Every project
Hybrid-Search RAG Pipeline
Dense + BM25 dual index, RRF fusion, cross-encoder rerank — and a gate that knows when to say I don't know.
What it does
Most RAG demos hallucinate when they are unsure. This pipeline binds every generated claim to its source, verifies citations with an LLM judge, and refuses to answer when the composite confidence score drops below threshold. Ships with three swappable chunking strategies and multi-format ingestion.