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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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@vsvetesobytij · Post #15546 · 04/17/2026, 11:24 AM

🇷🇺🚨🚨🚨🚨НРТК «Курьер» осуществляет буксировку 122-мм гаубицы Д-30 массой свыше 3 тонн. Не мог удержаться и не наложить Звук! Фанаты Пушного точно заценят!!! 😎 Оригиналы видео принадлежат их авторам #artillery#drone#humor#pushnoy

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@mib_messageinabottle · Post #6959 · 05/26/2024, 02:06 PM

🇷🇺 RUSSIA PRODUCES ARTILLERY SHELLS ABOUT THREE TIMES FASTER THAN UKRAINE'S WESTERN ALLIES AND 75% CHEAPER. #SkyNews writes about this, citing a published analysis by the consulting company Bain & Company. The publication notes that these figures highlight the serious problem faced by the #Ukrainian Armed Forces as they rely on ammunition supplies from the #USA and #Europe. The US, UK and other European allies are trying to ramp up production at their factories, but their ability to produce #artillery shells still lags behind #Russia, despite a combined economic power that dwarfs Russia's. Sky News cites a comment from one of the Ukrainian Armed Forces’ artillerymen, who said that for every shell fired by Ukraine, the Russians fire five. According to Bain&Company research, Russian artillery shell production for 2024 will be approximately 4.5 million this year, compared with a combined production of about 1.3 million shells in European countries and the United States.