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Retrieval-augmented generation: grounding a model in your own documents.

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RAG vs Fine-tuning: How to Actually Choose

· 8 min read
Karim Benali
LLM & RAG Systems Engineer @ InSkillML

The short answer, and it is worth stating before anything else: RAG changes what the model knows, fine-tuning changes how the model behaves. Most teams reach for fine-tuning when they actually have a knowledge problem, spend six weeks on it, and end up with a model that sounds right and gets facts wrong.