In the ever-evolving world of software development, the pursuit of bug-free software has remained an elusive goal. However, recent advancements in generative artificial intelligence (AI) are bringing us closer to achieving this dream. Researchers and developers are harnessing the power of AI-driven methods to enhance software verification and validation processes, ultimately reducing the incidence of