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Most enterprise RAG pipelines start the same way: a text parser converts web pages and documents into plain text so they can be chunked and indexed for retrieval. That conversion step destroys retrieval signals — and according to new research, it's responsible for the majority of wrong answers.A research team from UC Berkeley, Princeton University, EPFL and Databricks published a paper this week introducing PixelRAG, a system that skips that conversion entirely. Instead of parsing pages into text, PixelRAG.
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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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Europe has emerged as one of the world's leading centres for open-weight AI, with companies including Mistral, Black Forest Labs and Helsing contributing to a growing ecosystem focused on open models ... Read more ›
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Готовые RL‑окружения удобны для старта, но в реальных задачах редко хватает чужих правил и бенчмарков. В статье разбираем, как создать собственную среду для обучения с подкреплением: задать действия и наблюдения, продумать функцию награды и не сломать обучение на базовых ошибках. Читать далее Read more ›
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Weave Robotics Isaac 1 is a legless robot body on a stalk that can fold laundry and do basic chores, all for $7999. Read more ›
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Like other software leaders these days, Palantir CEO Alex Karp is on a mission to convince businesses they need a trusted intermediary between their wallets and Anthropic or OpenAI, rather than dealing directly with the two AI firms.I spoke to Karp shortly after his fiery appearance on CNBC, where he appeared to accuse OpenAI and Anthropic of stealing data from and overcharging their customers, and positioning Palantir as a critical... Read more ›
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This tablet PC is not just for browsing the internet and editing; it features a full version of Windows and, combined with a powerful AI CPU, offers a complete solution. Read more ›
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Trump’s Truth Social feed is filling with AI-generated posts, including fake celebrities, Teddy Roosevelt, and a golden eagle. Read more ›
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Softbank Group Corp. and its telecom unit SoftBank Corp. said Thursday they will start renting AI computing resources to U.S. companies, starting in April. The capacity will come through a new neocloud venture, SB Neo, Inc., with plans to scale to 10 gigawatts to meet the growing demand for AI ... Read more ›
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Классическая картина для многих крупных российских компаний: рабочая группа из методологов, ИТ-архитекторов и приглашённых консультантов на несколько месяцев запирается в переговорных, чтобы создать «идеальный» регламент по управлению данными. На выходе появляется документ на 300–400 страниц: словарь из тысяч терминов, матрица ролей с десятками стюардов, пошаговые правила валидации и график заседаний совета по качеству данных на годы вперёд. Документ торжественно принимается, иногда даже переплетается в кож Read more ›
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The European Court of Justice dismissed Google’s final appeal on Thursday in an antitrust case over its Android operating system, ending an eight-year legal battle that began when the European Commission first fined the search giant in 2018. As a result, Google will have to pay 4.1 billion ($4.7 ... Read more ›
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Tesla told staff last month it would impose a $200 per week limit for staff’s AI spending beginning July 6, according to an internal memo, a sign that even companies committed to using the technology to transform their operations and products are having to watch their costs. Over the past few months, software engineers at Tesla were often consuming thousands of dollars’ worth of tokens each week, according to two... Read more ›
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London-headquartered Marleybones, which makes shelf-stable and gently-cooked dog food, has named wheelchair tennis champion Andy Lapthorne as its first brand ambassador. It is also the first time the startup puts its logo on anyone’s kit. The announcement came on June 30, as Lapthorne – an 18-time Grand Slam champion and Britain’s world No.1 quad wheelchair ... Read more ›
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┼┼┼┼┼┼┼┼┼▄▀▀▀▄▄▄▄▄▄▄▀▀▀▄┼┼┼┼┼┼┼┼ ┼┼┼┼┼┼┼┼┼█▒▒░░░░░░░░░▒▒█┼┼┼┼┼┼┼┼ ┼┼┼┼┼┼┼┼┼┼█░░█░░░░░█░░█┼┼┼┼┼┼┼┼┼ ┼┼┼┼┼┼─▄▄──█░░░▀█▀░░░█──▄▄─┼┼┼┼┼ ┼┼┼┼┼┼█░░█─▀▄░░░░░░░▄▀─█░░█┼┼┼┼┼ ┼┼┼██░██░████░██░░░██░░░█████┼┼┼ ┼┼┼██▄██░██▄▄░██░░░██░░░██░██┼┼┼ ┼┼┼██▀██░██▀▀░██░░░██░░░██░██┼┼┼ ┼┼┼██░██░████░████░████░█████┼┼┼Для строительства компиляторов, нам нужны начала математики. Из них, как мы убедимся, проистекает добрая половина понимания и всех наших работ. В частности, без начал не понять лямбда-исчисление Чёрча, которое мы при Read more ›
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The newly-public company's shares are the largest issuer-sponsored tokenized stock at launch, aiming to make a point against rival third-party stock token issuers. Read more ›
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The Godot Foundation will stop accepting AI-authored code, agent-submitted pull requests, and AI-generated text in contributor communications after maintainers were overwhelmed by low-effort submissions. "It is time for us to recognize that these problems aren't going away and therefore we need to take steps to reduce the burden on maintainers while ensuring we still have a pipeline to mentor new contributors to become future maintainers," the Godot Foundation said in... Read more ›
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VentureBeat
Liquid AI, founded by former MIT computer scientists, today released its smallest AI language model yet, LFM2.5-230M, and enterprises would do well to consider it for their uses in data extraction and local deployment on smartphones, laptops and robotics.This is a 230-million-parameter foundation model explicitly designed for on-device agentic workflows, and as Liquid states in its release blog post, that small size makes it possible to run nearly "anywhere." According... Read more ›
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Industrialized factories changed how the world produced physical goods: more output, lower costs, faster than anything that came before. Now a similar shift is happening with software. LLMs have lowered the barrier to writing code, increased individual output, and pushed organizations to think about software development as a production system. The standard software development lifecycle and CI/CD practices that have held for decades won't hold up under that pressure. That's... Read more ›
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OpenAI is announcing a limited preview of its next-generation GPT-5.6 model series today, introducing three distinct, capability-tiered models—Sol, Terra, and Luna—designed to re-engineer developer and enterprise workflows. The initial rollout is available through the API and Codex to a narrow set of approximately 20 total organizations after OpenAI shared the models and release plans with the U.S. government, following an executive order issued by President Donald J. Trump earlier this... Read more ›
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An endpoint agent cannot report its own absence. The 2026 Axonius Actionability Report, conducted with the Ponemon Institute and surveying 662 IT and security professionals, put a number on a gap SOC teams have worked around for years. Across the Axonius customer base, 12.7% of devices in a 298,000-device median inventory are missing their expected security agent.If a device has no agent, no management console shows it. If a CMDB... Read more ›
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Long-horizon reasoning exposes a core weakness in AI agents: context windows fill up fast, and retrieval pipelines return noise instead of signal.To solve this, researchers at the National University of Singapore developed MRAgent, a framework that abandons the static "retrieve-then-reason" approach. Instead, it uses a mechanism that allows an agent to dynamically develop its memory based on accumulating evidence. This multi-step memory reconstruction is integrated into the reasoning process of... Read more ›
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Anthropic recently told its growth team to hire more product managers, not fewer. The reason, as reported in industry coverage, was that Claude Code had quietly turned its engineering org into a team that ships at roughly three times its actual headcount, and the bottleneck moved from the integrated development environment (IDE) to the people deciding what to build.That detail is easy to miss in the noise of every AI... Read more ›
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In the past two years, businesses have been trying to fit large language models (LLMs) into support, analytics, development, and internal automation like never before. Along with the increasing adoption of AI technology, another trend is gaining momentum — cybercriminals are taking advantage of the disconnect between assumptions about LLMs and their actual characteristics.In 2025 and 2026, several independent sources have highlighted the same trend: Prompt injection remains one of... Read more ›
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A single fake error report hijacked Claude Code in controlled testing — the agent ran the attacker's code with the developer's full privileges, and not one alert fired. EDR, WAF, IAM, and the firewall all missed it completely.Tenet Security's June agentjacking disclosure describes a single crafted Sentry error event — sent through a public credential that requires no breach and no authentication — that injected attacker instructions into error data... Read more ›
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Even as the geopolitical conversation around AI continues to grow more fraught following the U.S. government's actions to limit the new models from Anthropic and OpenAI, Chinese open source darling DeepSeek is back with yet another open release that could once again change AI development around the globe. Over the weekend, the firm released DSpark, a new, MIT-Licensed system designed to make large language models answer faster without changing what... Read more ›
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A few hours ago, Chinese delivery app company Meituan officially unveiled LongCat-2.0 on GitHub, Hugging Face, and its native platform, unmasking the model as the computational engine behind "Owl Alpha," the anonymous stealth model that has spent the last two months commanding global developer charts on OpenRouter. Developed to fundamentally disrupt closed-source enterprise dominance in autonomous software engineering, the 1.6-trillion-parameter Mixture-of-Experts (MoE) system brings a native 1-million-toke Read more ›
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02.07.2026 15:53
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