Sam Partee, principal engineer at Redis, discusses Redis' vector database offering, different approaches to embeddings, enhancing language models with search components, and the use of hybrid search in Redis. They also explore the potential applications of retrieval augmented generation (RAG) technology and the challenges of running large language models on-prem.