Blueprint · 10 steps · Intermediate

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Build a RAG Pipeline from Scratch

Build a document Q&A system with Python, LlamaIndex, and Qdrant — ingest your docs and query them with natural language.

What You'll Build

Follow these steps from start to finish. Each one builds on the last.

Step 01 Start here

What Were Building

Project Setup

Set Up Supabase

Document Loader

Chunking And Embedding

Store Vectors

Query Engine

Test And Iterate

Whats Next