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Source channel @githubtrending · Post #15539 · Mar 5

#python#agent#llm#llm_agent#llm_reasoning#machine_learning_systems#mlsys#reinforcement_learning#rl AReaL is a free, open-source system for fast asynchronous reinforcement learning to train large AI models in math, coding, search, and agents. It decouples generation and training for up to 2.77x speedup, stable performance, and easy setup on single or 1000+ GPUs with algorithms like GRPO/PPO. Install via git/pip, run examples like GSM8K math instantly. You benefit by building top AI agents affordably and quickly, reproducing results with shared data/models, saving time/money vs. slow synchronous tools. https://github.com/inclusionAI/AReaL

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Crypto M - Crypto News

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

🚀 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