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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 #9462 · 11/03/2025, 03:27 AM

#The_Critic🇬🇧📕[PDF]⬇️ #November2025 #Monthly_Magazines For learning, for free(dom). @backupofmagazines This issue dissects Britain’s political fatigue in “Follow the Leader,” charting how #Conservatives lost moral and cultural authority. Essays probe #FiscalPolicy fictions, #CultureWar fatigue, and the right’s need for artistic renewal. Features span #Trump diplomacy, Britain’s agricultural crisis, and a nostalgic defense of #Seapower. In culture, Cézanne’s southern light meets reflections on music, literature, and satire. Critics debate #Opera, #Theatre, #Books, and fine whisky—mixing wit with worry. It’s a portrait of a nation in ideological hangover. #UKPolitics#Brexit#Art#Society#ConservativeCollapse#TheCritic#Philosophy