The Neural Stories podcast focuses on neural networks, explaining how they work using the example of child learning, comparing their capabilities to human intelligence. The hosts review the history of neural networks, from the perceptron to modern applications such as facial recognition and autopilots, highlighting the limitations of AI, including the lack of common sense and emotion. The podcast concludes with a discussion of the potential for future neural network development.