Paul Iusztin shares his journey into AI engineering and LLMs, highlighting the shift from traditional model fine-tuning to utilizing foundational models with a focus on prompt engineering and Retrieval-Augmented Generation (RAG). He emphasizes the importance of a structured architecture in AI applications, comprising distinct layers for infrastructure, models, and applications, as well as a feature training inference framework for efficient system design.