RAG index construction and evaluation

Clean and chunk a bundled document corpus, compute normalized TF-IDF vectors, build a portable JSON search index, and run retrieval and extractive-answer checks in parallel. This CPU profile uses lexical embeddings and source quotations, not a hosted embedding model or a generative LLM.