#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
Paraguay Division Profesional - Apertura🇵🇾
2026-05-10 20:45 UTC
Club Sp. San Lorenzo vs. Olimpia
Predicted outcome: Olimpia❌
Predicted score: 1:3
Actual: Club Sp. San Lorenzo 1:0
#ClubSpSanLorenzo#Olimpia
2026-05-10 23:00 UTC
Sportivo Luqueno vs. Libertad Asuncion
Predicted outcome: Libertad Asuncion✅
Predicted score: 1:2
Actual: Libertad Asuncion 2:3
#SportivoLuqueno#LibertadAsuncion
#Football#ParaguayDivisionProfesional
CONMEBOL Sudamericana🌎
2026-04-15 22:00 UTC
Racing Club vs. Botafogo
Predicted outcome: Racing Club❌
Predicted score: 4:0
Actual: Botafogo 2:3
#RacingClub#Botafogo
2026-04-15 22:00 UTC
Caracas FC vs. Independiente Petrolero
Predicted outcome: Draw❌
Predicted score: 1:1
Actual: Caracas FC 1:0
#CaracasFC#IndependientePetrolero
2026-04-16 00:00 UTC
Olimpia vs. Barracas Central
Predicted outcome: Olimpia❌
Predicted score: 1:0
Actual: Draw 0:0
#Olimpia#BarracasCentral
2026-04-16 00:30 UTC
River Plate vs. Carabobo FC
Predicted outcome: Draw❌
Predicted score: 1:1
Actual: River Plate 1:0
#RiverPlate#CaraboboFC
2026-04-16 02:00 UTC
Millonarios vs. Boston River
Predicted outcome: Draw❌
Predicted score: 1:1
Actual: Millonarios 1:0
#Millonarios#BostonRiver
2026-04-16 02:00 UTC
America de Cali vs. Alianza Atletico
Predicted outcome: Draw❌
Predicted score: 1:1
Actual: America de Cali 2:1
#AmericadeCali#AlianzaAtletico
#Football#CopaSudamericana