#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
Live: Get your virtual panda cuddles from Chongqing Zoo!
It's Saturday! Time for some super cute pandas. Yu Ai, Yu Ke, Mang Cancan, Qi Sanmei and Liang Yue in Chongqing Zoo get ready for clumsy rolls, silly play and fluffy cuteness. Join us to have a look! #panda
via CGTN
🩸🅰️🩸🩸🅰️
A Chinese zoo is under fire again for passing off dogs as pandas. This is the third time that people have been tricked by painting ordinary chow chows as pandas.
Visitors began to suspect that they weren't pandas when the spotted furry creatures started barking and panting like dogs.
The plan was perfect. What could go wrong?
#Panda#China
MARKHEMIST