Are you tired of endlessly searching through old messages? Let’s use deep learning to fix that! In this deep dive, we show how you can quickly turn your slack channels into an accurate, usable knowledge base with the aid of state-of-the-art open-source tools like refinery, Qdrant and a little bit of Python. Along the way, you’ll learn something about modern large language models (LLM), semantic search as well as modern text classification techniques.