The automotive industry has long embraced model-driven development (MDD) as a foundational methodology for designing and implementing vehicle software systems, particularly in the context of embedded control systems. While MDD has proven effective in developing traditional embedded systems, its limitations become pronounced in the shift toward SDVs, where software complexity rivals or exceeds that of hardware.