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Enterprise AI teams are hitting a wall — not because their models can't reason, but because the workflows underneath them were never built for agents. Tasks fail, handoffs break, and the problem compounds as organizations push agents deeper into back-office systems. A new architectural layer is emerging to address it: workflow execution control planes that impose deterministic structure on processes agents are expected to run.One of the companies bringing this to the forefront is Salesforce, with a new work
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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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Hackers used vehicle-mounted SMS blasters to impersonate networks, disrupt millions of connections, and infiltrate thousands of devices across Toronto streets. Read more ›
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This story appeared in The Logoff, a daily newsletter that helps you stay informed about the Trump administration without letting political news take over your life. Subscribe here. Welcome to The Logoff: President Donald Trump told Congress the Iran war is over. Is it? What happened? Friday marks a legal deadline for Trump, after which he should […] Read more ›
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Microsoft is testing its much-needed refresh for the Windows 11 Run menu, offering a modern interface that the company says is faster and comes with support for dark mode. The redesign is rolling out now to Windows 11 Insiders in the new Experimental Channel. In a blog post explaining the changes, Microsoft says it decided […] Read more ›
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joshuark shares a report from Live Science: An AI coding agent designed to help a small software company streamline its tasks instead blew a hole through its business in just nine seconds. PocketOS founder Jer Crane, said that the AI coding agent Cursor --powered by Anthropic's Claude Opus 4.6 model -- deleted the company's entire production database and backups with a single call to its cloud provider, Railway, on April... Read more ›
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'Eniale & Dewiela' follows a heated rivalry between an angel and a demon competing to see who can collect the most souls. Read more ›
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A new AI legal assistant is coming to Word as lawyers and courts continue to learn how costly fake chatbot citations can be. Read more ›
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Apple's Mac Mini now starts at $799 after the company pulled the $599 option with 256GB of storage from its online store, as spotted earlier by MacRumors. The model's discontinuation comes just one day after Apple CEO Tim Cook said during an earnings call that a chip shortage will impact its Mac products in the […] Read more ›
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Apple's entry-level $599 Mac mini with 256GB of storage and 16GB of RAM is no longer available. Read more ›
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ChatGPT’s new privacy policy states how the company uses cookies for tracking, to turn free users into paying subscribers. Read more ›
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A September 2025 incident where San Bruno police couldn't ticket a Waymo for an illegal U-turn helped trigger California's sweeping new AV regulations. Read more ›
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I applied for Canadian citizenship for my kids, opening up more opportunities for travel, education, and work. Read more ›
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Apple is facing over 30 lawsuits from people who claim to have been stalked using Apple AirTags. The filings come after an AirTag lawsuit from 2022 (Hughes v. Apple) failed to get class certification. In each filing, Apple is accused of releasing the AirTag while being aware that it could be "purchased and used by abusive, dangerous individuals, to track, coerce, control, and otherwise endanger and abuse innocent victims." Further,... Read more ›
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The text released Friday blocks crypto firms from offering stablecoin yield offerings that look like bank deposits, but "bona fide" transactions are allowed. Read more ›
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You can fix the problem or fire the alleged whistleblowers. Which one's cheaper? Read more ›
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Chicago’s long-running casino project hit a visible turning point Thursday, as Bally’s raised the final steel beam on its permanent… Continue reading Bally’s Chicago casino reaches full height as $1.7B riverfront project nears completion Read more ›
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Устали от блокировок CloudFlare и капч? Показываю библиотеку rtfox-browser — готовое решение для автоматизации Chrome с прокси и решением капчи «из коробки». Установка, настройка, примеры кода и создание своих солверов. Читать далее Read more ›
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Speed and red-light cameras are both built to catch drivers the moment they break the rules of the road. Read more ›
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VentureBeat
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... Read more ›
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The most expensive AI failure I have seen in enterprise deployments did not produce an error. No alert fired. No dashboard turned red. The system was fully operational, it was just consistently, confidently wrong. That is the reliability gap. And it is the problem most enterprise AI programs are not built to catch.We have spent the last two years getting very good at evaluating models: benchmarks, accuracy scores, red-team exercises,... Read more ›
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There is a war brewing between AI and consulting. Akin to an armies slow march towards the castle, a new technology is coming to dethrone the expert guessers of Mckinsey, Nielsen, Gartner, Publicis and the rest. Any consulting that involves analyzing people (think all of marketing, research, polling, etc.) will have to reckon with the technology of “synthetic audiences”.Synthetic audiences aim to generate digital versions of people that can then... Read more ›
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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... Read more ›
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Enterprise teams that fine-tune their RAG embedding models for better precision may be unintentionally degrading the retrieval quality those pipelines depend on, according to new research from Redis.The paper, "Training for Compositional Sensitivity Reduces Dense Retrieval Generalization," tested what happens when teams train embedding models for compositional sensitivity. That is the ability to catch sentences that look nearly identical but mean something different — "the dog bit the man" versus... Read more ›
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Presented by EdgeverveSupply chains are where legacy integration models reach their limits. As partner networks expand and operational volatility increases, traditional middleware is buckling under costs and complexity. That’s why supply chain has emerged as a proving ground for automation‑led integration Platform as a Service (iPaaS), a next-generation model designed to absorb constant change without rewriting the stack.This article takes a look at today’s supply chains, the limits of legacy... Read more ›
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AI R&D runs on a cycle of hypothesis, experiment, and analysis — each step demanding substantial manual engineering effort. A new framework from researchers at SII-GAIR aims to close that bottleneck by automating the full optimization loop for training data, model architectures, and learning algorithms.A new framework called ASI-EVOLVE, developed by researchers at the Generative Artificial Intelligence Research Lab (SII-GAIR), aims to solve this bottleneck. Designed as an agentic system... Read more ›
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Xiaomi, the Chinese firm best known for its smartphones and electric vehicles, has lately been shipping some incredibly affordable and high-powered open source AI large language models.The trend continued today with the release of Xiaomi MiMo-V2.5 and Xiaomi MiMo-V2.5-Pro, both available under the permissive, enterprise-friendly MIT License, making them suitable for use in production in commercial applications. Enterprises and individual/independent developers can now download either of the models (and more Read more ›
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Microsoft and OpenAI on Monday announced a sweeping overhaul of the partnership that has defined the commercial AI era, dismantling key pillars of exclusivity and revenue-sharing that bound the two companies together for years and replacing them with a looser, time-limited arrangement that gives both sides far more freedom to pursue rival relationships.The amended agreement, disclosed simultaneously in blog posts from both companies, marks the most significant restructuring since Microsoft... Read more ›
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Mistral AI, the Paris-based artificial intelligence company valued at €11.7 billion ($13.8 billion), today released Workflows in public preview — a production-grade orchestration layer designed to move enterprise AI systems out of proofs of concept and into the business processes that generate revenue.The product, which launches as part of Mistral's Studio platform, is the company's clearest articulation yet of a thesis that is quietly reshaping the enterprise AI market: that... Read more ›
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01.05.2026 18:24
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