Pavan Ganesh Indupudi (Infernix) · Originally published at the-infernix.github.io Ask most RAG demos "Who is the Prime Minister of India?" and they will happily hallucinate an answer from whatever passage happens to look semantically close. VOICE-RAG — built for HH Goa 2026 — answers that question with a refusal and a number: Refused: Top retrieval score 0.779 below relevance floor 0.840 That sentence is the whole thesis. The system answers spoken questions in English, Hindi, G...