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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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Marwa Osman/MidEaStream

@Marwa_OsmanLB · Post #3656 · 11/17/2024, 06:14 PM

Israel has struck Beirut once again, this time targeting Mar Elias Street; the heart of the capital and one of its most densely populated areas during the war, as countless displaced families from the suburbs have sought refuge there. This relentless aggression is not just an attack on civilians; it’s a blatant violation of all norms of international law, crossing every red line. #LebanonUnderAttack #BeirutUnderAttack

Marwa Osman/MidEaStream

@Marwa_OsmanLB · Post #3646 · 11/14/2024, 10:31 AM

#Israel is bombarding residential areas just meters from #Beirut International Airport, where civilian flights are landing in real time. The strikes put thousands of innocent lives at immediate risk, blatantly violating international law by targeting civilian infrastructure and densely populated areas. Yet where is the international outrage? Why does the world remain silent while Israel commits these acts with complete impunity? This isn’t just a tragedy for Lebanon—it’s a catastrophic precedent for global justice, human rights, and the rule of law. #BeirutUnderAttack#InternationalLaw#StandWithLebanon