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Creating self-improving AI systems is an important step toward deploying agents in dynamic environments, especially in enterprise production environments, where tasks are not always predictable, nor consistent. Current self-improving AI systems face severe limitations because they rely on fixed, handcrafted improvement mechanisms that only work under strict conditions such as software engineering.To overcome this practical challenge, researchers at Meta and several universities introduced “hyperagents,” a s
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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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Anthropic has pulled access to its newest and most advanced AI models just days after launch, following a U.S. government directive tied to national security concerns. The AI startup said Friday that it will “abruptly disable” access to Fable 5 ... Read more ›
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Взяли один агент, один навык и одну выгрузку правил Ideco NGFW – и прогнали её через GigaChat Max и Claude Opus 4.8. Рассказываем, что из этого получилось, почему «настоящего» агентского теста не вышло и сколько всё это стоило в токенах и рублях.Зачем мы это затеялиВ прошлой статье – «Пещера Аладдина для безопасника» – мы показывали, как автономный агент Hermes с открытой библиотекой Agent Skills разбирает IPS-логи и проводит аудит правил... Read more ›
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If the RugOne brand doesn't ring any bells for you, we won't blame you. It's a brand-new "exploration brand" by the rugged phone veteran Ulefone that they debuted at last year's IFA 2025 with their first device, the Xever 7. Today, six months later, we get their second device - the RugOne Xever 8, which we have for hands-on today. We also have a short video about the Xever 8... Read more ›
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These Newegg bundles for Intel and AMD gaming PC builds feature 32GB of Corsair Vengeance DDR5 RAM from only $240, featuring Gigabyte motherboards. Read more ›
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Apple last week announced a series of new App Store features, including personalized app recommendations and expanded tools for developers to market their apps. The most visible change for users is Personalized Collections, a new discovery feature that surfaces app and game recommendations tailored to individual interests and behavior. Alongside each recommendation, new "App Notes" explain why a specific app is being surfaced. The collections can appear across the Apps,... Read more ›
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У нас в проде живёт бот, который отвечает на вопросы по документации продукта — обычный RAG. Первые месяца три мы катили его, как все: поправил промпт, прогнал пяток вопросов руками, поставил в голове галочку «вроде стало лучше» и выкатил. Закончилось это предсказуемо. Коллега подкрутил промпт ретривера под свой кейс и по дороге сломал мой, причём заметили мы это через две недели по жалобе пользователя.После того случая мы построили себе автоэвалы.... Read more ›
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Google is rolling out an update to its Gemini TV platform that will enable you to control your TV's settings via voice — but it's on TCL TVs in the US at first. Read more ›
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Все чаще на улицах можно встретить зумеров с кассетным плеером, слушающих музыку, записанную на магнитной ленте. Парадоксальным образом их смогла зацепить эпоха, в которой они практически не жили. Тренд активно форсится современными исполнителями, которые снова стали выпускать альбомы на компакт-кассетах, часто ограниченными тиражами в виде специальных изданий. Вновь стало модным обладать физическими копиями альбомов, которые не исчезнут в мгновение ока по любому чиху стриминговой площадки.С одной стороны,. Read more ›
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Arlo’s wire-free floodlight camera is down to $109.24 for Prime members, with 2K HDR video and wide outdoor coverage. Read more ›
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Asus combines professional and gaming cred in the ProArt PA27USD. It’s a 27-inch QD-OLED with 4K resolution, professional image modes, auto-calibration, 240 Hz, Adaptive-Sync, HDR10, HLG, Dolby Vision and wide gamut color. Read more ›
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Stock in Elon Musk’s AI, satellite and rocket group climbs more than 5% in pre-market trading on Monday Read more ›
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![OpenAPI без #[OA\...]: как я сделал генератор документации для Symfony](https://times42.com/media/6/2/2/12584622_640x200.jpg "OpenAPI без #[OA\...]: как я сделал генератор документации для Symfony")
В прошлой статье я уже рассказывал, как однажды устроился на работу и получил пачку «интересных» задач: вручную синхронизировать OpenAPI, оформленный в комментариях к коду, с самим кодом в десятке сервисов.Тогда это звучало как начало анекдота, но мне было не до смеха.С тех пор я сменил работу. И, как будто вселенная решила проверить моё чувство юмора, я снова вижу API, где контракт живёт рядом с кодом в ручных #[OA\...] атрибутах.И это... Read more ›
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AutoVRse, a startup that provides AR/VR training to enterprises, has raised $2.4 Mn (₹22.7 Cr) in a funding round co-led… Read more ›
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VentureBeat
In Q1 2026, VentureBeat's Pulse Research surfaced the “Governance Mirage”: the gap between the governance org charts enterprises had drawn and the control layers they had actually built. Forty-three percent said a central team owned AI governance; 23% couldn't agree on who owned it at all; and 31% named vendor opacity as the single biggest obstacle.This new wave of research asks the next question: Once you've admitted the governance problem,... Read more ›
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A joint research collaboration between researchers at the University of Illinois at Urbana-Champaign (UIUC), UC Berkeley, and the open source AI-native vector database platform Chroma unveiled Harness-1, a 20-billion parameter open-source search agent built atop OpenAI's gpt-oss-20B open source model that fundamentally redesigns how AI executes complex retrieval tasks. Harness-1 achieves a massive leap in performance, scoring 73% average on its ability to recall relevant information correctly from a curated Read more ›
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Presented by Norton For 39 days this summer, the planet will be doing roughly the same thing at the same time. The 2026 World Cup spans 104 matches across 16 cities in the United States, Canada, and Mexico, with billions of people likely to watch over the course of the tournament. It could very well be one of the largest shared events the internet has ever been asked to carry.... Read more ›
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Anthropic today launched two new AI models — Claude Fable 5 and Claude Mythos 5 — marking the company’s first broad release of the powerful “Mythos-class” AI capabilities it previously made available only to participating organizations in its restricted cybersecurity program, Project Glasswing, which it announced two months ago.The company says Fable 5, which is the version most users and developers will get starting today, exceeds every Claude model it... Read more ›
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On-device AI models have stayed small because the entire weight set has to live in DRAM, capping practical parameter counts well below what server-side deployments use. Enterprise architects evaluating agentic workloads have had to choose between capable cloud-dependent models and limited on-device ones. Apple's third-generation foundation models, announced at WWDC26, break that constraint by moving the weight set off DRAM entirely.The AFM 3 family was developed in collaboration with Google... Read more ›
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Engineering teams building agentic coding pipelines now have a concrete open-source alternative to managed models like Claude Fable 5 — one that runs on a single H100. The tradeoff: Cohere's North Mini Code, which launched Tuesday, generated three times the output tokens of comparable models in independent testing, a verbosity cost that compounds in high-volume production workloads.The new open-source model is a 30 billion parameter mixture-of-experts (MoE) model with 3... Read more ›
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Apple’s new Siri AI, unveiled yesterday at Apple's annual Worldwide Developers Conference (WWDC 2026), may look like a consumer product story on the surface. But for enterprise developers and IT leaders, the bigger news from WWDC26 is that Apple is turning Siri into a systemwide AI interface for apps, data and workplace actions across iPhone, iPad, Mac, Apple Watch and Vision Pro, as revealed in the WWDC26 Apple Intelligence developer... Read more ›
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Enterprise AI teams face a dilemma: The best models today might not be the best models a year from now. MassMutual's answer is to stop making long-term bets — and build infrastructure that can swap models as the market shifts.“The world of AI today is extremely dynamic,” Sears Merritt, MassMutual CIO, explained in a new VB Beyond the Pilot podcast. “We wanted to make sure we were positioned to ride... Read more ›
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In a sweeping new essay titled "Policy on the AI Exponential," Anthropic co-founder and CEO Dario Amodei publicly calls for new government regulations governing the release of powerful AI models — specifically comparing AI industry to commercial aviation, which follows regulations enforced by the U.S. Federal Aviation Administration (FAA) — arguing that this is necessary to maintain public safety as AI capabilities and potential misuses grow.Alongside the essay, Anthropic released... Read more ›
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Training a foundation LLM from scratch costs millions and requires internet-scale data — which is why most enterprises don't bother. Sapient thinks it has a cheaper path.To overcome this brute-force scaling dogma, researchers at Sapient developed HRM-Text, which replaces standard Transformers with a highly sample-efficient Hierarchical Recurrent Model (HRM), an architecture they first introduced last year.HRM decouples computation into slow-evolving strategic and fast-evolving execution layers. Instead of b Read more ›
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15.06.2026 08:32
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