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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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Venture Village Wall 🦄

@venturevillagewall · Post #3445 · 12/19/2024, 12:00 PM

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Bitcoin Demand vs. Supply Dynamics Satoshi anticipated individuals like Michael Saylor would attempt to buy large Bitcoin supply. Bitcoin's scarcity drives prices up as demand increases, making further purchases expensive. The challenge lies in acquiring more coins when prices rise due to limited supply. 🔥 #Bitcoin#Demand#Supply#MichaelSaylor#PriceRise#Scarcity#CryptoNews#Investment#MarketDynamics#Satoshi#Finance#Trend#Economics#Growth#Assets#Strategy

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Venture Village Wall 🦄

@venturevillagewall · Post #3993 · 01/26/2025, 10:00 PM

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Bitcoin Supply Drops Below 1M 🟠 Only 1,056,700 Bitcoin left to mine, forever. This significant milestone emphasizes Bitcoin's scarcity as its supply rapidly decreases. 📈 Hyperliquid achieves record $157B monthly volume in perpetual contracts, projecting $0.5T by March 2025 if trends continue. 🇫🇷 French Senate approves 2025 budget including an annual ‘unproductive wealth’ tax on unrealized cryptocurrency gains. Awaiting vote in the National Assembly. 🚨 180M USDT transferred from Tether Treasury to Bitfinex. Details from Whale Alert. #Bitcoin#Crypto#Tax#Finance#Volume#France#Investment#Currency#USDT#Tether#Bitfinex#WhaleAlert#PerpetualContracts#Market#Scarcity#Trading#Budget#NationalAssembly#Future

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#bitcoin #crypto #tax #finance #volume #france #investment #currency #usdt #tether #bitfinex #whalealert #perpetualcontracts #market #scarcity #trading #budget #nationalassembly #future