Generative AI and Software-Defined Vehicles: Future Trends and Pathways - The advent of generative artificial intelligence (AI) is revolutionizing the automotive industry, particularly in the development and enhancement of software-driven vehicles. This whitepaper explores the technical approaches to leveraging generative AI in addressing key challenges faced by the industry, including autonomous driving, vehicle-to-everything (V2X) communication, predictive maintenance, and personalized user experiences. By integrating generative AI into the software architecture of vehicles, companies can achieve unprecedented levels of innovation, safety, and efficiency.