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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 #3444 · 12/19/2024, 11:44 AM

Avoid Copycat Mistakes Copying strategies without understanding their context can harm startups. From the experience of a former CTO, mindless imitation of established B2B products leads to failure. Large companies aim to protect their gains, while startups focus on growth. Analyze original strategies instead of copying them blindly. Discover more about proper implementation in the provided link. #Startup#B2B#SaaS#Strategy#Growth#Analysis#Innovation#Business#Entrepreneurship#CTO#Imitation#Failure#Success#Marketing#Learning#Education#BusinessStrategy