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When agentic workflows fail, developers often assume the problem lies in the underlying model’s reasoning abilities. In reality, the limited information provided by the retrieval interface is often the primary limiting factor.Researchers at multiple universities propose a technique called direct corpus interaction (DCI) that lets agents bypass embedding models entirely, searching raw corpora directly using standard command-line tools.The limits of classic retrievalIn classic retrieval systems such as RAG, d
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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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Even though it wasn't a "rah-rah speech," Will Ferrell said his father's words "took the pressure off succeeding." Read more ›
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Nvidia is promising to financially backstop young cloud providers that rent out its graphics processing units in exchange for a share of their revenues, The Information reported Wednesday. The backstop would come in the form of promising to rent back unused GPUs if the companies can’t find ... Read more ›
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Ives' early predictions on Microsoft and Nvidia's AI roles proved accurate and influential. He also launched a streetwear brand. Read more ›
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From standardization to turning a product into a platform, Vinton Cerf said there are lessons AI must learn from the internet boom. Read more ›
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Наша третья статья на пути к созданию системе круглосуточной ситуационной осведомленности. Данный материл является подготовительным этапом перед созданием такой системы. Читать далее Read more ›
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The Honor Magic V6, unveiled at MWC and launched in China over a week later, made its European debut yesterday. Now, its availability has expanded to the UK as well, with sales beginning at 10 AM local time. The Honor Magic V6 comes in a single 16GB/512GB configuration in the UK, but has four color options: gold, red, white, and black. It has an RRP of £1,999.99, and if you... Read more ›
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Sonus faber and Focal have both revealed new floor-standing speakers, but only one company had the thought to release an affordable model too. Read more ›
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Picture a kitchen in the late afternoon. There is the smell of something slow on the stove, onions maybe, or bread. Light comes in low and golden across a worn wooden table. A small child sits on the floor with a pile of pots, banging out a song only she can hear, while a grandmother ... Read more Read more ›
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An automatic car's torque converter, like any other vehicle component, can fail. Here's what happens when a torque converter reaches the end of its life. Read more ›
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Nvidia is using its powerful balance sheet to help more companies buy its expensive AI chips, and possibly make some money back too. It’s promising to financially backstop young cloud providers that rent out its graphics processing units in exchange for a share of their revenues. The backstop would come in the form of promising to rent back unused GPUs if the companies can’t find AI developers to rent them,... Read more ›
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An anonymous reader quotes a report from Ars Technica: US homeowners have embraced home batteries in record-breaking numbers in early 2026, spurred on by state incentives while seeking to offset rising residential electricity costs. The trend could even unlock a more flexible energy supply for power grid operators and even AI data centers. New home battery installations reached a record 673 megawatts of energy storage in the first quarter of... Read more ›
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VentureBeat
OpenAI has made a significant update to its most widely used language model, GPT-5.5 Instant, which is the default in the free version of ChatGPT. The company announced the upgraded version of GPT-5.5 Instant yesterday on X, calling it "much more fun to talk to" and saying it is "better at understanding the intent behind a question and adapting its response accordingly," as well as offering improvements in shopping results,... Read more ›
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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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02.07.2026 00:44
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