Embeddings

Semantic search, RAG, and agent memory depend on the same primitive: store embeddings and retrieve nearby vectors with the filters your product requires. The ma…

A search team upgrades their embedding model for better quality, re-embeds only newly added documents with it, and leaves millions of older documents on the pre…

A support document explaining refund policy, shipping policy, and warranty terms gets embedded as one 2,000-token chunk — and a query about refunds retrieves it…

Computers cannot natively process text, audio, or images as semantic concepts; they operate strictly on numerical vectors. Vector Embeddings translate high-dime…

Ask ChatGPT a general-knowledge question and it answers from what it learned during training. Ask a support bot "what's your refund window for a damaged item bo…