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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 #9563 · 11/17/2025, 03:17 AM

#The_Atlantic🇺🇸📕[PDF]⬇️ #December2025 #Monthly_Magazines For learning, for free(dom). @backupofmagazines America heads toward the 2026 midterms amid rising election chaos, with warnings that #DemocracyStress and #PoliticalRisk are accelerating. A major feature argues that Donald Trump’s effort to reshape the system could trigger #InstitutionalCrisis. Other pieces explore personal narratives—from a missing kayaker to the cultural legacy of literary outdoorsmen—while “The Dead Zones” highlights how climate-driven collapse may render parts of the U.S. uninhabitable, amplifying #ClimateCrisis realities. The issue also examines AI’s false promise of companionship, the reinvention of artists like Patti Smith, and debates over culture, fiction, and identity, offering a wide lens on America’s fragmented moment.