modernization, portability, and adaptation to different languages and systems. The platform is applied in contexts where stringent correctness and safety checks are essential, helping technical teams move research or legacy code toward reliable operational use. Code Metal also integrates testing and traceability into its workflows to support rigorous software validation during automated transformations.