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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 #2075 · 08/25/2025, 09:40 PM

📰 NEWS | Venezuela: Turkish Investors to Take Over State-Owned Sugar Mills Under ‘Strategic Alliances’ Venezuela has signed agreements with Turkish investors to manage three state-owned sugar mills — Central Venezuela (Zulia state), Santa Clara (Yaracuy state), and Ezequiel Zamora (Barinas state) — as part of new 'strategic alliances,' Agriculture Minister Julio León announced. Authorities have not disclosed further details. Previous experiences with similar alliances in the countryside have raised concerns among campesinos regarding transparency and impacts on small-scale producers. 🔗 Read the full report here: https://shorturl.at/pwPmt #Peasants#Campesinos#PrivateSector#Sugar