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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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@venturevillagewall · Post #4222 · 02/23/2025, 10:00 AM

Test Products Like a Startup Pro Startup founders: Simplify product testing! Instead of overanalyzing, dive in and deploy. Apple’s Wozniak didn’t wait for perfection; hands-on work led to success. Focus on creating what users want and fix issues in real-time. This approach builds better products faster. Learn more about ‘Do Things That Don’t Scale’ here: 1, 2, 3, 4, 5. #Startup#ProductTesting#Entrepreneurship#Innovation#Apple#Wozniak#BusinessGrowth#DoThingsThatDontScale#YC