Aircraft systems that include learning-enabled components (LECs) and their software implementations are not amenable to verification and certification using current methods. We have produced a demonstration of a run-time assurance architecture based on a neural network aircraft taxiing application that shows how several advanced technologies could be used to ensure safe operation.