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LLMOps & ProductionMedium· Model Editing· RAG· Maintenance
One product fact in your assistant is wrong. You have a...
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See plansThe three options are: full retraining, which is extremely resource-intensive (requiring a massive forward pass); model editing, which can update specific weights in seconds but necessitates a full re-benchmark to ensure no regressions; and retrieval updates, which involve changing a single row in the database. Retrieval is typically the most practical choice for correcting individual facts as it is low-risk and allows for immediate deployment.