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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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Amazing Geography 🌍

@amazingeo · Post #688 · 04/12/2026, 08:31 PM

🌍 Nearly all the world’s natural rubber comes from just one tree species grown in Southeast Asia, making this resource surprisingly vulnerable to pests or disease outbreaks. ✨ #resources⚡#rubber⚡#plants⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​