The K-Search framework translates decades of CUDA optimization knowledge into native MLX strategies for Apple Silicon. It avoids literal instruction copying to prioritize architecture-specific efficiency. This approach reduces the manual effort required to port high-performance GPU kernels. Developers can now leverage established NVIDIA optimization patterns on Mac hardware.