Making RAG Chatbots Enterprise-Ready - Group Permissions and Pluggable Backends

Learn how to develop enterprise-ready RAG chatbots with robust security and access control systems in this conference talk from the Linux Foundation. Discover practical solutions for implementing group-based permissions and pluggable backend architectures based on real-world deployment experience. Explore the challenges of enterprise RAG adoption beyond technical implementation, focusing on security requirements and varying access levels for sensitive data. Understand how to implement a group-based access control system inspired by OS file permissions, where documents are organized into groups with role-based management capabilities including editor and admin roles. Examine the agentic LLM approach that automatically identifies queries requiring RAG retrieval while restricting access to authorized document groups only. Master the hybrid storage architecture combining RDB for access information and original content with ChromaDB/MilvusDB for document embeddings and vector search. Gain insights into using Tortoise ORM for multiple database support, API and local LLM compatibility, and CLI tools for core operations to achieve enterprise-level security, flexibility, and scalability in production environments.