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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 #15208 · 10/09/2025, 02:00 PM

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#go#archival#data_archiving#data_import#family_history#self_hosted#timeline Timelinize helps you organize your personal data from different sources like photos, messages, and social media into a single timeline on your computer. This keeps your data private and under your control, unlike cloud services. You can import data from many places, view it on a map, and see conversations across different platforms. It's like having a personal journal that you can add to and keep forever, without relying on companies to store it for you. This way, you can keep your memories safe and easily look back at them whenever you want. https://github.com/timelinize/timelinize

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