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Deploying AI agents for repository-scale tasks like bug detection, patch verification, and code review requires overcoming significant technical hurdles. One major bottleneck: the need to set up dynamic execution sandboxes for every repository, which are expensive and computationally heavy. Using large language model (LLM) reasoning instead of executing the code is rising in popularity to bypass this overhead, yet it frequently leads to unsupported guesses and hallucinations. To improve execution-free reaso
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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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If you've ever had the embarrassing displeasure of interrupting a Microsoft Teams meeting by accidentally hitting the "raise hand" feature then I have some good news for you. Microsoft is redesigning its online meeting software, which will move the raise hand button from the main toolbar and allow users to personalize the controls displayed there. […] Read more ›
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Ikea's two dozen Matter-over-Thread devices have proved problematic since launch, but Samsung says its SmartThings platform now has it all sorted. If true, it means Ikea's sensors and complex remotes should actually display correctly, function flawlessly, and plug directly into Samsung's advanced home automation routines without any issues. To achieve this, Samsung says it has […] Read more ›
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KelpDAO hackers are moving $290M in stolen crypto across blockchains, using privacy tools to mask the trail as DeFi contagion fears move through the sector. Read more ›
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The Galaxy S26's exclusive AI features are coming to the Galaxy Z Fold 6, Flip 6, Fold 7, Flip 7, S24, and the S25 FE. Read more ›
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A startup founder who moved to San Francisco on an O-1 Visa says his ambition has multiplied, but he feels pressure to always be thriving. Read more ›
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Eve Halimi and Anam Lakhani created Alinea, an investment platform designed for the next generation of wealth-builders, in 2021. Read more ›
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I was disappointed when Apple launched a new Sports iOS widget last year without CarPlay support, but I'm pleased to report that's changing this week. The latest Apple Sports update includes widget support in CarPlay, allowing you to follow live sports scores for your favorite teams or leagues all within the new widgets interface in […] Read more ›
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Robert Rosenkranz schedules every hour of his day, including his social calls, and splits his time between Aspen, London, East Hampton, and New York. Read more ›
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Texan Angie Smith quit her well-paid job to move to Tuscany. A quieter lifestyle has left her calmer and healthier, leading to her losing 42 pounds. Read more ›
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Funds run by former Viking Global and Lone Pine investors lost money to start 2026. Read more ›
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Историю Linux обычно рассказывают как историю об удачном ядре. На деле это ещё и история лицензии GPL, которая повлияла на рынок, культуру разработки и саму архитектуру экосистемы. Но что было бы, если Linux пошёл по пути BSD? Альтернативный сценарий представил в статье, заходите похоливарить в комментарии. Зайти Read more ›
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Руководитель одного популярного кадрового агентства рассказал, как они целых 3 месяца пытались выстроить работу по поиску сотрудников в одной крупной компании. А потом предложили отменить всех рекрутеров и дать отбор только на экспертов и тех, кто собственно и ищет сотрудника. И "внезапно" выяснили, что закрываемость вакансий улучшилась. ВНЕЗАПНО!Многие компании могут поступить схожим образом и уволить рекрутеров, отдав задачу на подбор профильным сотрудникам. А могут обойтись без таких жертв: перестать сле Read more ›
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Amazon employees say layoffs, AI, and return-to-office rules have reshaped their jobs in recent years. Read more ›
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![[Перевод] Почему ваш софт тормозит: принципы Mechanical Sympathy для разработчиков](https://times42.com/media/0/1/5/12310015_640x200.jpg "[Перевод] Почему ваш софт тормозит: принципы Mechanical Sympathy для разработчиков")
Железо давно научилось работать быстрее, чем большая часть прикладного софта успевает это заметить. Пока процессоры, кэши и ускорители становятся всё умнее, многие системы продолжают терять время на случайном доступе к памяти, лишней синхронизации и архитектурных решениях, которые плохо сочетаются с устройством машины. Эта статья — о mechanical sympathy, подходе, который помогает смотреть на производительность как на следствие понимания базовых ограничений и привычек железа: от строк кэша и ложного разделен Read more ›
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As Google puts the pressure on employees to adopt AI, some are irked that their colleagues are allowed to use Anthropic's Claude. Read more ›
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VentureBeat
The software industry is racing to write code with artificial intelligence. It is struggling, badly, to make sure that code holds up once it ships.A survey of 200 senior site-reliability and DevOps leaders at large enterprises across the United States, United Kingdom, and European Union paints a stark picture of the hidden costs embedded in the AI coding boom. According to Lightrun's 2026 State of AI-Powered Engineering Report, shared exclusively... Read more ›
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Data teams building AI agents keep running into the same failure mode. Questions that require joining structured data with unstructured content, sales figures alongside customer reviews or citation counts alongside academic papers, break single-turn RAG systems. New research from Databricks puts a number on that failure gap. The company's AI research team tested a multi-step agentic approach against state-of-the-art single-turn RAG baselines across nine enterprise knowledge tasks and reported gains... Read more ›
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Microsoft today launched MAI-Image-2-Efficient, a lower-cost, higher-speed variant of its flagship text-to-image model that the company says delivers production-ready quality at nearly half the price. The release, available immediately in Microsoft Foundry and MAI Playground with no waitlist, marks the fastest turnaround yet from Microsoft's in-house AI superintelligence team — and the clearest signal that Redmond is serious about building a self-sufficient AI stack that doesn't depend on OpenAI.The new... Read more ›
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A viral post on X from veteran programmer and former Google engineer Steve Yegge set off a rhetorical firestorm this week, drawing sharp public rebuttals from some of Google’s most prominent AI leaders and reopening a sensitive question for the company: how deeply are its own engineers really using the latest generation of AI coding tools? The debate began after Yegge summarized what he said was the view of his... Read more ›
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Anthropic announced a new platform last week, Claude Managed Agents, aiming to cut out the more complex parts of AI agent deployment for enterprises and competes with existing orchestration frameworks.Claude Managed Agents is also an architectural shift: enterprises, already burdened with orchestrating an increasing number of agents, can now choose to embed the orchestration logic in the AI model layer. While this comes with some potential advantages, such as speed... Read more ›
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For decades, procurement has been the back office that enterprise software forgot. Billions of dollars flow through vendor negotiations, purchase orders, and supplier communications every year at the largest manufacturers and construction companies in the country — and the vast majority of that work still runs on email threads, spreadsheets, and phone calls.Traza, a newly launched startup headquartered in New York, believes the moment has arrived to change that. The... Read more ›
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Adobe today launched its most ambitious AI offensive to date, unveiling the Firefly AI Assistant — a new agentic creative tool that can orchestrate complex, multi-step workflows across the company's entire Creative Cloud suite from a single conversational interface — alongside a raft of new video, image, and collaboration features designed to position the company at the center of the rapidly evolving AI-powered content creation landscape.The announcements, which also include... Read more ›
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AI agents can connect together, but they cannot think together. That’s a huge difference and a bottleneck for next-gen systems, says Outshift by Cisco’s SVP and GM Vijoy Pandey.As he describes the current state of AI: Agents can be stitched together in a workflow or plug into a supervisor model — but there's no semantic alignment, no shared context. They’re essentially working from scratch each go-around. This calls for next-level... Read more ›
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The transition from AI as a chatbot to AI as a workforce is no longer a theoretical projection; it has become the primary design philosophy for the modern developer's toolkit. On April 14, 2026, Anthropic signaled this shift with a dual release: a complete redesign of the Claude Code desktop app (for Mac and Windows) and the launch of "Routines" in research preview. These updates suggest that for the modern... Read more ›
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Creating self-improving AI systems is an important step toward deploying agents in dynamic environments, especially in enterprise production environments, where tasks are not always predictable, nor consistent. Current self-improving AI systems face severe limitations because they rely on fixed, handcrafted improvement mechanisms that only work under strict conditions such as software engineering.To overcome this practical challenge, researchers at Meta and several universities introduced “hyperagents,” a s Read more ›
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21.04.2026 05:21
Last update: 05:15 EDT.
News rating updated: 12:12.
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