Geoffrey Hinton, the ‘Godfather of AI,’ has long pondered whether the brain utilizes a powerful learning algorithm called backpropagation, similar to what drives advanced AI models like ChatGPT. This article explores the complex relationship between backpropagation and the brain, delving into the challenges of understanding how the brain learns and the potential implications of this research for both neuroscience and AI.