Manuel and Lenore discuss the tension between theoretical understanding and practical application in AI research. They emphasize their motivation to comprehend complex systems through mathematical models, distinguishing their approach from that of philosophers. The conversation highlights the importance of computation in advancing knowledge, while acknowledging the contributions of influential thinkers like Chalmers and Dana.