Knowledge
Examples for retrieval-augmented generation, knowledge filters, and custom retrievers.
| Example | Description |
|---|---|
| Agentic RAG | Agentic RAG with PgVector hybrid search: the agent queries a recipe knowledge base on demand. |
| Agentic RAG With Reasoning | Demonstrates agentic RAG with reranking and explicit reasoning tools. |
| Agentic RAG With Reranking | Agentic RAG over LanceDB with hybrid search and a Cohere reranker ordering results. |
| Custom Retriever | Use knowledge_retriever to provide a custom retrieval function. |
| Knowledge Filters | Filter knowledge base searches using static filters or agentic filters. |
| RAG Custom Embeddings | This cookbook is an implementation of Agentic RAG using Sentence Transformer Reranker with multilingual data. |
| References Format | Control how knowledge base references are formatted for the agent. |
| Traditional RAG | Traditional RAG that injects PgVector search results into the prompt instead of using a search tool. |