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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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@githubtrending · Post #14809 · 06/08/2025, 01:30 PM

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#ruby#beginners#hacktoberfest#hacktoberfest2020#helm#kubernetes#kubetools Kubernetes is a powerful tool for managing containerized applications. To learn Kubernetes, you can use platforms like Kubelabs, which offer interactive tutorials and labs. These resources help you understand Kubernetes concepts from the basics to advanced levels. By using these platforms, you can practice deploying applications, managing resources, and ensuring high availability and scalability. This hands-on approach helps you gain practical experience and improve your skills in managing complex applications efficiently. https://github.com/collabnix/kubelabs

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#ruby #beginners #hacktoberfest #hacktoberfest2020 #helm #kubernetes #kubetools