#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
Withering soul
Little by little she dies everyday
Demons everywhere she's losing her sight
Pain has reached her bones
Breathing freely is a luxury now
she resists but she knows she is a withering soul
she is screaming but can anyone hear her?
The world's gone deaf
All eyes are shut, no one sees what's right in front of them
She is not the only one
She won't be the last one
Time is a flat circle, Nietzsche said
Once upon a time humans came into this world, cursed to repeat their doings time and time and time again
Fading souls don't await the eternal rest
There is no rest, there is no end to their agony
Trapped they are, born prisoners
Freedom was never a dream only an illusion
#review
#modern#poetry
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