The post explains how to build an authorization system for Retrieval Augmented Generation (RAG) applications using LangChain, Chroma DB, and Cerbos. It provides a step-by-step guide on implementing a RAG system and securing it with robust authorization mechanisms. The discussed techniques include Role-Based Access Control (RBAC) and Attribute-Based Access Control (ABAC), highlighting the importance of access control to prevent unauthorized data access, data poisoning, and other security issues. The guide also demonstrates the use of the Cerbos authorization layer to enforce these controls.
Table of contents
What is RAG (Retrieval-Augmented Generation)?RAG demo with Python LangChain and Chroma DBSecurity concerns for RAG architectureAccess control for RAG applicationsImplementing authorization in RAG application using CerbosFinal thoughts1 Comment
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