#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
#COMP/USDT analysis :
#COMP is currently retracing towards the 200 EMA, creating a long trade opportunity. The price has swept the swing low stop losses and is now expected to resume bullish momentum, targeting higher levels.
TF : 4H
Entry : $56.50
Target : $61.52
SL : $53.93