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Enterprise teams building multi-agent AI systems may be paying a compute premium for gains that don't hold up under equal-budget conditions. New Stanford University research finds that single-agent systems match or outperform multi-agent architectures on complex reasoning tasks when both are given the same thinking token budget.However, multi-agent systems come with the added baggage of computational overhead. Because they typically use longer reasoning traces and multiple interactions, it is often unclear.
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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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A growing share of miners are operating near breakeven levels, making hashrate and mining difficulty increasingly responsive to bitcoin's price movements, the bank said. Read more ›
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Возможно, вы знаете задачу о пяти пиратах.Пять хитрых рационально мыслящих пиратов (A, B, C, D, E) нашли клад в 100 золотых монет. Согласно древнему морскому закону, старший пират (A) должен предложить план распределения, за который голосуют все пираты, включая самого предлагающего. Если план принимается не менее чем половиной голосов, монеты делятся согласно плану. В противном случае предложившего приносят в жертву морским богам, и распределение предлагает следующий по старшинству.Но в этот... Read more ›
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Taylor Swift, with 15 No. 1 songs, is only behind The Beatles, Mariah Carey, and Elvis Presley. Read more ›
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iOS 27 introduces a new recovery mode for iPhone and iPad that lets the device boot into an alternative, lightweight interface without loading the full operating system, similar to recovery mode on Apple silicon Macs. To use the feature, users must turn the device off, then hold the side button to power it on. The Apple logo appears as it would during a normal boot, but holding the button for... Read more ›
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13 июня закончилась встреча комитета по стандартизации C++ (также известного как WG21) в Брно (Чехия), на которой комитет работал над будущим стандартом C++, C++29. В этой статье кратко пересказаны все принятые в него нововведения с примерами их использования и ссылками на оригинальные пропозалы для тех, кто захочет познакомиться с ними детально. Читать далее Read more ›
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Buying a new car can easily become very expensive these days, so when a brand like Mazda offers something at a reasonable price, it's smart to take notice. Read more ›
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The boost to cash reserves is meant to reassure investors about dividend payments on the company's hard-hit preferred shares, STRC. Read more ›
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Deaundra Vega and her husband, who has epilespy, struggled financially after she quit her job to care for him. She is now paid through a new program. Read more ›
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Всем привет! Меня зовут Александр, я продуктовый инженер в KTS.Недавно мы разрабатывали AI-копайлот для сервис-деска в виде расширения на Chrome. Копайлот подсказывал оператору ответы для клиента на основе контекста диалога, истории обращений и базы знаний компании. Уже на старте стало понятно, что разработка расширений сильно отличается от привычной фронтенд-разработки.Основная сложность была не столько в реализации конкретных фич, сколько в архитектуре: где должен жить тот или иной код, как организовать в Read more ›
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Apple's AirPods Max 2 have hit $399.00 on Amazon, down from $549.00. This sale is only available in the Starlight color option and it's a massive discount on the brand new headphones, coming in $100 under the previous all-time low price. Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a purchase, we may receive a small payment, which helps us... Read more ›
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Автоматизация балансировщиков давно выглядит логичным следующим шагом для инфраструктурных команд. Но на практике ADC по-прежнему остаются зоной ручных изменений, согласований через тикеты и осторожных ночных окон. Поэтому мы решили не ждать идеального кейса, а самостоятельно спроектировать и протестировать возможности автоматизации ADC в лабораторном контуре. Наша задача была достаточно прагматичной: понять, можно ли сократить время доставки конфигураций до минут, сохранив при этом контроль изменений, ауди Read more ›
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Мы из огроменной функции, в которой 4185 (!) строк декомпиляции из-за мусорного кода получим всего 35 строк при помощи API Binary Ninja для решения 7 задания из Flare-On 12 ("The Boss Needs Help") Читать далее Read more ›
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Harbor Freight constantly updates its heavy-duty Hercules tool line, and June 2026 brings its own crop of new products of interest to DIYers and pros alike. Read more ›
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VentureBeat
AI coding agents are rapidly accelerating data engineering by generating transformations, pipelines, orchestration workflows, validation tests, and infrastructure configurations from prompts. However, enterprise data platforms have long operated across fragmented systems owned by different teams and built on different technologies. As these systems evolve independently, organizations increasingly struggle with inconsistent business logic, duplicated implementations, difficult downstream impact analysis, and Read more ›
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Organizational leaders are nearly twice as likely to hide their AI use compared to all other employees, at 42% versus 23%, according to new Ivanti research surveying 3,900 employees across six countries. Among leaders who conceal that usage, 52% say they do it for a "secret advantage." The same research found 85% of IT professionals claim a named owner exists for every AI agent. Only 42% say ownership is actually... Read more ›
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Tokyo-based AI startup Sakana AI has officially launched its first commercial product, Sakana Marlin. Billed as a "Virtual CSO" (Chief Strategy Officer), Marlin is an autonomous, B2B research agent that deliberately abandons the instantaneous text generation of modern chatbots in favor of deep, long-horizon reasoning. What sets Marlin apart from the current ecosystem of AI tools is its temporal scale: instead of returning an answer in seconds, it runs continuous,... Read more ›
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Microsoft CEO Satya Nadella published a sweeping essay on Sunday laying out what he describes as the defining economic challenge of the AI era: the risk that a handful of frontier models will absorb the expertise of entire industries and commoditize it, leaving businesses stripped of their competitive moats."The last thing any of us want is a world where every company across every sector is ceding value to a few... Read more ›
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One of the assumptions behind today’s AI frameworks is that agents require a “boss” at the center; this orchestrator runs the show, routes requests, and makes sure the whole system doesn’t descend into chaos. That assumption may be wrong, and the cost of carrying it could be measured in inference dollars and coordination latency. A new Stanford framework called a decentralized language model, or DeLM, is built on the premise... Read more ›
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For decades, data professionals have struggled with the challenge of managing both operational and analytical databases in a unified approach that doesn't introduce latency and performance degradation.Agents made the problem structural. A system that reasons continuously and acts on live data cannot tolerate a pipeline between itself and the information it needs to act on.At the Data + AI Summit on Tuesday, Databricks announced two products aimed at collapsing that... Read more ›
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Today, Chinese AI startup Z.ai (formerly Zhipu AI) announced the immediate release of GLM-5.2, a 753-billion parameter open-weights large language model (LLM) engineered specifically to dominate "long-horizon" autonomous coding and engineering tasks. Available immediately on Hugging Face, the Z.ai API, and more than 20 third-party coding environments, the model boasts a highly stable 1-million-token context window alongside enterprise subscription tiers starting at just $12.60 per month. In excellent news f Read more ›
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On Sunday, a team of nine researchers at Sina Weibo — the Chinese social media giant better known for its microblogging platform than for cutting-edge artificial intelligence — quietly posted a 14-page technical report to arXiv that sent shockwaves through the AI research community. Their claim: a language model with just 3 billion parameters can match or exceed the reasoning performance of flagship systems from Google DeepMind, OpenAI, Anthropic, and... Read more ›
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When Anthropic quietly released Claude Design in April as a "research preview," it generated the kind of instant traction most product teams dream about: more than one million users in its first week. It also generated a problem. The tool consumed tokens so voraciously that a PCWorld reviewer burned through 80 percent of his weekly Claude Pro allowance in roughly 25 minutes, producing just three variations of a single webpage... Read more ›
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Building a context layer between enterprise data stores and AI agents is bespoke work, with no standard service to automate or maintain the graphs over time. Amazon is making a direct play to change that.Amazon on Wednesday entered the space, announcing a series of three products it's positioning as a context intelligence stack for AI agents. The centerpiece is AWS Context, a new knowledge graph service that gets smarter through... Read more ›
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22.06.2026 09:00
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