Marketplace Search Relevance Tuning: A Privacy-First Retrieval Architecture

<p>Short answer: use staged retrieval with explicit collections, bounded queries, and traceable source context. For a marketplace, that means keeping freshness and chunking as separate controls, then reranking a small candidate set before an answer is written. A privacy-focused personal knowledge manager can use the same boundary: private ingestion, narrow retrieval, and citations that point back

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