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Standard RAG pipelines break when enterprises try to use them for long-term, multi-session LLM agent deployments. This is a critical limitation as demand for persistent AI assistants grows.xMemory, a new technique developed by researchers at King’s College London and The Alan Turing Institute, solves this by organizing conversations into a searchable hierarchy of semantic themes.Experiments show that xMemory improves answer quality and long-range reasoning across various LLMs while cutting inference costs.
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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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U.S. travelers are still flying in droves for the summer, but there are some early indications that spending could be slowing down. Read more ›
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Lawn tractors and rear engine mowers both achieve the same goal -- mowing your lawn. However, there are some differences to be aware of before buying. Read more ›
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Specialty coffee chain abCoffee has raised ₹61 Cr (about $6.4 Mn) in its Pre-Series B funding round led by Kliff… Read more ›
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Покупая подписку ChatGPT за 20$, вы получаете возможность использовать токены на сумму ~1000$. Покупая подписку к Claude за 100$, вы получаете токенов на сумму ~2000$. Но подключить эти подписки напрямую в Cursor нельзя. Формат запросов в API и подписке отличаются. Вам нужен обходной путь — проксирование запросов. Читать далее Read more ›
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Привет, Хабр! Меня зовут Никита, я работаю в Directum Projects: консультирую заказчиков, помогаю с выбором систем при цифровизации проектной работы. Часто я сталкиваюсь с такой ситуацией: компании не могут определиться, какой класс ИСУП им выбрать — специализированную платформу или экосистему. В статье расскажу о том, чем отличаются такие решения и как найти систему, которая по максимуму закроет ваши задачи и не сломается при масштабировании. Читать далее Read more ›
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The system requires no specialized hardware, no access to the target Wi-Fi network, and works even if the person being tracked isn't carrying a wireless device. Read more ›
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Хочу поделиться своим проектом по туннелированию траффика в обход белых списков через звонки. Если кратко — пару месяцев назад начал писать пет по обходу блокировок через SFU (ранее в сообществе выходила статья на тему того, как такой подход работает), и за это время он успел обрасти мясом. Читать далее Read more ›
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Backoffice, a Vilnius-based startup building an operations management solution for restaurants, cafes, and hotels, has secured €150k in investment to expand its product across Europe. The investment was secured from venture capital funds FIRSTPICK and Lost Astronaut. “I grew up watching my mum run her restaurant and bakery business: long hours, constant schedule changes, staff ... Read more ›
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As attacks compress, the real weakness is the slow handoff from alert to action. Read more ›
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While Microsoft has taken steps to optimize Windows 11 by promising a faster interface with fewer artificial intelligence elements, the operating system has not yet achieved universal appeal. In this environment, community projects like Classic 7 are gaining traction by offering users a simpler computing experience focused on enhanced privacy, reduced telemetry, and an absence of built-in advertisements. Built upon the foundation of Windows 10 IoT Enterprise LTSC 2021, Classic... Read more ›
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Второй день INFOSTART CIO CAMP 2026 пройдет не в зале с докладами, а на воде. Участники выйдут на гоночных яхтах в акваторию Финского залива — без требований к яхтенному опыту, но с полной командной вовлеченностью: ролями, коммуникацией, быстрыми решениями и общим результатом. Регата пройдет в Санкт-Петербурге, в яхт-клубе ZIGZAG. В программе — инструктаж, распределение по командам, выход на воду, гонки, церемония награждения и вечерняя программа.Опыт яхтинга не нужен. На каждой... Read more ›
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As attackers ramp up their AI exploit development, the search for software vulnerabilities is changing rapidly. Read more ›
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The pieces are coming together for Steam on Android devices, starting with my AYN handheld. Read more ›
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Securing autonomous agents - how enterprises can bridge the gap in this new AI era. Read more ›
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Привет, Хабр. На связи Маша Лещинская, Head of QA в Surf. Мы все любим пет-проекты, и еще больше — пет-проекты на AI. Но есть нюанс: большинство таких штук забываются через неделю, потому что их сложно и дорого поддерживать. Я сделала проект, который живёт уже третий месяц, и причина не в каких-то крутых технологиях, а в том, что цена поддержки стала минимальной. Читать далее Read more ›
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Главная мысль этой статьи простая: не надо встраивать ИИ в каждую корпоративную систему как отдельный самостоятельный AI-контур. Пользователь должен видеть ИИ там, где работает: в CRM, СЭД, ITSM, мониторинге, портале или корпоративном чате. Но модели, GPU, gateway, лимиты, аудит, политики доступа, RAG, журналы и ответственность должны жить в отдельном корпоративном слое.ИИ должен быть доступен из каждой корпоративной системы, но не должен принадлежать ни одной из них. Как бухгалтер работает и... Read more ›
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VentureBeat
Enterprises building and deploying agents have a problem: it’s taking their engineers too long to find out that an agent made a mistake, and the loop has continued to perpetuate, especially without a human at every step. LangSmith, the monitoring and evaluation platform from LangChain, launched a new capability in public beta that could make that issue more manageable. LangSmith Engine automates the entire chain by detecting production failures, diagnosing... Read more ›
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Four supply-chain incidents hit OpenAI, Anthropic and Meta in 50 days: three adversary-driven attacks and one self-inflicted packaging failure. None targeted the model, and all four exposed the same gap: release pipelines, dependency hooks, CI runners, and packaging gates that no system card, AISI evaluation, or Gray Swan red-team exercise has ever scoped.On May 11, 2026, a self-propagating worm called Mini Shai-Hulud published 84 malicious package versions across 42 @tanstack/*... Read more ›
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Redis built its name as the caching layer that kept web applications from collapsing under load. The problem it is targeting now has the same structure but is harder to solve: production AI agents failing not because the models are wrong, but because the data underneath them is scattered, stale and structured for humans rather than machines. Retrieval pipelines built for single queries cannot absorb the volume agents generate.The gap... Read more ›
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Andrej Karpathy, the influential 39-year-old Slovak-Canadian AI researcher and one of the original 11 co-founders of OpenAI, and former head of Tesla's AI division, announced on Tuesday, May 19 that he's joining rival lab Anthropic.As Karpathy posted from his account on the social network X: "Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to... Read more ›
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Although it was already discovered by intrepid AI power users weeks ahead of the official unveiling today at Google's annual I/O developer conference, the company's new Gemini Omni model marks a significantly new paradigm in the wider AI and tech marketplace.That's because as its "omni" (from the Latin omne — meaning "all") prefix would suggest, this is Google's first truly native, multimodal model, that is "a model that can create... Read more ›
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Google unveiled Gemini 3.5 Flash at its annual I/O developer conference on Tuesday, a new artificial intelligence model that the company says shatters what had become a seemingly iron law of the AI industry: that the smartest models must also be the slowest and most expensive to run.The model sits at the center of a sweeping set of announcements — from a video-generating "world model" called Gemini Omni to a... Read more ›
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Google on Tuesday unveiled Gemini Spark, a personal AI agent designed to work around the clock — drafting emails, assembling documents, monitoring inboxes, and eventually making purchases — even when a user's laptop is closed and their phone is locked.The announcement, made at Google I/O 2026, is the company's most ambitious attempt yet to transform its AI assistant from a tool that answers questions into one that autonomously completes tasks.... Read more ›
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For a quarter century, the Google search box has been one of the most recognizable interfaces in computing: a thin white rectangle, a blinking cursor, a few typed words, and a list of blue links. On Tuesday, Google will formally retire that paradigm.At its annual I/O developer conference, Google announced a sweeping redesign of the search box itself — the literal text field where billions of queries begin every day... Read more ›
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The reason enterprises have been slow to connect AI agents to internal APIs and databases isn't the models — it's the credentials. In most production deployments, the agent carries authentication tokens with it as it executes tool calls, which means a compromised or misbehaving agent takes the keys with it.Anthropic is addressing that problem with two new capabilities for Claude Managed Agents: self-hosted sandboxes, which let teams run tool execution... Read more ›
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Generative AI’s rapid transition from text-based chatbots to high-fidelity media—spanning images, video, spatial 3D, and audio—has exposed a glaring bottleneck in the modern tech stack: infrastructure. Rendering pixels in real-time requires a staggering amount of compute, and developers are increasingly struggling to manage fragmented GPU clusters just to keep their applications online.Enter fal, a generative media creation platform that has quietly become the connective tissue for 2.5 million developers ac Read more ›
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25.05.2026 07:09
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