From Manual RAG to Real Retrieval — Embedding-Based RAG with NVIDIA NIM

Replace hardcoded context with real retrieval using NVIDIA's nv-embedqa-e5-v5 embedding model. Cosine similarity, the query vs passage input distinction most beginners get wrong, no vector database needed. Part 2 of a 5-part series.

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