Building a Confluence RAG Knowledge Base: Auto-Sync, Freshness Checks & AI-Powered Q&A
19 min read––– viewsMay 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.
I Built an AI QA Assistant That Writes Test Cases in 15 Seconds
22 min read––– viewsDecember 15, 2025
How I built an n8n automation using OpenAI that generates production-ready test cases from any input format - saving 23 hours per day and $46K monthly.