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AI agents are now embedded in real enterprise workflows, and they're still failing roughly one in three attempts on structured benchmarks. That gap between capability and reliability is the defining operational challenge for IT leaders in 2026, according to Stanford HAI's ninth annual AI Index report.This uneven, unpredictable performance is what the AI Index calls the "jagged frontier," a term coined by AI researcher Ethan Mollick to describe the boundary where AI excels and then suddenly fails.“AI models.
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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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Davis, a Paris-based AI-native real estate company accelerating early-stage development and architectural design, today announced a €4.6 million ($5.5 million) pre-Seed round. The round was led by Heartcore Capital and Balderton Capital, with participation from Yellow, Evantic and Entrepreneurs First, alongside angels from the founding teams of SpaceMaker, Black Forest Labs, Hugging Face, Supabase, Cleo ... Read more ›
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In a 30-page response filed Tuesday, attorneys for victims of three North Korea terrorism cases reframed the April 18 Aave hack as fraud rather than theft — a distinction that could give the attackers legal title to the borrowed crypto. Read more ›
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![[Перевод] 44 CVE в uutils: что Rust ловит, а что нет на границе с системой](https://times42.com/media/8/7/3/12383873_640x200.jpg "[Перевод] 44 CVE в uutils: что Rust ловит, а что нет на границе с системой")
В апреле 2026 года Canonical раскрыла 44 CVE в uutils. Это переписанная на Rust версия GNU coreutils, которая в Ubuntu идёт по умолчанию с 25.10. Раскрытие пришло из внешнего аудита, заказанного перед релизом 26.04 LTS. Большую часть уязвимостей нашли обычным ревью кода. Ни borrow checker, ни проверки clippy, ни cargo audit не поймали ни одной.Этот аудит, пожалуй, самый чёткий из существующих примеров того, что Rust ловит, а что нет. Самый... Read more ›
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VentureBeat
For most data engineering teams, managing pipeline reliability often means waiting for an alert, manually tracing failures across distributed jobs and clusters, and fixing problems after they've already hit the business. Agentic AI needs the data to be there, clean and on time. A pipeline that fails silently or delivers stale data doesn't just break a dashboard — it breaks the AI system depending on it.That gap is what Definity,... Read more ›
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Enterprises can't fix their GPU waste problem because the fix makes the problem worse. Releasing idle capacity would improve utilization, but the same shortage driving GPU prices up is exactly why no team will give capacity back. So the fleet sits at roughly 5%, billed by the hour, and the cycle tightens.That pressure — repeated across thousands of enterprises over the past two years — is the reason most companies... Read more ›
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Enterprise AI teams running centralized orchestration stacks now have a new variable to account for: AWS Quick, which expanded this week to a desktop-native agent that builds a persistent personal knowledge graph and executes actions across local files and SaaS tools — outside the visibility of most control planes.Unlike chat-based copilots that reset with each session, Quick now maintains a continuously updated knowledge graph built from the user's local files,... Read more ›
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Bringing AI agents into the enterprise software development lifecycle is fast becoming the norm. As developers experiment with new platforms, organizations are exposed to potential security and orchestration failures. Systems that work in pilots may fail once the agents start working with real-time data.Legacy tech giant IBM is one of several companies trying to address that gap by introducing more structure into how these workflows run. Yesterday, it announced the... Read more ›
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Something shifted in enterprise RAG in Q1 2026. VB Pulse data spanning January through March tells a consistent story: the market stopped adding retrieval layers and started fixing the ones it already has. Call it the retrieval rebuild.The survey covered three consecutive monthly waves from organizations with 100 or more employees, with between 45 and 58 qualified respondents per month across platform adoption, buyer intent, architecture outlook and evaluation criteria.... Read more ›
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Amazon Web Services on Tuesday launched one of the most consequential enterprise AI plays in the company's 20-year history, simultaneously bringing OpenAI's most powerful models to its Bedrock platform, unveiling a new agentic developer framework, releasing a desktop AI productivity tool called Amazon Quick, and expanding its Amazon Connect service from a single contact-center product into a family of four agentic AI solutions targeting supply chains, hiring, healthcare, and customer... Read more ›
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Presented by NutanixAs enterprises move from AI experimentation into production deployment, the primary cost driver has shifted away from foundation model training and toward the infrastructure required to run thousands of concurrent inference workloads at scale, with agentic AI as the accelerant. Where early enterprise AI projects involved a handful of large, scheduled training jobs, production agentic environments require continuous support for short-lived, unpredictable requests that consume GPU, network Read more ›
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Netomi, the San Francisco-based startup building AI systems for enterprise customer service, said Thursday that it has raised $110 million in new funding in a round led by Accenture Ventures, with participation from Adobe Ventures, WndrCo, Silver Lake Waterman, NAVER Ventures, Metis Strategy and Fin Capital. Jeffrey Katzenberg, managing partner of WndrCo and co-founder of DreamWorks, has joined the company's board. The round builds on early backing from a roster... Read more ›
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Writer, the enterprise AI agent platform backed by Salesforce Ventures, Adobe Ventures, and Insight Partners, today launched event-based triggers for its Writer Agent platform, enabling AI agents to autonomously detect business signals across Gmail, Gong, Google Calendar, Google Drive, Microsoft SharePoint, and Slack — and execute complex multi-step workflows without any human initiating the process.The release, which also includes a new Adobe Experience Manager connector and a suite of enhanced... Read more ›
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On March 30, BeyondTrust proved that a crafted GitHub branch name could steal Codex’s OAuth token in cleartext. OpenAI classified it Critical P1. Two days later, Anthropic’s Claude Code source code spilled onto the public npm registry, and within hours, Adversa found Claude Code silently ignored its own deny rules once a command exceeded 50 subcommands. These were not isolated bugs. They were the latest in a nine-month run: six... Read more ›
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06.05.2026 01:24
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