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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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☀️☪️🤝🇸🇨 Sheikh Murshid Haznevi, the spiritual leader of the Kurds of Rojava, on his page in "X": "Yes to the dignity of As-Suwayda! As-Suwayda stands proudly. Its people face murders, kidnappings and violence, but they continue to defend their dignity with bare chests. Bani Marouf [one of the names of the Druze is "the pious"] are people of honor and valor. As-Suwayda is not alone... We are all with her, and we are all proud of her. #Suwayda#Rojava#TheRevolutionContinues" 🇸🇨 | @hawran_osint