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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
Search: #desertification
@amazingeo · Post #346 · 10/08/2025, 12:31 PM
🌍 In the Sahel region of Africa, people grow crops and raise animals on land where wild grasses once thrived. Human activity has pushed the desert edge south by up to 100 kilometers in places. ✨ #desertification⚡#Africa⚡#landuse⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #10 · 08/09/2025, 04:08 PM
🌍 Desertification, the spread of deserts into once-fertile land, now threatens over a third of Earth’s land surface, endangering food security for millions worldwide. ✨ #desertification⚡#climate⚡#change⚡#land⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍