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RAG Series (19): Incremental Updates — Keeping the Knowledge Base Fresh

DEV.to AI·May 18, 2026

This article addresses the challenge of keeping knowledge bases fresh in RAG systems, outlining the choice between a costly full rebuild and a more efficient incremental update. It highlights how LangChain's Indexing API implements the incremental update method to optimize the process.

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