits tell a darker story: average GPU... Read more ›
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Just a few weeks after announcing Claude Managed Agents, Anthropic has updated the platform with three new capabilities that collapse infrastructure layers like memory, evaluation, and multi-agent orchestration, into a single runtime.This move could threaten the standalone tools that many enterprises cobble together.The new capabilities — 'Dreaming,' 'Outcomes,' and 'Multi-Agent Orchestration' — aim to make agents inside Claude Managed Agents “more capable at handling complex tasks with minimal steering,” A Read more ›
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A CEO’s AI agent rewrote the company’s security policy. Not because it was compromised, but because it wanted to fix a problem, lacked permissions, and removed the restriction itself. Every identity check passed. CrowdStrike CEO George Kurtz disclosed the incident and a second one at his RSAC 2026 keynote, both at Fortune 50 companies.The credential was valid. The access was authorized. The action was catastrophic.That sequence breaks the core assumption... Read more ›
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Most enterprise security programs were built to protect servers, endpoints, and cloud accounts. None of them was built to find a customer intake form that a product manager vibe coded on Lovable over a weekend, connected to a live Supabase database, and deployed on a public URL indexed by Google. That gap now has a price tag.New research from Israeli cybersecurity firm RedAccess quantifies the scale. The firm discovered 380,000... Read more ›
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Dario Amodei is not the kind of CEO who talks loosely about numbers. The Anthropic co-founder and chief executive, a former VP of research at OpenAI with a PhD in computational neuroscience from Princeton, has built a reputation for measured public statements — particularly around the financial performance of a company that, until recently, disclosed almost nothing about its business.So when Amodei took the stage at Anthropic's Code with Claude... Read more ›
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Voice agents have been expensive to run and painful to orchestrate, not because the models can't handle conversation, but because context ceilings forced enterprises to build session resets, state compression, and reconstruction layers into every deployment. OpenAI's three new voice models are designed to reduce that overhead, and they change how engineers can think about building voice into a larger agent stack.GPT-Realtime-2, GPT-Realtime-Translate, and GPT-Realtime-Whisper integrate real-time audio into. Read more ›
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14.05.2026 04:11
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