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Our system did one thing, and it did it well: It turned natural-language questions into API calls.The users were analysts, account managers, and operations leads. They knew what data they needed, but assembling it manually meant pulling from four dashboards, two BI tools, and a Salesforce report builder. With our system, they typed the request in plain English. A request like "Compile a report on sales volume for January through March 2026 for the Northeast region, broken down by city" was translated into a
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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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After launching the K15 Pro lineup in China back in April, Oppo is now preparing to introduce the standard K15. The smartphone has been listed on Oppo's official online store, revealing its design, key specifications, and color options. The Oppo K15 is set to launch in China on July 24. Like the K15 Pro and K15 Pro+, it will feature a built-in cooling fan. The smartphone will be powered by... Read more ›
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![[Перевод] Doom работает везде, даже на Neo Geo](https://times42.com/media/5/2/8/12737528_640x200.jpg "[Перевод] Doom работает везде, даже на Neo Geo")
Примерно месяц назад мы сняли видео [а на Хабре опубликовали его перевод] о сложности реализации игры наподобие Doom на консоли Neo Geo. Причина заключается в том, что у Neo Geo нет концепции буфера кадров, то есть всё, что мы видим на экране Neo Geo, рендерится, как спрайт. Также в этом видео я рассуждал о концепции движка рейкастинга, который вполне неплохо работал на Neo Geo. Придуманная мной концепция, по сути, заключалась... Read more ›
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Boris Cherny says companies should track human hours saved, not just tokens spent. Read more ›
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Northwestern engineers built a spinning drone that exploits motion blur, making it about ten times less visible than conventional drones. Read more ›
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Каждый кодинг-агент пишет полные транскрипты сессий на диск: Claude Code — в JSONL под ~/.claude/projects/, Codex — в rollout-файлы, Cursor — в SQLite, и так далее, восемь штук, ни один формат не документирован. У меня там накопилось 3,3 ГБ — каждый разобранный баг вместе с фиксом. После вечера, потраченного на повторную отладку уже решённой проблемы, я написал инструмент, который парсит все восемь форматов в один локальный индекс. Под катом —... Read more ›
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Привет, Хабр! Меня зовут Владимир, и это внеплановое продолжение цикла про локального MCP-агента. В первых частях мы собрали агента, научили его работать через LangGraph, добавили Gradio-интерфейс, чекпоинты и трассировку. В этой статье я покажу как добавить аутентификацию в Gradio-интерфейс и как использовать её для упорядочивания трейсов в Langfuse и чекпоинтов в LangGraph. Читать далее Read more ›
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While BIP 110 wants to restrict data through a consensus change and has almost no miner support, a new DOG Mode client wants the opposite and requires no vote at all. Read more ›
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OnePlus has confirmed the shutdown date for its North American community forum and revealed more ColorOS transition details. Read more ›
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Amazon Prime Day has come and gone, but there are still plenty of cheap tech upgrades up for grabs, with discounts of up to 71%. Read more ›
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It's not uncommon for discounts to end as soon as Prime Day does, but this year appears to be different, as this a plethora of savings on top-tier tech proves. Read more ›
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Save up to 50% today with the latest Home Depot promo codes for appliances, power tools, and more this July. Read more ›
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Whether you’re looking to upgrade your internet or get the latest phone, we’ve got you covered with our selection of AT&T coupons and deals. Read more ›
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Save on streaming with the latest Paramount+ promo codes and deals, including 50% off subscriptions, free trials, and more. Read more ›
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Get 20% off with verified Dell promo code, plus today’s coupons for up to $600 off laptops, Alienware monitors, and all things tech. Read more ›
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From personalized gifts to business essentials, WIRED can help you save with our selection of VistaPrint promo codes. Read more ›
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Whether you're looking for a Whoop free trial, student discount, or military savings, our guide to Whoop promo codes will help you maximize your membership benefits. Stay on top of your fitness goals for less. 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 02:48
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