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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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Venezuelanalysis

@venanalysis · Post #2017 · 06/30/2025, 07:20 PM

📰 NEWS | Venezuela Rebukes Guyana Over Cross-Border Gold Smuggling Allegations Venezuela has rejected claims by Guyana’s President Irfaan Ali that Venezuelan gold is being trafficked across the border. The Maduro government denounced the accusations as 'baseless' and politically driven, particularly as they were made at a US Embassy event in Georgetown. Although Guyanese media reported recent gold seizures, no evidence has surfaced linking the shipments to Venezuela. Caracas maintains that Ali’s remarks aim to justify growing US military and political involvement in the region. 🔗 Full story via: https://shorturl.at/ozO0i #Essequibo#GoldMining