Tangled Program Graph is a reinforcement learning technique based on genetic programming concepts. On state-of-the-art learning environments, TPG have been shown to offer comparable competence with DNNs, for a fraction of their computational and storage cost. This lightness of TPGs, both for training and inference, makes them an interesting model to implement AIs on embedded systems with limited computational and storage resources.