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This is a research-oriented exploration. It documents a line of thinking, not a claim of a deployed production system.
Different questions leave different trails
Keyword overlap, semantic similarity, and explicit relationships can surface different kinds of evidence. A retrieval design becomes more useful when it acknowledges that difference instead of treating one ranking method as universal.
QUERY → [DENSE] + [SPARSE] + [TRACEABILITY] → FUSION → CONTEXT#AI SYSTEMS#RAG#RETRIEVAL