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What an embedding actually is
An embedding is a list of numbers that puts similar things near each other. That one sentence is enough to build search, recommendations and retrieval — here is how.
RAG is just search with extra steps
Retrieval-augmented generation gets written up like an architecture. It is a search query, a string concatenation and one API call — and the search query is the part that decides whether it works.