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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 #3 · 07/29/2025, 02:41 PM

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🌎 Deep within the constellation Cygnus, the black hole V404 Cygni occasionally unleashes powerful outbursts, ejecting matter at near light-speed in opposing jets. These rare events are so energetic that the black hole briefly outshines its entire host galaxy, offering a fleeting glimpse into the turbulent ballet around stellar remnants. ✨ #blackhole⚡#cygnus⚡#jets 👉subscribe Universe Mysteries

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Universe Mysteries 🪐

@cosmomyst · Post #279 · 09/16/2025, 03:11 AM

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🪐 The black hole Cygnus X-1, in the constellation Cygnus, is famous for its powerful X-ray emissions and was one of the first strong black hole candidates ever discovered. Cygnus X-1 pulls material from a massive companion star, creating a swirling disk of superheated gas called an accretion disk, which emits intense X-rays as matter spirals inward toward the point of no return. ✨ #blackholes⚡#accretiondisks⚡#cygnus⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries ​

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