The design of modern passenger vehicles is undergoing an unprecedented structural evolution. Historically, vehicles relied on decentralized architectures where dozens of isolated Electronic Control Units (ECUs) were linked via legacy protocols like CAN, LIN, and FlexRay. However, the rise of software-defined vehicles, high-resolution camera arrays, and real-time sensor processing has pushed...