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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 #3780 · 01/03/2025, 10:00 AM

Bitcoin Turns 16: Celebrating Blockchain's Birth 🎉 Bitcoin celebrates its 16th anniversary today, marking the generation of its genesis block on January 3, 2009, by Satoshi Nakamoto. This milestone began a monetary revolution focused on decentralization and sovereignty. 🔗 Read more: Celebrating Bitcoin 🔗 Earlier report: Identity of Satoshi Nakamoto Revealed? ⚖️ On a legal note, Do Kwon faces serious accusations including fraud and money laundering, with a potential prison sentence of 130 years if convicted. His next court hearing is set for January 8. 🔗 More on Kwon: Reuters 🔮 Experts predict significant developments for cryptocurrency and AI integration by 2025, with Bitcoin potentially hitting $500,000. #Bitcoin#SatoshiNakamoto#DoKwon#Terra#Crypto#Blockchain#Fraud#MoneyLaundering#AI#VC#Economy #2025 #Cryptocurrency#Investment#BlockchainTechnology#Legal#Innovation#Milestone#Anniversary#Decentralization#PeerToPeer

Venture Village Wall 🦄

@venturevillagewall · Post #4026 · 01/30/2025, 04:00 AM

Bitcoin Tax Fraud Case Sentenced Texas resident Frank Richard Ahlgren III faces two years in prison for tax evasion linked to the sale of $4M in Bitcoin. Ordered to pay $1,095,031 in restitution, this marks the first purely crypto-related tax fraud case in the U.S. Ahlgren concealed transactions using multiple wallets and mixers like CoinJoin and Wasabi Wallet. Details: source #Bitcoin#Crypto#TaxFraud#Blockchain#USA#Court#Restitution#Legal#Finance#Tax#CryptoRegulation#CryptoNews#Ahlgren#PeerToPeer#Wallets#Mixers#CoinJoin#WasabiWallet#Chainalysis#Investigation#Fraud