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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 #14792 · 06/05/2025, 01:00 PM

#kotlin#compiler#markdown#markdown_parser#markup_language#paper#pdf#presentations#programming_language#scripting_language#slides#typesetting#typesetting_system Quarkdown is a powerful tool that helps you write and format documents using Markdown. It allows you to create complex content with functions and variables, making it more versatile than regular Markdown. You can easily compile your work into print-ready books or interactive presentations. Quarkdown supports exporting to HTML and PDF, and it includes features like live preview, which helps you see changes as you make them. This makes it easier to ensure your document looks exactly how you want it to. https://github.com/iamgio/quarkdown