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Source channel @githubtrending · Post #14958 · Jul 14

#python#agent#agentic_ai#grpo#kimi_ai#llms#lora#qwen#qwen3#reinforcement_learning#rl ART is a tool that helps you train smart agents for real-world tasks using reinforcement learning, especially with the GRPO method. The standout feature is RULER, which lets you skip the hard work of designing reward functions by using a large language model to automatically score how well your agent is doing—just describe your task, and RULER takes care of the rest. This makes building and improving agents much faster and easier, works for any task, and often performs as well as or better than hand-crafted rewards. You can install ART with a simple command and start training agents right away, even on your own computer or with cloud resources. https://github.com/OpenPipe/ART

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Crypto M - Crypto News

@CryptoM · Post #64856 · 04/10/2026, 04:43 AM

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🚀 Global PC Shipments Expected to Rise by 3.2% in Q1 2026, Omdia Reports According to Jin10, Omdia's latest research indicates that the total shipments of desktops, laptops, and workstations are projected to increase by 3.2% year-on-year in the first quarter of 2026, reaching 64.8 million units. Among these, laptop shipments, including mobile workstations, are expected to see a slight year-on-year growth of 2.6%, reaching 50.8 million units. Desktop shipments, including desktop workstations, are anticipated to perform slightly better, with a year-on-year growth of 5.4%, reaching 14 million units. The growth is primarily driven by manufacturers and channel partners pulling in orders ahead of the widely expected rise in component costs. Additionally, the ongoing Windows 10 replacement cycle continues to drive corporate budget updates, and the concentrated product releases by Windows OEMs and Apple during the spring season are also contributing factors. #PCShipments#TechIndustry#LaptopGrowth#DesktopGrowth#OmdiaReport#Q12026#GlobalMarket#ITHardware#WindowsUpgrade#AppleRelease

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#pcshipments #techindustry #laptopgrowth #desktopgrowth #omdiareport #q12026 #globalmarket #ithardware #windowsupgrade #applerelease