NVIDIA engineers utilized the DeepSeek-R1 model with inference-time scaling to automatically generate optimized GPU attention kernels, achieving results that sometimes surpassed human-engineered solutions. The experiment demonstrates how AI models can leverage additional computational resources during inference to evaluate multiple outcomes and select optimal solutions for complex programming tasks.

https://developer.nvidia.com/blog/automating-gpu-kernel-generation-with-deepseek-r1-and-inference-time-scaling/

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