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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 #15001 · 07/28/2025, 11:30 AM

#python#danbooru#deviantart#downloader#flickr#gallery#kemono#mangadex#pixiv#tumblr#twitter gallery-dl is a free, easy-to-use command-line tool that lets you download image galleries and collections from many popular image hosting sites. It works on Windows, macOS, and Linux, and you can install it using pip, package managers like Homebrew or Chocolatey, or as a standalone executable. You can customize it with configuration files, use login credentials or browser cookies for private content, and even filter downloads by tags or chapters. This tool helps you quickly save large amounts of images or videos from websites, making it convenient to archive or organize media offline. It supports many sites and offers flexible options for advanced users. https://github.com/mikf/gallery-dl