RAG

Examples for third-party RAG and retrieval-stack integrations.

Example	Description
Agentic RAG Infinity Reranker	Run hybrid LanceDB search with Cohere embeddings and a local Infinity reranker (BAAI/bge-reranker-base on localhost:7997) behind a Claude agent.
Agentic RAG With Lightrag	Ingest a PDF, a Wikipedia topic, and a URL into a LightRag-backed knowledge base and query it with an async agent.
Local RAG Langchain Qdrant	Local RAG with Ollama answering from a LangChain retriever backed by Qdrant and FastEmbed embeddings.