What Surprised Me About Building a Python RAG Pipeline with Open-Source LLMs

The author recounts surprising challenges encountered while building a RAG pipeline with open-source LLMs instead of proprietary APIs, aiming to avoid issues like rate limits and data sovereignty. While open-source offers freedom, they found RAG isn't a magic bullet and revealed new complexities, planning to share their Python stack using tools like sentence-transformers and llama.cpp.