The chapter delves into the discussion on using retrieval engines like RAG for adding new facts to models versus fine-tuning models for improving responses in specific aspects. It emphasizes the importance of different engines for building a knowledge engine and highlights the evolution of AI technology from BERT to GPT-3 and beyond, stressing the industry impact of reliable AI models.