#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
#0G🚀 looks primed for a MASSIVE breakout!
A powerful bullish structure is forming, with PoC + Ichimoku acting as rock-solid support. The sharp bounce from the trendline signals strong buyer interest, and volume is building with momentum.
⚡️ If this pressure continues, a strong bullish rally could ignite anytime.
https://x.com/CryptoBull_360/status/2023779540385087534?s=20