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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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Shadow Traders Fx

@shadowtraderfx · Post #4141 · 08/20/2025, 03:39 PM

🚀BITCOIN H3 SCENARIO – Bullish Case Strengthening From both a technical and fundamental perspective, Bitcoin is showing strong signs of bullish continuation: 📊Technical Outlook: • Price is consolidating just above the $113K–114K demand zone, where buyers have repeatedly stepped in. • A clean breakout above $118K could trigger momentum toward the $123K–124K resistance zone, in line with previous liquidity sweeps. • Current market structure favors a bullish push if higher lows hold. 🌍Fundamental Outlook: • Recent institutional inflows into Bitcoin ETFs continue to provide upside momentum. • The weakening USD Index (DXY) supports risk-on sentiment across major assets. • Market participants are also pricing in expectations of a more dovish Fed stance, boosting demand for Bitcoin as a hedge. ⚡️Scenario: If buyers defend the $113K–114K base, probability remains high for a retest of $123K+. However, sustained rejection below $113K could invalidate this setup. 💬 Which side do you think will win — bulls or bears? Comment below! 👉 Subscribe for more high-probability setups & real-time insights. #Bitcoin#CryptoTrading#TechnicalAnalysis#FundamentalAnalysis#BTC