Paul Graham suggests that if he were 17, he would learn to build large language models (LLMs) from scratch and train them with available hardware. He believes this foundation of knowledge would be beneficial for future startup ideas. Graham advises against trying to start a startup at 17, instead focusing on building a strong understanding of LLMs. This approach would allow for better startup ideas to emerge later on.