#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
🇪🇦#Spagna, elezioni in Castiglia e León: i popolari guidati dal presidente Alfonso Fernandez #Mañueco riconfermano il governo regionale. Sia i socialisti che Vox tengono a discapito dei provincialisti, oltre a Podemos e Ciudadanos che escono dal consiglio.
#PP (centrodestra): 35,5% (33 seggi)
#PSOE (centrosinistra): 30,7% (30)
#Vox (destra): 18,9% (14)
#UPL (regionalisti di León): 4,4% (3)
#XAV (provincialisti di Ávila): 0,9% (1)
#SY (provincialisti di Soria): 0,7% (1)
Affluenza: 59,7% (+0,9)