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Replace, Don’t Expand: When RAG Learns to Throw Things Away

The inbox problem hiding inside RAG Inbox. That is the easiest way to understand what goes wrong in many retrieval-augmented generation systems. A query arrives. The system retrieves a few documents. The answer is not obvious. So the system retrieves more. Then more. Then perhaps a web search result. Then a rewritten query. Then another bundle of passages. ...

December 12, 2025 · 20 min · Zelina