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Source channel @githubtrending · Post #15539 · Mar 5

#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

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Addis Standard

@addisstandardeng · Post #21865 · 03/27/2026, 03:38 PM

#In_Depth_Analysis: The #Hormuz Entanglement: Why #Ethiopia’s fuel crisis is a perfect storm of #war, #graft, and #reform While the immediate catalyst appears to be the high-stakes military escalation between the U.S., Israel, and Iran, a deeper look reveals that Ethiopia’s fuel misery is a complex entanglement. It is a “perfect storm” where geopolitical vulnerability, a domestic system rotting from within, and a painful macroeconomic experiment have collided to leave 120 million people running on empty. Until the govt can clean its own house, root out the “senior decision-makers” profiting from the black market, and navigate the treacherous waters of Middle Eastern diplomacy, the accounts emerging from #Gonder to #Jimma to #Ambo, and from #Hawassa to #Bishoftu and #Mekelle, point to an Ethiopia that will remain running on empty. It will be a country “stalled at the intersection of a distant war it cannot control and a local crisis of governance it has yet to master”... https://addisstandard.com/?p=56099