A new translation map converts CUDA optimization knowledge into architecture-native MLX strategies. Instead of copying instructions, K-Search leverages decades of kernel expertise to optimize low-level programs for Apple silicon. This approach bypasses the steep learning curve of new hardware. Practitioners can now port high-performance GPU kernels without manual rewriting.