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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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EKOLOG.UZ| ENG

@ekologuzenglish · Post #11059 · 01/04/2026, 08:04 AM

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🐝 Could humanity survive only 4 years without bees? 🌱 Bees are among the most important living creatures on the planet. They pollinate plants, supporting the food chain. Without bees: 🍏 There would be fewer fruits and vegetables 💸 Food prices would rise 🐦 Ecosystems would be disrupted ⏳ According to some estimates, humanity could only survive normally for about 4 years due to food shortages Therefore: reduce pesticide use, protect nature, and create a safe environment for bees! 💚 #ProtectBees#Ecology#FoodSecurity#AnimalCare#PeacefulNature ☘️ Follow ecological news on the page @ekologuz 💬 Send your suggestions and ideas via @eklguz_bot

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