#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
🫣Windows 11 2001-yilda qanday ko'rinishga ega bo'lardi
📅 Agar Microsfot Windows 11 ni 22 yil oldin ishlab chiqqanida taxminan uning dizayni shu ko'rinishda bo'lardi.Bu siz uchun hunuk ko'rinishi mumkin ammo ushbu dizayn 2001-yil uchun supper!
Reaksiyani mazasini qochiramiz 🔥
🌐Birinchi raqamli Windows Blog | #windows11
🫣Windows 11 2001-yilda qanday ko'rinishga ega bo'lardi
📆 Agar Microsfot Windows 11 ni 22 yil oldin ishlab chiqqanida taxminan uning dizayni shu ko'rinishda bo'lardi.Bu siz uchun hunuk ko'rinishi mumkin ammo ushbu dizayn 2001-yil uchun supper!
👉🏼Birinchi raqamli Windows Blog | #windows11
🫣Windows 11 2001-yilda qanday ko'rinishga ega bo'lardi
📆 Agar Microsfot Windows 11 ni 22 yil oldin ishlab chiqqanida taxminan uning dizayni shu ko'rinishda bo'lardi.Bu siz uchun hunuk ko'rinishi mumkin ammo ushbu dizayn 2001-yil uchun supper!
👉🏼Birinchi raqamli Windows Blog | #windows11