Tagged: langchain

Building a Confluence RAG Knowledge Base: Auto-Sync, Freshness Checks & AI-Powered Q&A

May 12, 2026

Build a production-ready RAG system that automatically syncs Confluence pages, detects changes with MD5 checksums, stores vector embeddings in PostgreSQL (pgvector), and answers questions using OpenAI + LangChain.