As automotive and embedded platforms evolve toward increasingly complex, multi-core SoCs, achieving reliable real-time audio performance has become more difficult than ever. Subtle interactions among computation, memory subsystems, caches, interrupts, and schedulers can produce intermittent audio dropouts that are hard to reproduce, diagnose, and assign to any single component. Diagnosing and isolating defects within software stacks developed by multiple distributed teams presents a significant challenge. Software-defined vehicles are transforming how automotive audio systems are designed, deployed, and updated. As audio functionality becomes increasingly software-driven, system engineers must deliver scalable, robust, and reusable architectures across complex platforms including multi-core SOCs and DSPs.