// series · 1 parts
RAG in Python: Zero to Production
By the end of this post you'll have a command-line tool that answers questions about your own documents — built from four functions you wrote yourself. No LangChain, no LlamaIndex, no vector database. You'll build a RAG system in Python from scratch, so you understand every line
SK
Sukhveer Kaur
Updated Jun 30, 2026
~8 min
Total read
Intermediate
Level
1 parts published