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The stochastic challengeTraditional software is predictable: Input A plus function B always equals output C. This determinism allows engineers to develop robust tests. On the other hand, generative AI is stochastic and unpredictable. The exact same prompt often yields different results on Monday versus Tuesday, breaking the traditional unit testing that engineers know and love.To ship enterprise-ready AI, engineers cannot rely on mere “vibe checks” that pass today but fail when customers use the product. Pr
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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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The iPhone camera is about as automatic as it gets when it comes to getting decent shots, but a few tweaks in the settings can make it even more user-friendly. Read more ›
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The Saline, Michigan campus is huge. It will generate 1 gigawatt of electricity, making it one of the largest data centers in the country. Read more ›
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Ford has added yet another recall to its 2026 total, this time for one of its trucks. Here's you need to know and what to do if your truck is affected. Read more ›
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Two months following the deadly shooting in Tumbler Ridge, British Columbia, OpenAI's Sam Altman has formally apologized for not informing police of the alarming ChatGPT conversations seen with the suspect's account. Before the incident, OpenAI banned the account belonging to the alleged shooter, Jesse Van Rootselaar, for violating its usage policy due to potential for real-world violence. "I am deeply sorry that we did not alert law enforcement to the... Read more ›
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Introduction and unboxing Samsung owns Harman, which is the parent company of several high-profile audio brands, many of which make headphones. Yet you will find very few Samsung-branded headphones outside of the Galaxy Buds series. The company hasn’t even released over-ear headphones in years – in short, Samsung is betting that the Galaxy TWS buds are the only headphones that most people need. We have the new Samsung Galaxy Buds4... Read more ›
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Итак, финал части 1! По крайней мере основного разбора без дополнений. Собственно, сегодня мы разберем то, чем в основном с точки зрения ядра ОС и CPU являются все вот эти ваши бэкенды – системные вызовы и всё, что вокруг них.На самом деле механизм немного замудренный и “в лоб” сразу все эти системные вызовы мы разбирать не будем, потому что вокруг них существует ещё несколько концепций.Итак, начнем!User mode, Kernel modeПроцессор исполняет... Read more ›
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В связи с изменениями в мировой политической и экономической обстановке, а также с волной импортозамещения, прошедшей по многим организациям в стране, у нас так же было принято решение постепенно отказываться от иностранных производителей техники и перейти на решения отечественных компаний.Это касалось не только программного обеспечения, но и железа — в первую очередь рабочих ноутбуков. Читать далее Read more ›
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For years I told myself I ran for fitness, until this morning's revelation stopped me mid-stride: I've been unconsciously engineering the only 40 minutes of my day when being completely unreachable isn't just acceptable—it's applauded. Read more ›
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В 2007 году на экраны вышел фантастический фильм Дэнни Бойла «Пекло» («Sunshine») о пилотируемом полёте к Солнцу корабля «Икар II», защищенного от испепеляющего жара исполинским золотым щитом. Несмотря на смешанные отзывы критиков и зрителей, фильм смог передать величие космоса и ужас той ослепительной бездны, где человек ощущает себя лишь крохотной пылинкой над ревущим океаном первозданного огня.А через одиннадцать лет, 12 августа 2018 года, с мыса Канаверал стартовала ракета Delta IV... Read more ›
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Теги: #SaaS #AI #Adobe #Salesforce #ServiceNow #ИИ-агенты #инвестиции #рынок #enterprise-software #GenAI Читать далее Read more ›
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Colorado's "age-attestation" bill left the House committee with new exemptions for open-source operating systems, applications, code repositories, and containerized software distribution, reports the blog Linuxiac: [The bill] focuses on operating system providers and application stores. Its main requirement is that these providers supply an age-related signal via an interface, so applications can determine whether a user is a minor... System76 founder Carl Richell shared on Fosstodon that the updated bill. Read more ›
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Pickup trucks tend to hold their value well, but new data shows some models depreciate faster than others, a key detail for those planning long-term ownership. Read more ›
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О grammar constraints, валидном JSON и ошибочном понимании языкаКажется, что разговор о формальных грамматиках в LLM - это узкая инженерная тема для тех, кто заставляет модель соблюдать формат ответа. Но вокруг этого частного приема все чаще вырастает более сильный тезис: будто ограничение генерации не просто делает вывод надежнее, а подводит модель ближе к смыслу, пониманию и даже к самой природе языка. Именно в этот момент технический разговор перестает быть только... Read more ›
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Apple may simplify iPad naming, moving away from confusing generation labels. The shift reflects a broader strategy to make its lineup clearer and more aligned with evolving product positioning. Read more ›
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Humanoid robots have come a long way, as evidenced by how quickly the winner of the 2026 Beijing E-Town Half-Marathon crossed the finish line. Read more ›
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Take a tour of the IKEA inventions that have stood the test of time — from Billy to Kallux. Read more ›
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Ryobi makes a lot of tools. It's no surprise that some of them are so niche, you should probably ignore them. Read more ›
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VentureBeat
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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One employee at Vercel adopted an AI tool. One employee at that AI vendor got hit with an infostealer. That combination created a walk-in path to Vercel’s production environments through an OAuth grant that nobody had reviewed.Vercel, the cloud platform behind Next.js and its millions of weekly npm downloads, confirmed on Sunday that attackers gained unauthorized access to internal systems. Mandiant was brought in. Law enforcement was notified. Investigations remain... Read more ›
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Google on Monday unveiled the most significant upgrade to its autonomous research agent capabilities since the product's debut, launching two new agents — Deep Research and Deep Research Max — that for the first time allow developers to fuse open web data with proprietary enterprise information through a single API call, produce native charts and infographics inside research reports, and connect to arbitrary third-party data sources through the Model Context... Read more ›
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Enterprise data stacks were built for humans running scheduled queries. As AI agents increasingly act autonomously on behalf of businesses around the clock, that architecture is breaking down — and vendors are racing to rebuild it. Google's answer, announced at Cloud Next on Wednesday, is the Agentic Data Cloud.The architecture has three pillars:Knowledge Catalog. Automates semantic metadata curation, inferring business logic from query logs without manual data steward interventionCross-cloud lakehouse.... Read more ›
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Cirrascale Cloud Services today announced it has expanded its partnership with Google Cloud to deliver the Gemini model on-premises through Google Distributed Cloud, making it the first neocloud provider to offer Google's most advanced AI model as a fully private, disconnected appliance. The announcement, timed to coincide with Google Cloud Next 2026 in Las Vegas, addresses a stubborn problem that has plagued regulated industries since the generative AI boom began:... Read more ›
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