Mike Dillinger, an expert in linguistic machine translations and knowledge graphs, discusses the importance of knowledge graphs in generative AI, the relationship between language and reasoning in LLMs and knowledge graphs, the use of vector databases to extract meaning from text, the potential use of knowledge graphs in AI processes, and the connection between vector databases and knowledge graphs in retrieval augmented generation (RAG).