Embedding Models and Vector Databases: The Full Stack

Embeddings don't exist in isolation — they power entire retrieval architectures when paired with vector databases like Pinecone, Weaviate, or pgvector. Understanding the full embedding stack, from model choice to index configuration to query optimization, is critical for building production AI systems.