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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 #1861 · 01/27/2025, 06:00 AM

A significant (though not unexpected) setback for Venezuela as the ICSID tribunal rejects an appeal against an $8.5 billion arbitration award granted to ConocoPhillips. The US oil giant has launched multiple efforts to collect debts against the Caribbean nation. Read the report: https://venezuelanalysis.com/news/venezuela-loses-multi-billion-dollar-conocophillips-icsid-appeal/ #InternationalArbitration#ConocoPhillips#ICSID#Venezuela