Limitations of Naive RAG — Roadmap Step & Resources
Why a basic implementation often disappoints in production
- Level: beginner
- Estimated time: 1 days
- Roadmap: Retrieval-Augmented Generation (RAG) & Vector Databases
Before this step
Study resources
- LangChain Documentation (Article) — Official documentation covering retrieval and RAG patterns widely used in production systems. Background reading/viewing for: Limitations of Naive RAG.
- Pinecone Learning Center (Article) — A vector database provider's educational content on RAG architecture. Relevant to: Limitations of Naive RAG.
Part of
- Prompt Engineering Fundamentals — section
- Retrieval-Augmented Generation (RAG) & Vector Databases roadmap — the full learning path