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HACKER HOUSE GOA 2026

TASK 2

VOICE-ENABLED MULTILINGUAL INDIC RAG

FAISS HNSW 384-d | Sarvam Saaras v3 | BM25-Hybrid Fusion
translate LANGUAGE:

THE TERMINAL

VOICE INTERFACE
>>> READY FOR VOICE INPUT
tips_and_updates QUICK PROMPTS (EN + HI + MR):

THE KNOWLEDGE SEA

AWAITING QUERY
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AWAITING QUERY INPUT

Speak into The Terminal mic or enter a prompt to retrieve and fuse grounded multi-lingual passages.

hourglass_empty READY FOR INQUIRY
STANDBY LATENCY: --
Awaiting query... Speak into The Terminal mic or type a prompt above to generate grounded answers.
SYS

TELEMETRY & GUARDRAIL AUDIT

MULTI-STAGE INSTRUMENTATION
● TELEMETRY CONSOLE
RAG (w/o STT): -- | TOTAL (w/ STT): --
STT (VOICE)
--
EMBEDDING
--
RETRIEVAL
--
GUARDRAIL
--
GENERATION
--
LATENCY SPLIT
STT: -- EMB: -- RETR: -- GUARD: -- GEN: --
P50 (TARGET <200ms)
38.99ms
P70
41.33ms
P100
52.30ms

GUARDRAIL AUDIT MATRIX

4-TIER ACTIVE
GROUNDING STANDBY
TOPIC STANDBY
HALLUCINATION STANDBY
SAFETY SECURE ✓

The RAG pipeline knows when NOT to answer. Insufficient context triggers a graceful grounding notice rather than hallucination.