RAG Pipeline Indexing Documents ↓ Extract text ↓ Chunk ↓ Embed ↓ Vector DB Query Question ↓ Embedding ↓ Similarity Search ↓ Top-K Chunks ↓ LLM ↓ Answer + Sources This is the core slide — spend the most time here.