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  3. Fine-tuning vs RAG

Fine-tuning vs RAG

Two ways to teach an LLM about new information.

RAG is best when the knowledge changes often or is large. Fine-tuning is best when you need a specific style, format or skill the base model lacks. Most production systems combine both.

Related terms

  • Retrieval-Augmented Generation (RAG)
  • Fine-tuning
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