#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
የዳግማዊ አፄ ምኒልክ የታላቁ ቤተመንግሥት የጥበቃ ቤቶች በዘመናቸው ፤ ፬ ኪሎ - አዲስ አበባ
Guardhouses Of The Grand Palace of Emperor Menelik II, 4 Kilo - Addis Ababa;
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ፕሬዝዳንት መንግስቱ ኃይለማርያም ከአሜሪካ ለአፍሪካ ቡድን ጋር በኢትዮጵያ ስለተከሰተው ረሃብ እና በሰብአዊ እርዳታ ትብብር ላይ ለመወያየት በፅህፈት ቤታቸው ጋብዘው በሚወያዩበት ወቅት ፤ 1977 ዓ.ም (አዲስ አበባ)
Ethiopian President Mengistu Haile Mariam meets with the 'USA for Africa' team in his office, 1985, as part of discussions on humanitarian aid and collaboration amidst the Ethiopian famine crisi.
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