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Source channel @githubtrending · Post #15539 · Mar 5

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#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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Amazing Geography 🌍

@amazingeo · Post #516 · 12/15/2025, 08:31 PM

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🌍 Satellite images show that cities can be up to 10°C hotter than nearby countryside during heatwaves, a stark example of the "urban heat island" effect that raises risks for millions worldwide. ✨ #urban⚡#geography⚡#climate⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

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Stickers Channel

@StickersChannel · Post #839 · 02/18/2016, 02:51 PM

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❎ Devil Urban ❎ https://telegram.me/addstickers/Devil_Urban_by_kitty #Devil#Urban ↘️more Stickers at S4T.tv

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