High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel training, vectorized environments, multi-agent systems, or integration with game environments (Atari, Procgen, NetHack). Achieves 2-10x speedups over standard implementations. For quick prototyping or standard algorithm implementations with extensive documentation, use stable-baselines3 instead.
8.3
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0
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Machine Learning
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Exceptional RL skill with comprehensive coverage of PufferLib's high-performance training capabilities. The SKILL.md provides clear invocation guidance with code examples for all major use cases (training, environment creation, policy development, vectorization, integration). Structure is exemplary: concise overview with systematic references to detailed documentation files for each capability area. Task knowledge is complete with templates, workflows, and clear decision trees. Novelty is strong - achieving 2-10x speedups and handling complex vectorization/multi-agent scenarios would require significant tokens for a CLI agent. Minor room for improvement: could slightly expand the 'when not to use' guidance beyond the stable-baselines3 comparison.
K-Dense-AI
Skill Author
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