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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 #8558 · 03/17/2026, 01:22 PM

Russian Ministry of Internal Affairs Launches Digital Program to Reduce Bureaucracy and Police Workload In 2025, the Russian Ministry of Internal Affairs lost 80,000 employees—40% more than new recruits—leading to a regional staffing deficit exceeding 25%, threatening law enforcement efficiency. Minister Kolokoltsev has ordered optimization of paperwork and digitalization of processes while enhancing social guarantees for officers. These measures aim to improve working conditions and retain personnel. #MVD#police#digitalization#staffing#Russia The main news of Russia and the world ishere.