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CUDA-Agent

CUDA Agent: Large-Scale Agentic RL for High-Performance CUDA Kernel Generation

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CUDA-Agent is the first known RL-trained model to surpass advanced models such as Claude Opus-4.6 and Gemini 3 Pro on high-performance CUDA kernel generation. It achieves state-of-the-art results on KernelBench, consistently outperforming the torch.compile baseline across difficulty levels, with especially strong gains on the hardest cases. To support the LLM-based CUDA generation community, we have released our training data, expert-designed SKILL.md and agent environment.

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