The K-Search framework translates decades of CUDA optimization knowledge into architecture-native strategies for MLX. Instead of copying instructions, it maps high-level kernel patterns to Apple Silicon's specific hardware traits. This approach bypasses the need for manual, low-level rewriting. Developers can now port complex GPU kernels with significantly less manual tuning.