The K-Search framework translates decades of CUDA optimization knowledge into architecture-native MLX strategies. It avoids simple instruction copying to better leverage Apple Silicon's specific hardware traits. This approach reduces the manual effort required to port high-performance kernels. Developers can now deploy optimized GPU operations without years of platform-specific expertise.