No More Hand-Waving: How Vector Embeddings Work

You've probably heard about embeddings in the context of LLMs. You've likely even encountered them in discussions of RAG or the famous Word2Vec paper. Almost invariably, people and tutorials will hand-wave the concept, saying something like "Vector embeddings capture semantic relationships and contextual information," while avoiding any deeper explanation—as if it's something highly complex or…