The Role of Vector Databases
Vector stores are where we store the embeddings (mathematical representations) of our text chunks. They allow for "Similarity Search"--finding the chunks that are most related to a user's query. This is the heart of the RAG (Retrieval-Augmented Generation) pattern used by almost all modern AI agents.
Choosing Your Store
LangChain integrates with dozens of vector stores.