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A production-grade RAG system and neural voice assistant for low-resource Kannada literature ('Heli Hogu Kaarana'). It features BM25 + ChromaDB hybrid search with page-level routing, Gemini/Groq model fallbacks, and Sarvam AI TTS for streaming audio. Validated using RAGAS with 0.92 Faithfulness and 0.88 Answer Relevancy.
Can an LLM judge be trusted to catch unsupported claims? Measured against 189 human-labeled claims on public defense text: kappa 0.72-0.75 across two model tiers, 90-98% fabrication recall, and neither axis separates the tiers at this sample size.