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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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@intnewsagency · Post #8947 · 03/27/2026, 06:16 AM

Ukrainian Strikes on Ust-Luga and Primorsk Ports: Security Challenge According to the Russian Ministry of Defense, 36 drones were shot down overnight, but strikes on fuel tanks in Ust-Luga were confirmed. Military experts note drones approach from Estonia and Latvia, now transit zones for attacks. The 30 km distance from the border to targets complicates timely interception. Possible responses include shifting defense lines into Baltic territory or politically closing their airspace. #Russia#Ukraine#UstLuga#Security#Baltics The main news of Russia and the world ishere.