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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: #biomes
@amazingeo · Post #350 · 10/09/2025, 12:31 PM
🌍 The boundary between different climate zones doesn't always follow straight lines—on mountain slopes, tropical and temperate climates can exist just a few kilometers apart, packed side by side. ✨ #climatezones⚡#biomes⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #311 · 09/29/2025, 03:31 PM
🌍 Earth’s Mediterranean climate zones, found in places like California and parts of Australia, support massive wildflower blooms after winter rains despite having hot, dry summers. ✨ #climatezones⚡#biomes⚡#vegetation⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels