Honest eval narrative + query rewrite off by default

Add query rewriting + corrective RAG + 3-stage RAGAS ablation

Add reranking + RAGAS evaluation

Deploy: auto-ingest, hybrid RAG, streaming, UMAP viz, 16 LLMs

initial commit