#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
#FUN/USDT analysis :
#FUN has established a breakout from its trendline after rebounding from the support zone. The price is anticipated to continue rising from its current level and is likely to test the previous swing high.
TF : 4H
Entry : $0.003263
Target : $0.003644
SL : $0.003008
#FUN/USDT analysis :
#FUN is currently consolidating within a resistance zone near the 200 EMA. A price rejection is expected from there, and a continuation of the downtrend is anticipated. Wait for the price to break below the trendline for a short entry.
TF : 2H
Entry : $0.00314
Target : $0.00287
SL : $0.00326