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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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Crypto M - Crypto News

@CryptoM · Post #64882 · 04/10/2026, 06:45 AM

🚀 Ondo Explores Challenges in Stock Perpetuals Stock perpetuals have faced persistent challenges, according to PANews. Ondo, a financial services company, has identified a three-layered structural explanation for these difficulties. The first issue is the inherent complexity of stock perpetuals, which can deter potential investors. Unlike traditional stock investments, perpetuals require a deeper understanding of financial derivatives, making them less accessible to the average investor. Secondly, the market infrastructure for stock perpetuals is not as developed as that for other financial instruments. This lack of infrastructure can lead to inefficiencies and increased costs, further discouraging participation. Lastly, regulatory uncertainties surrounding stock perpetuals contribute to their underperformance. The evolving nature of financial regulations can create an unpredictable environment, making it challenging for investors to commit to these instruments. Ondo's analysis highlights the need for improved education, infrastructure, and regulatory clarity to enhance the performance and adoption of stock perpetuals. #Ondo#StockPerpetuals#FinancialChallenges#InvestmentComplexity#MarketInfrastructure#RegulatoryUncertainty#FinancialDerivatives#InvestorEducation#FinancialRegulations#StockMarket#ONDO