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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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Journey to Fluency

@fluencyinenglish · Post #6417 · 09/07/2018, 11:12 AM

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#adverbs #intensifying @ieltsstrategies ♠️استفاده از highly به جاي very قبل از اين صفات ميتوانيد از قيد highly استفاده كنيد به معني خيلي. Likey- unlikely- unusual- successful- competitive- profitable- effective- controversial- recommended. EXAMPLE: 🔷 it is highly unlikely that I'll finish my work on time. 🔷 Jill's highly unusual behaviour began to worry her parents. استفاده از absolutely و utterly به جاي very قبل از اين صفات ميتوانيد از قيد absolutely و utterly استفاده كنيد. Ridiculous- stupid- impossible- wrong- alone- convinced- devastated- miserable EXAMPLE: 🔷 It was an absolutely stupid comment to make. 🔷 The whole area was utterly devastated after the earthquake. @fluencyinenglish

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