Building a Document Q&A Bot: Why Embeddings Are Trickier Than They Look

I spent a weekend building a Q&A bot for my team's internal docs. It sounded easy: dump PDFs into a vector database, query with embeddings, get answers. Three days later, I had a working prototype — a...