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Generalization uncertainty

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AI-driven kernel search reached near-expert performance on two kernels

On the two kernels studied—attention and Mamba SSM—AI-driven evolutionary kernel search, grounded in structured cross-platform translation, reached near-expert performance on Apple Silicon without requiring GPU experts to start from scratch. The authors state they do not yet know how far this generalizes.

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From CUDA to MLX: How K-Search Brings Decades of Kernel Expertise to Apple Silicon

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On the two kernels we studied, AI-driven evolutionary kernel search grounded in structured cross-platform translation knowledge reached near-expert performance on Apple Silicon without a team of GPU experts starting from scratch. We do not yet know how far this generalizes
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, but the result is encouraging.

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