A comprehensive guide on building GPT from scratch is provided, focusing on its architecture, specifically the decoder model. Key concepts include the importance of transformers, the training process, and how fine-tuning transforms a general model into a specialized chatbot like ChatGPT. Understanding these elements is crucial for programming similar models.