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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
Search: #puppis
@cosmomyst · Post #22 · 07/29/2025, 11:51 PM
🪐 In the constellation Puppis, the star RX J1856.5−3754 stands out as the closest known isolated neutron star to Earth. This ultra-dense remnant emits a ghostly blue glow, its surface heated to over 700,000°C, and its powerful magnetic field twists space and time in the surrounding void. ✨ #neutronstars⚡#mysteries⚡#Puppis 👉subscribe Universe Mysteries
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@cosmomyst · Post #552 · 12/11/2025, 10:21 PM
🪐 The twin pulsars PSR J0737−3039A and B, located about 2,400 light-years away in the constellation Puppis, are a real-world testing ground for time dilation in space. As these two ultra-dense neutron stars orbit each other at high speeds and within extremely strong gravitational fields, their clocks run at noticeably different rates than those on Earth—showcasing how both high speed and intense gravity stretch and slow down time, just as predicted by Einstein’s theory of relativity. ✨ #timedilation⚡#pulsars⚡#puppis⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels