Ask. Verify.
Then listen.

A calmer way to ask across Indian languages: speak naturally, see what supported the answer, and play audio only when the response is grounded.

PipelineVoice → STT → hybrid retrieval → rerank → grounded generation → TTS

ChunkingFixed-size, semantic, and metadata-aware — compared, not just one strategy

Retrieval latencyP50 ~60ms, P70 ~73ms — under the 200ms target, measured on 50 real queries

GuardrailsOff-topic gate, confidence threshold, groundedness check — refuses rather than guesses

Question

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Answer

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