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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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International News

@intnewsagency · Post #8609 · 03/18/2026, 12:53 PM

Russian Offensive in Zaporizhzhia Faces Heavy Losses Russian forces launched a spring-summer offensive in Zaporizhzhia using infantry, armor, motorcycles, and horses. Attempting to use fog for cover failed as Ukrainian troops effectively repelled assaults near Rodynske–Huliaipole. Over 900 Russian casualties were reported in 36 hours, with more than 500 just yesterday. The Ukrainian military continues to confidently hold the line despite enemy attempts at stealth. #Russia#Zaporizhzhia#AFU#offensive#war The main news of Russia and the world ishere.