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LiveRAG/Agents

TariffWhisperer

End-to-end RAG system over CBP rulings for explainable HTS code recommendations.

🎯The Problem

Tariff classification is evidence-heavy and error-prone. Users need fast retrieval + justification, not just an answer.

💡The Solution

Ingestion: rulings dataset → chunking → embeddings. Retrieval: dense FAISS + BM25 hybrid. Answering: justification summaries + guardrails to avoid hallucinated codes.

Key Highlights

  • Dense + BM25 hybrid retrieval
  • Sub-500ms retrieval latency
  • Evidence-based justifications