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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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IELTS|Newspapers & Magazines|English

@emagzinewspars · Post #9463 · 11/03/2025, 03:27 AM

#The_National_Geographic🇺🇸📕[PDF]⬇️ #November2025 #Monthly_Magazines For learning, for free(dom). @backupofmagazines This issue tours big frontiers: a colossal #NuclearFusion tokamak in France promises star power on Earth; botanists curate the world’s deadliest garden; a teenage Sherpa resets who belongs on alpine peaks; macro art peers through a bug’s eye; new science reframes adult #ADHD; crested gibbons show robotlike dances; wildfire imagery from the #SierraNevada; archaeologists ink themselves to decode ancient tattoos; and medics test human hibernation for deep-space care. Essential reading for explorers and pragmatists alike. #NationalGeographic#Climate#Energy#Biodiversity#Wildfire#Photography#Neuroscience#Space#Innovation#Science#Sustainability#Tokamak#Fusion amid accelerating #AI research and #GlobalTrends, shaping tomorrow’s decisions.