Traditional databases find keywords; Vector Databases find meaning. This core concept explains what a vector database is and how it powers the Strategic Intelligence Engine (SIE). Learn how text is converted into 'vector embeddings' to enable semantic search—the technology that allows AI agents to retrieve contextually relevant information for Retrieval-Augmented Generation (RAG), dramatically improving accuracy and reducing hallucinations.