#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
📢 On July 1, 2024 , a law comes into force that provides for a 20% indexation of state fees. So from 1 July, state fees for a number of state services will increase:
🔸 Temporary residence permit: from 1600 to 1920 Rubles;
🔸 Residence permit: from 5000 to 6000 Rubles;
🔸 Russian citizenship: from 3500 to 4200 Rubles;
🔸 Registration at the place of residence: from 350 to 420 Rubles;
🔸 Visa renewal: from 1000 to 1200 Rubles;
🔸 Issuance of invitations to the Russian Federation: from 800 to 960 Rubles;
🔸 Work permit: from 3500 to 4200 Rubles;
🔸 Permit to hire foreign workers: from 10,000 to 12,000 Rubles;
🔸 Travel passport; from 5000 to 6000 Rubles;
🔸 Travel passport up to 14 years old: from 2500 to 3000 Rubles.
❗️ Make all relevant applications before 1 July, to avoid paying the new rate.
#state_fee#госпошлина#TRP#RP#RVP#VNZH#citizenship#nido#nidorussia
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https://t.me/nido_russia/1661