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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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#python #agent #llm #llm_agent #llm_reasoning #machine_learning_systems #mlsys #reinforcement_learning #rl

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Venture Village Wall 🦄

@venturevillagewall · Post #3608 · 12/21/2024, 07:13 AM

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Disrupting Subscription Models A potential billion-dollar startup aims to revolutionize content sales by eliminating subscription models that frustrate users wanting single purchases. Currently, 70% of subscribers cancel within 3-6 months, while content sellers hesitate to switch to one-time payments due to lower profitability. Innovations in this direction could lead to significant market changes. More details here: Fast Founder #Startup#ContentSales#SubscriptionModel#UserExperience#BusinessStrategy#MarketInnovation#OneTimePayment#Profitability#UserRetention#Ecommerce#RevenueModel#Disruption#TechStartup#Media#DigitalContent#OnlineSales#Fintech#Investments#Entrepreneurship#InnovativeIdeas