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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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Universe Mysteries 🪐

@cosmomyst · Post #635 · 01/23/2026, 10:21 PM

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🪐 At the heart of the supernova remnant Kes 73 lies the magnetar 1E 1841-045, which boasts a magnetic field over a thousand trillion times stronger than Earth's. These extreme fields can twist and shatter the crust of the neutron star—an object so dense that a sugar-cube-sized piece would outweigh Mount Everest—releasing bursts of powerful X-rays and gamma rays that briefly light up its cosmic neighborhood. ✨ #magnetars⚡#neutronstars⚡#xraybursts⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels ​

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Universe Mysteries 🪐

@cosmomyst · Post #219 · 09/04/2025, 03:11 AM

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🪐 The magnetar 1E 1048.1–5937 is famous for its mind-bending magnetic field—over 100 trillion times stronger than Earth's. These extreme magnetars can twist and snap their crusts, releasing bursts of X-rays and gamma rays so powerful they briefly outshine every other X-ray source in the galaxy when they erupt. ✨ #magnetars⚡#neutronstars⚡#xraybursts⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries ​

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#magnetars#neutronstars#xraybursts#nasa#galaxy#stars#astronomy#universe#cosmos#space