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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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2025-yil 13-sentabr kuni Chortoq va Uychi bekatlari o‘rtasidagi qo‘riqlanmagan temir yo‘l kesishmasida Gentra avtomobili poyezd bilan to‘qnashdi. Mashinada olti kishi bo‘lib, hech kim omon qolmagan, deb xabar berilgan “O‘zbekiston temir yo‘llari” AJ telegrаm-kanalida. https://yep.uz/uz/2025/09/chortoq-uychi-temir-yol-ytx-olti-kishi-halok/ #yo‘ltransporthodisasi #temiryo‘lkesishmasi #xavfsizlik#yth#halokbo‘lganlar #gentra

🚨 Road accident at Chortoq–Uychi railway crossing. On September 13, 2025, a Gentra car collided with a train at an unguarded railway crossing between Chortoq and Uychi stations. Six people, including a child, were killed. https://yep.uz/en/2025/09/road-accident-chortoq-uychi-railway/ #uzbekistan#chortoq#uychi#railwayaccident#gentra#trafficaccident#deaths