I built a RAG engine that refuses to answer with garbage context (and it cost me way more debugging than expected)

Most RAG demos on GitHub do the same thing: embed some chunks, cosine-similarity search, stuff the top-k into a prompt, done. I built one of those first too. Then I actually tried to use it on messy r...