K-Search maps decades of CUDA optimization knowledge directly to MLX strategies for Apple Silicon. It avoids naive instruction copying to leverage architecture-native performance. This approach reduces the manual effort required to port low-level GPU programs. Practitioners can now deploy high-performance kernels on Mac hardware without rewriting every operation from scratch.