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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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@PensivePost · Post #5571 · 12/29/2021, 05:25 AM

She's one in a billion!! Her smell's like rosemary perfume, And golden hair's like sonagachi; The lips are looking like amaryllis; The face is like the morning sun; Body is as soft as the balloon; Her voice is as sweet as elaichi; Brown eyes are like killing us – And such beauty is only one!! • Difficult Words • Sonagachi - known as Golden Tree Amaryllis - known as Red Beautiful Flower Elaichi - Cardamom #AkashAP#review#poem#oldone#noshare