RAG Patterns

Expert guidance for Retrieval-Augmented Generation systems.

Triggers

Use this skill when:

• Building knowledge-grounded AI applications
• Implementing document QA systems
• Creating semantic search pipelines
• Working with chunking, embeddings, or retrieval strategies
• Building RAG pipelines with vector stores
• Keywords: rag, retrieval augmented generation, chunking, embedding, retrieval, reranking, vector search, document qa

Basic RAG Pipeline

from openai import OpenAI
from sentence_transformers import SentenceTransformer