The chapter explores a company's decision to reset and restart its mapping efforts for robotaxi services, sparking discussions on the technical challenges and organizational strategies involved. It highlights the importance of high fidelity location data and accurate mapping for autonomous vehicles to operate efficiently. The conversation also focuses on the validation process of autonomous systems, questioning the effectiveness of current benchmarking methods.