#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
#Sentiment notes that the activity of #BTC discussion on social media has risen to a 4-month high, there is a serious panic among the crowd. Such depressive indicators in the moods usually preceded the rebounds.
⚡️ Sentiment notes a decrease in the number of wallets with a non-zero balance 🪙#BTC, which may mean that some participants will enter the cache before the US elections. The experts of #Sentiment consider this development of the situation to be #bullish for #BTC after the elections are held...
#Sentiment notes a sharp rise in bullish sentiment in #Solana
there are rumors that #Apple (#AAPL) is starting to use the Solana — Sentiment blockchain
🤣Ethereum Fear & Greed Index has dropped to 13, signaling Extreme Fear across the market.
市場情緒跌入 極度恐懼區間,代表短期資金風險偏好明顯下降,投資人情緒趨於保守。
#Crypto#以太坊#币圈#区块链
⚡️ 歷史上極度恐懼區域,往往出現在市場接近階段性底部時,但短線波動仍可能持續。
#Ethereum#Markets#Sentiment
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