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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 #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