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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 #14812 · 06/09/2025, 12:00 PM

#rust#app_launcher#desktop_application#dock#finder#multilanguage#seelen#seelen_ui#taskbar#tauri#tauri_app#tiling_window_manager#toolbar#tools#topbar#wallpaper#web#web_technologies#windows#windows_11 Seelen UI is a tool that helps you make your Windows desktop look and work better. You can change menus, widgets, and icons to make it look how you want. It also helps you work more efficiently with features like a Tiling Windows Manager, which arranges windows for easier multitasking. There's a media module for controlling music and an app launcher to quickly open apps. This makes your desktop more personalized and user-friendly, allowing you to work and enjoy your computer more effectively. https://github.com/eythaann/Seelen-UI