Fuzzing has transitioned from a specialized security tool to a cornerstone of modern software assurance, particularly in safety-critical and embedded systems. The strongest version of this narrative highlights its complementary role alongside formal methods, static analysis, and runtime verification, creating a robust, layered defense against defects. Innovations like grammar-based and AI-assisted fuzzing demonstrate its adaptability, while success stories—such as Microsoft’s SAGE and Google’s s...