●builderYou can layer topic metadata signals onto existing RAG pipelines to reduce retrieval noise without reindexing at finer chunk granularity.
●researcherThe metadata-as-compass framing offers a testable hypothesis that topic signals outperform raw cosine similarity for heterogeneous corpora retrieval.