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Retrieval-augmented generation (RAG) has become the de facto standard for grounding large language models (LLMs) in private data. The standard architecture — chunking documents, embedding them into a vector database, and retrieving top-k results via cosine similarity — is effective for unstructured semantic search.However, for enterprise domains characterized by highly interconnected data (supply chain, financial compliance, fraud detection), vector-only RAG often fails. It captures similarity but misses st
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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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EQT Life Sciences’ EQT Health Economics 3 Fund (EQT HE3), a multi-stage life sciences and medtech-dedicated fund has received €25 million from the British Business Bank. EQT Life Sciences backs compa... Read more ›
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Coca-Cola says its fairlife dairy unit was hit by ransomware, and has suspended all US production while it investigates. A ransomware attack has stopped production at one of Coca-Cola’s biggest dairy brands. The company said fairlife found unauthorised access to part of its systems, including production systems, in a statement. Coca-Cola disclosed the breach to […] This story continues at The Next Web Read more ›
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“Based on simple math, these outbreak responses—which require rapid, timely responses—are going to be greatly diminished,” the former CDC lab director tells WIRED. Read more ›
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Netflix says generative AI contributed to roughly 300 productions in 2026, helping creators build crowds, battles, environments, and other sequences faster and more cheaply. Read more ›
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The global payments platform brings back a former EMEA lead from Bain Capital as it pursues institutional growth and a deeper EMEA push. Read more ›
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The McKinney brothers said "almost anyone can do it." They describe how they started their junk removal business with about $8,000. Read more ›
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A working mom in New York shares how AI agents save her time by automating grocery shopping, camp sign-ups, meeting prep, and family scheduling. Read more ›
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Классический VPN подключает пользователя к сети, а не к конкретному приложению. Получив учётные данные одного сотрудника, атакующий становится участником корпоративной сети: может сканировать хосты, обращаться к сервисам, пробовать аутентификацию на внутренних системах. Устройство при этом никак не проверяется — ноутбук без антивируса и корпоративный компьютер в управляемом состоянии подключаются одинаково.Ideco NGFW Novum решает эту задачу через встроенный ZTNA и IPSec/SSL VPN для совместимости с любыми ус Read more ›
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Меня зовут Саша Бобков, я UX-исследователь в Контур.Диадоке. Расскажу, как мы командой исследователей сыграли в «Оракл»: вытянули вслепую по пять карт, за 15 минут собрали из них продукты — местами вполне абсурдные — и защищали их друг перед другом.Будет полезно, если вы ищете лёгкий формат для встречи команды и хотите размять продуктовое мышление без серьёзных слайдов и долгой подготовки. У нас вышло шумно, весело и неожиданно по делу :) Читать... Read more ›
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Всем привет! Меня зовут Юрий, я руковожу группой прикладной разработки в департаменте мультивендорной поддержки YADRO. Мы занимаемся развитием собственного сервисного инструмента «Гегелло», который позволяет работать с диагностическими данными различного оборудования и визуализировать проблемы в системах. Какую задачу решает платформа, почему это не просто «Grafana у нас дома» и что в основе архитектуры «Гегелло» — читайте в статье. Читать далее Read more ›
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Amazon's upcoming God of War TV show has hit a major obstacle after Kratos actor Ryan Hurst suffered a serious injury on set. Read more Read more ›
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Althea Smith, 62, is raising her 14-year-old grandson in Stockton, California. She also cared for her late mother, who died earlier this month. Read more ›
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In 1926, federal predator-control policy eliminated the last wolf pack from Yellowstone. What followed — eroding riverbanks, vanishing willows, a single beaver colony left in the entire park — took nearly seven decades to understand, and scientists are still arguing about how much the 1995 reintroduction actually reversed. Read more ›
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Приступив к сборке откачного поста [1] для изготовления любительских электровакуумных и ионных (газонаполненных) приборов в домашней мастерской [2], неизбежно столкнулся с выбором средств измерения остаточного давления в «системе». Делом, как оказалось, мудрёным, но и прелюбопытным. Прямые измерения отрицательного давления, как, например, в манометрах барометрических [3] и компрессионных — процесс небыстрый, громоздкий и хлопотный, часто требующий ртуть и немало. Использовать подобные средства измерения, на Read more ›
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As airlines look for better ways to forecast rough air, some are turning to AI and real-time data tools that can analyze more information, faster. Read more ›
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Even as a parasite threatens produce across the country, corporate workers chowed down on their usual salads. Read more ›
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VentureBeat
The vast majority of business data is tabular — living in data warehouses, CRMs, and financial ledgers — yet building a reliable model from it still means training a new one from scratch for every dataset, then maintaining hyperparameter tuning loops, feature engineering, and retraining pipelines to fight data drift. Google Research is proposing a way around that: a new foundation model called TabFM that treats tabular prediction as an... Read more ›
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Enterprise AI teams are giving agents more freedom at the same moment their confidence in automated testing is collapsing.Half of enterprises have deployed an AI agent or LLM feature that passed internal evaluations and yet still caused a customer-facing failure — one in four more than once — according to the June 2026 VB Pulse survey of 157 qualified enterprise respondents at companies with 100 or more employees.The sample is... Read more ›
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Enterprise companies are running AI agents ahead of the controls needed to manage them — and they deployed that way knowingly. That is the central finding from VentureBeat Research's June survey of 573 technical leaders at companies with 100 or more employees, fielded across five parallel surveys of the agentic stack. Enterprises are now retrofitting to catch up with their own standards, and they are budgeting for it: Roughly six... Read more ›
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OpenAI on Thursday launched ChatGPT Work, a new AI agent embedded inside its flagship chatbot that aims to transform ChatGPT from a question-and-answer tool into an autonomous work platform capable of executing complex, multi-step tasks across users' email, calendars, code repositories, and messaging apps.The product is powered by OpenAI's latest flagship model, GPT-5.6, and is designed to go far beyond generating text. ChatGPT Work can gather context from connected apps,... Read more ›
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An enterprise AI agent answers with total confidence, but the number is wrong. Nobody catches it until someone traces it back to a stale metric definition or a document the retrieval system never pulled. The model did not fail. The context it was given did.In the past six months, 57% of enterprises traced a confident but wrong AI agent answer to missing or inconsistent business context, and 31% said it... Read more ›
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Slopsquatting represents an emerging supply chain threat made possible by AI hallucinations. As developers increasingly rely on AI coding assistants, they unknowingly grant cybercriminals access to their software from day one. Understanding what slopsquatting isSlopsquatting is a new type of supply chain attack that uses large language model (LLM) hallucinations to inject malicious code into development workflows. The term combines "AI slop" and "typosquatting," a deceptive practice where attackers register Read more ›
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DeepSeek's recent decision to drastically cut pricing on its V4-Pro model by 75% should have been unequivocally good news for enterprise AI vendors and developers. Instead, many are discovering that cheaper models don’t automatically translate into healthier margins.The reason is simple: While inference costs plummet, agent systems are voraciously consuming tokens faster than prices are declining. For the last 2 decades, software economics was dictated by the same rule. Infra... Read more ›
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Presented by Kasm TechnologiesEnterprise infrastructure teams have spent the better part of a decade pushing workloads into Kubernetes. Applications, APIs, batch jobs, data pipelines — if it runs in a container, it belongs in the cluster. The operational benefits are well-established: declarative configuration, horizontal scaling, self-healing, native integration with CI/CD pipelines and observability tooling. Kubernetes has become the default operating model for production workloads.Except for desktops.Sec Read more ›
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Slopsquatting represents an emerging supply chain threat made possible by AI hallucinations. As developers increasingly rely on AI coding assistants, they unknowingly grant cybercriminals access to their software from day one. Understanding what slopsquatting isSlopsquatting is a new type of supply chain attack that uses large language model (LLM) hallucinations to inject malicious code into development workflows. The term combines "AI slop" and "typosquatting," a deceptive practice where attackers register Read more ›
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Model routing is becoming a key component of the enterprise AI stack, dynamically sending prompts to the right AI model to optimize speed and costs. However, current frameworks mostly treat routing as a static classification problem, which severely limits their potential.A new open-source framework called Agent-as-a-Router tackles this bottleneck, treating the router as a dynamic, memory-building agent. It uses a Context-Action-Feedback (C-A-F) loop to track model successes and failures and... Read more ›
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17.07.2026 05:31
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