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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 #65260 · 04/12/2026, 11:44 AM

🚀 Bitcoin's Current Market Correction Appears Milder Than Previous Cycles On April 12, crypto analyst Axel Adler Jr commented on the current Bitcoin market correction. According to BlockBeats, Adler noted that this correction seems significantly milder compared to the bear markets of the 2017-18 and 2021-22 cycles. However, he cautioned that the current level of correction is insufficient to confirm a market bottom. In previous cycles, the maximum drawdowns were -54% for 2021-22, -64% for 2017-18, and -43% for 2013-15. The current market dynamics suggest a mild bear market, not yet reaching a deep capitulation phase, making it premature to confirm a bottom or a true market recovery. The analyst emphasized that the current situation is more of a pause in the bear market rather than a reversal of trends. #Bitcoin#CryptoMarket#MarketCorrection#BearMarket#BitcoinAnalysis#CryptoTrends#AxelAdlerJr#BitcoinBearCycles#CryptoRecovery#BTC