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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 #65420 · 04/13/2026, 06:35 AM

🚀 Future Market to Be Dominated by Compliant Multi-Jurisdiction CEX and Native On-Chain DEX The future of the market is expected to be shaped by compliant multi-jurisdiction centralized exchanges (CEX) and native on-chain decentralized exchanges (DEX), with both playing complementary roles. According to PANews, these two types of exchanges will lead the way in the evolving landscape, each offering distinct functionalities that cater to different needs within the financial ecosystem. The compliant multi-jurisdiction CEX will provide regulated environments for trading, ensuring adherence to legal standards across various regions. Meanwhile, native on-chain DEX will offer decentralized platforms that prioritize transparency and user control, allowing for peer-to-peer transactions without intermediaries. Together, these exchanges will create a balanced market structure, leveraging their unique strengths to meet the diverse demands of users and investors. #FutureMarket#CompliantExchanges#MultiJurisdiction#CEX#OnChainDEX#DecentralizedExchanges#Transparency#UserControl#FinancialEcosystem#PeerToPeerTransactions#MarketStructure