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RAGMedium· Documentation· Retrieval· Data Freshness

How do you handle an assistant that cites deprecated do...

A strong approach prioritizes the update shape—a small fraction of a fixed corpus on a two-week cadence—and selects a retrieval method that aligns with this frequency. Fine-tuning is generally a weak solution because it requires a full training run to update a small percentage of data, necessitates replay data to prevent catastrophic forgetting, and often fails to produce the specific citations required by the user.

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