Skip to main content

Lesson 5 · 13 min

Build a tiny end-to-end RAG

Put it together: chunks, vectors, retrieval, prompt assembly. All in 50 lines of JavaScript.

The smallest possible RAG

Below is a complete RAG pipeline running locally. Toy embeddings stand in for real ones, but every step is real:

  1. Document → sentence chunks
  2. Chunk → vector
  3. Query → vector
  4. Cosine similarity → top-k
  5. Stuff into prompt template

The LLM call is mocked at the end (we don't want to require a key). Plug in a real call where indicated.