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		<title>rag on Purinda Gunasekara</title>
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				<title>Workstate&#39;s search stack: Postgres, pgvector and Voyage, with no search cluster</title>
				<link>https://purinda.com/posts/workstate-retrieval-stack/</link>
				<pubDate>Fri, 02 Oct 2026 10:20:00 +1000</pubDate>
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				<description>How we chose Workstate&amp;rsquo;s production search stack: one Postgres database on Amazon RDS for both the app&amp;rsquo;s data and its vectors, Voyage for embeddings and reranking, and no search cluster. Enterprise adoption and keeping our tools cohesive weighed as much as price.</description>
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