#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
The Black Dog of the Hanging Hills is a creature of Connecticut folklore. A mythical canine spotted by travelers and hikers alike in the Hanging Hills, a sub-range of mountains found in the Metacomet Ridge, near Meriden CT.
"If you meet the Black Dog once, it shall be for joy; if twice, it shall be for sorrow; and the third time shall bring death." - W. H. C. Pynchon, from The Connecticut Quarterly, 1898
My first ever print, initially sold at Furpoc 2023~! Interested in getting a copy for you walls? I promise it’s not cursed! Pick one up here: [https://ko-fi.com/s/d14872d078](https://ko-fi.com/s/d14872d078 "smartCard-inline") (No subscription required)
#Black, #Dog, #Hanging, #Hills, #Print, #Halloween, #Folklore, #Urban, #Legend, #Scary, #Wolf_Dog, #Ghost, #Connecticut
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