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Multi-agent systems, designed to handle long-horizon tasks like software engineering or cybersecurity triaging, can generate up to 15 times the token volume of standard chats — threatening their cost-effectiveness in handling enterprise tasks. But today, Nvidia sought to help solve this problem with the release of Nemotron 3 Super, a 120-billion-parameter hybrid model, with weights posted on Hugging Face.By merging disparate architectural philosophies—state-space models, transformers, and a novel "Latent" m
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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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A while back, Mal and I were having drinks on a rooftop in Saigon, watching the city lights flicker on across the river. He said something I haven’t stopped thinking about. “The worst kind of lonely isn’t being alone. It’s being loved for someone you’re not even sure exists anymore.” That hit me hard. Because ... Read more Read more ›
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Случалось ли вам покупать новые лицензии или технику просто потому, что найти старые оказалось сложнее и дольше? Если да, добро пожаловать в клуб.В знаменитом мысленном эксперименте Эрвина Шрёдингера кот в стальном сейфе/камере (там ещё счётчик Гейгера с радиоактивным веществом, молоток и флакон с ядом) находится в суперпозиции — жив и мёртв одновременно, пока мы не откроем крышку и не произведём наблюдение. В этот момент волновая функция коллапсирует, и реальность обретает... Read more ›
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PM Narendra Modi and his sartorial choices never cease to make headlines. Be it his occasional turbans or the chic… Read more ›
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Если подключить к Яндекс станции кучу датчиков, исполнительных устройств и настроить нужные сценарии, то жить в доме становится значительно приятнее, но каждый раз спрашивать Алису какая температура на улице и открыто ли окно — это неудобно. Хочется, чтобы одним взглядом можно было узнать основные показатели датчиков и оценить текущее состояние Умного Дома Яндекс (УДЯ).Воодушевившись статьей Уважаемого Вадима @tzirulnicov: «Подключение самодельных устройств к умному дому Яндекса с Алисой» я решил попробоват Read more ›
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If Instagram has been turning your color photo posts into black and white recently, don’t worry, there’s no problem with your camera or your account. The Meta-owned app has confirmed to Engadget that the issue is caused by a bug that’s affecting HDR photos in particular. "Earlier today, a technical issue caused some HDR photos to appear incorrectly as black-and-white for a subset of accounts,” Instagram has told us. However,... Read more ›
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Seeing this idea take shape for smart rings, it’s difficult not to be impressed by how good it actually is. Read more ›
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Привет, Хабр! (И тебе, случайный бухгалтер, который думает, что «выгрузить из банка» - это нажать одну кнопку. И тебе, 1С-разработчик, который слышит «парсинг PDF» и сразу уходит на больничный. И тебе, Python-разработчик, который уверен, что pip install magic_solution решит любую проблему.)Сегодня расскажу, как мне поставили задачу, от которой у SAP-а ушло, видимо, несколько команд и много времени, а мне дали на это… ну, скажем так, поменьше. Задача звучала элегантно, но... Read more ›
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Great for small businesses and quick hires, but hidden fees and uneven support let it down. Read more ›
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Shares of Groww surged as much as 8.55% during the intraday trading today, touching a high of ₹213.25 on the… Read more ›
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Attorney General Rob Bonta said Amazon asked vendors like Levi's to pressure Walmart into raising prices. Read more ›
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Привет, Хабр. Обо мне: я не программист, не DevOps и не 1С-ник. Я работаю в небольшой компании, занимаюсь самыми разными задачами, в том числе небольшими ИТ-внедрениями на уровне «настроить, связать, запустить». Часто слышу про критику ИИ причем в любой сфере. Вот решил немного рассказать о своем опыте использования для решения микро задач.В малом бизнесе постоянно возникает мелкая ИТ-рутина. Тут нужно данные спарсить, там - файл конвертировать, здесь - логику кнопки... Read more ›
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Never paid attention to the box in the corner of the office? Maybe it’s time to start – here are ten amazing facts about your laser printer. Read more ›
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Фасетный поиск в eCommerce — штука коварная. Пока фильтров три и категорий пять — можно написать примерно любое своё решение и оно будет работать. Но когда каталог растёт, появляются десятки фасетов, динамические атрибуты, а пользователи начинают кликать по фильтрам быстрее, чем успевает обновляться интерфейс, — тут-то и начинаются сложности.В этой статье я расскажу, как мы прошли путь от самописного велосипеда через InstantSearch.js с кастомным клиентом до связки TanStack Query +... Read more ›
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В 1981 году IBM PC 5150 поставлялся с 16 или 64 КБ оперативной памяти, а максимальная конфигурация ограничивалась 640 КБ — архитектурным барьером первого поколения процессоров Intel. Сегодня флагманские десктопы и серверы оснащаются 192 ГБ DDR5-памяти. Это рост в 300 000 раз за четыре десятилетия. И памяти все также не хватает.За это время сменилось больше десятка стандартов: 30-контактные SIMM, которые нужно было устанавливать парами, продуваемые EDO-модули, провалившаяся RIMM для Pentium... Read more ›
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A focus on metabolic health — how the body produces, uses, and stores energy — is not merely a trend. Although 80 per cent of all women will be affected by a chronic illness at some point in their liv... Read more ›
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В малом и среднем бизнесе ИТ-аутсорсинг часто начинается не с аудита и архитектуры, а с подписания абонентского договора. В результате подрядчик тонет в заявках, а инфраструктура продолжает работать как попало. При этом владелец бизнеса ждет от «поддержки» и починку вчерашних проблем, и построение завтрашних сервисов в рамках одной фиксированной платы. Через несколько месяцев становится ясно, что количество инцидентов растет, а риски не уменьшаются. Читать далее Read more ›
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VentureBeat
The software industry is racing to write code with artificial intelligence. It is struggling, badly, to make sure that code holds up once it ships.A survey of 200 senior site-reliability and DevOps leaders at large enterprises across the United States, United Kingdom, and European Union paints a stark picture of the hidden costs embedded in the AI coding boom. According to Lightrun's 2026 State of AI-Powered Engineering Report, shared exclusively... Read more ›
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Data teams building AI agents keep running into the same failure mode. Questions that require joining structured data with unstructured content, sales figures alongside customer reviews or citation counts alongside academic papers, break single-turn RAG systems. New research from Databricks puts a number on that failure gap. The company's AI research team tested a multi-step agentic approach against state-of-the-art single-turn RAG baselines across nine enterprise knowledge tasks and reported gains... Read more ›
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Microsoft today launched MAI-Image-2-Efficient, a lower-cost, higher-speed variant of its flagship text-to-image model that the company says delivers production-ready quality at nearly half the price. The release, available immediately in Microsoft Foundry and MAI Playground with no waitlist, marks the fastest turnaround yet from Microsoft's in-house AI superintelligence team — and the clearest signal that Redmond is serious about building a self-sufficient AI stack that doesn't depend on OpenAI.The new... Read more ›
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A viral post on X from veteran programmer and former Google engineer Steve Yegge set off a rhetorical firestorm this week, drawing sharp public rebuttals from some of Google’s most prominent AI leaders and reopening a sensitive question for the company: how deeply are its own engineers really using the latest generation of AI coding tools? The debate began after Yegge summarized what he said was the view of his... Read more ›
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Anthropic announced a new platform last week, Claude Managed Agents, aiming to cut out the more complex parts of AI agent deployment for enterprises and competes with existing orchestration frameworks.Claude Managed Agents is also an architectural shift: enterprises, already burdened with orchestrating an increasing number of agents, can now choose to embed the orchestration logic in the AI model layer. While this comes with some potential advantages, such as speed... Read more ›
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For decades, procurement has been the back office that enterprise software forgot. Billions of dollars flow through vendor negotiations, purchase orders, and supplier communications every year at the largest manufacturers and construction companies in the country — and the vast majority of that work still runs on email threads, spreadsheets, and phone calls.Traza, a newly launched startup headquartered in New York, believes the moment has arrived to change that. The... Read more ›
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Adobe today launched its most ambitious AI offensive to date, unveiling the Firefly AI Assistant — a new agentic creative tool that can orchestrate complex, multi-step workflows across the company's entire Creative Cloud suite from a single conversational interface — alongside a raft of new video, image, and collaboration features designed to position the company at the center of the rapidly evolving AI-powered content creation landscape.The announcements, which also include... Read more ›
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AI agents can connect together, but they cannot think together. That’s a huge difference and a bottleneck for next-gen systems, says Outshift by Cisco’s SVP and GM Vijoy Pandey.As he describes the current state of AI: Agents can be stitched together in a workflow or plug into a supervisor model — but there's no semantic alignment, no shared context. They’re essentially working from scratch each go-around. This calls for next-level... Read more ›
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The transition from AI as a chatbot to AI as a workforce is no longer a theoretical projection; it has become the primary design philosophy for the modern developer's toolkit. On April 14, 2026, Anthropic signaled this shift with a dual release: a complete redesign of the Claude Code desktop app (for Mac and Windows) and the launch of "Routines" in research preview. These updates suggest that for the modern... Read more ›
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Creating self-improving AI systems is an important step toward deploying agents in dynamic environments, especially in enterprise production environments, where tasks are not always predictable, nor consistent. Current self-improving AI systems face severe limitations because they rely on fixed, handcrafted improvement mechanisms that only work under strict conditions such as software engineering.To overcome this practical challenge, researchers at Meta and several universities introduced “hyperagents,” a s Read more ›
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21.04.2026 02:43
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