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Every GPU cluster has dead time. Training jobs finish, workloads shift and hardware sits dark while power and cooling costs keep running. For neocloud operators, those empty cycles are lost margin.The obvious workaround is spot GPU markets — renting spare capacity to whoever needs it. But spot instances mean the cloud vendor is still the one doing the renting, and engineers buying that capacity are still paying for raw compute with no inference stack attached. FriendliAI's answer is different: run inference
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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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As the terms of a bailout for Spirit are being finalized, President Donald Trump said on Thursday he was interested in the U.S. buying the airline and selling it for a profit once oil prices drop. Read more ›
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AirDrop on Android is one of the best features we’ve seen delivered to the platform in some time. With so many people in our lives owning iPhones and so many of us using Apple computers or iPads, being able to share quickly and directly with all of those devices is such a convenience. We first... Read the original post: How to AirDrop on Samsung Galaxy Phones Read more ›
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If rising gas prices have you considering a carpool, there are some things you need to consider. Here are a few tips to help you get started. Read more ›
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Elon Musk may be the busiest dealmaker right now. This Tuesday, his SpaceX rocket company said it had an option to buy coding startup Cursor for $60 billion. That would be the biggest venture-backed acquisition—other than SpaceX’s February purchase of his startup, xAI, for what Musk has said was a $250 billion valuation.Outside the Musk-verse, by contrast, tech bankers have been complaining about how slow dealmaking is—particularly in software, where... Read more ›
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We’re in a tech layoff era again—although a more accurate term may be an “employee replacement” phase. Meta Platforms told staff on Thursday it plans to lay off 10% of its staff, or about 8,000 people, next month. (The next few weeks won’t be fun at Meta!) The latest layoffs follow Meta’s cuts of about 2,000 people earlier this year and a spate of such cuts elsewhere at Snap, Amazon... Read more ›
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Global smartphone market fell in Q1 2026 as a DRAM and NAND shortage squeezed supply and pushed prices beyond reach for many consumers The memory crunch is reshaping the global smartphone market rankings, with premium-focused brands pulling ahead while volume players absorb the heaviest losses The global smartphone market ended a 10-quarter growth streak in ... Read more ›
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Qu’est‑ce qu’un générateur d’arrière‑plan pour présentations ? Principales fonctionnalités à rechercher Bibliothèque de modèles Personnalisation avancée Export et compatibilité Avantages… Read more ›
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Meta Account lets you manage and access all your Meta accounts from a single unified dashboard. Read more ›
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I tried a Oneisall grooming kit on my grooming-resistant dog, and he didn't hate it. Read more ›
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XREAL's flagship One Pro display glasses are still stunning, and now, their price is slightly easier to stomach. Read more ›
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“Prediction markets are not a haven for using misappropriated confidential or classified information for personal gain,” said U.S. Attorney Jay Clayton for the Southern District of New York. Read more ›
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Mullvad's new approach addresses an issue with Apple app updates, but you'll need to do more hands-on maintenance. Read more ›
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Gamma - самый популярный ИИ-инструмент для генерации презентаций прямо сейчас. Миллионы пользователей, регулярные обновления, и при этом половина из них не понимает, как она работает на самом деле.Ниже - как устроена сама нейросеть Гамма, разберем пошаговое создание презентации, что есть бесплатно и как оплатить из России. Читать далее Read more ›
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Being called too sensitive as a child doesn't wound you with the label. It wounds you by teaching you that your own responses are the problem to be solved. Read more ›
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The master sergeant allegedly used classified intel to profit on the capture of Venezuelan president Nicolás Maduro, marking the first US arrest for insider trading on a prediction market. Read more ›
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Не вдаваясь в обсуждение методики олимпиадной подготовки школьников и школьного преподавания физики, приведем решение этой задачи с помощью регулярных методов. Читать далее Read more ›
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Banzai Casino site officiel : guide pratique pour jouer en toute confiance 1. Découverte du Banzai Casino site officiel Le… Read more ›
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VentureBeat
For the past year, early adopters of autonomous AI agents have been forced to play a murky game of chance: keep the agent in a useless sandbox or give it the keys to the kingdom and hope it doesn't hallucinate a catastrophic "delete all" command.To unlock the true utility of an agent—scheduling meetings, triaging emails, or managing cloud infrastructure—users have had to grant these models raw API keys and broad... Read more ›
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Anthropic today launched Claude Design, a new product from its Anthropic Labs division that allows users to create polished visual work — designs, interactive prototypes, slide decks, one-pagers, and marketing collateral — through conversational prompts and fine-grained editing controls. The release, available immediately in research preview to all paid Claude subscribers, is the company's most aggressive expansion beyond its core language model business and into the application layer that has... Read more ›
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A rogue AI agent at Meta passed every identity check and still exposed sensitive data to unauthorized employees in March. Two weeks later, Mercor, a $10 billion AI startup, confirmed a supply-chain breach through LiteLLM. Both are traced to the same structural gap. Monitoring without enforcement, enforcement without isolation. A VentureBeat three-wave survey of 108 qualified enterprises found that the gap is not an edge case. It is the most... Read more ›
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The standard guidelines for building large language models (LLMs) optimize only for training costs and ignore inference costs. This poses a challenge for real-world applications that use inference-time scaling techniques to increase the accuracy of model responses, such as drawing multiple reasoning samples from a model at deployment.To bridge this gap, researchers at University of Wisconsin-Madison and Stanford University have introduced Train-to-Test (T2) scaling laws, a framework that jointly optimizes... Read more ›
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Adversaries injected malicious prompts into legitimate AI tools at more than 90 organizations in 2025, stealing credentials and cryptocurrency. Every one of those compromised tools could read data, and none of them could rewrite a firewall rule.The autonomous SOC agents shipping now can. That escalation, from compromised tools that read data to autonomous agents that rewrite infrastructure, has not been exploited in production at scale yet. But the architectural conditions... Read more ›
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Looking at enterprise AI adoption, VentureBeat has anecdotally observed a fairly wide divergence when it comes to specific roles: For those who build—engineers and developers—the arrival of AI has been transformative, moving through the workflow with the speed of tools like Claude Code and Cursor to automate the heavy lifting of syntax and architecture. Yet, for those who sell, the "revenue stack" has remained a fragmented collection of data silos,... Read more ›
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A security researcher, working with colleagues at Johns Hopkins University, opened a GitHub pull request, typed a malicious instruction into the PR title, and watched Anthropic’s Claude Code Security Review action post its own API key as a comment. The same prompt injection worked on Google’s Gemini CLI Action and GitHub’s Copilot Agent (Microsoft). No external infrastructure required.Aonan Guan, the researcher who discovered the vulnerability, alongside Johns Hopkins colleagues Zhengyu... Read more ›
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Most orchestration frameworks were built for agents that run for seconds or minutes. Now that agents are running for hours — and in some cases days — those frameworks are starting to crack.Several model providers, such as Anthropic with Claude Code and OpenAI with Codex, introduced early support for long-horizon agents through multi-session tasks, subagents and background execution. However, these systems sometimes assume agents are still operating within bounded-time workflows... Read more ›
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It's been only a few months since OpenAI released its last big improvement to AI image generations in ChatGPT and through its application programming interface (API) — namely, a new image generation model known as GPT-Image-1.5, released in December 2025, which brought about improved instruction following, colors, and lighting.Now, after weeks of testing, the company that kicked off the generative AI boom is unveiling a far more dramatic and even... Read more ›
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Decision makers at 72% of organizations claim to have two or more AI platforms that they identify as their "primary" layer, according to a survey of 40 enterprise companies conducted by VentureBeat last month, revealing real gaps in security and control. For enterprise management and technical leaders, and especially security leaders, these multiple AI platforms extend the attack surfaces of most enterprises at a time when AI-driven attacks have become... Read more ›
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23.04.2026 20:41
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