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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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Interesting Planet 🌍

@interesting_planet_facts · Post #951 · 10/22/2025, 08:11 PM

🌎 In 1938, miners unearthed grooved stone spheres buried deep in South Africa. Some are nearly perfectly round, with parallel grooves, and date back over 2.8 billion years. These “Klerksdorp spheres” were found in pyrophyllite deposits and their natural or human origin is still debated. ✨ #archaeology⚡#mystery⚡#spheres 👉subscribe Interesting Planet 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #223 · 09/12/2025, 01:12 PM

🌍 The highest forests on Earth grow above 4,900 meters in the Andes, where trees survive thin air, cold temperatures, and strong sunlight—an extreme zone where biosphere meets atmosphere and lithosphere. ✨ #spheres⚡#Andes⚡#ecosystems⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​