Knowledge

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.

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