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Voice-enabled Hindi RAG over a 3.43M-vector Qdrant index. Speech streams to Sarvam realtime STT as you talk, queries are answered by hybrid dense + sparse BM25 retrieval with reciprocal rank fusion, and answers stream back token-by-token through four guardrail stages. FastAPI + React. HH Goa 2026.