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LoRA vs RAG decision card

Last updated Jul 17, 2026

| Need | Pick |

|------|------|

| Facts change weekly | **RAG** |

| Stable docs, new tone | **LoRA** |

| SKU / error codes | **RAG + hybrid search** |

| Full new behavior | Eval first — rarely full fine-tune |

**Related:** `train-lora-adapter` how-to · glossary `adapter`

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  • Fine-tuning lab
  • Fine-tuning vs RAG
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