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When to Fine-Tune

RAG vs Fine-Tune vs Hybrid — Decision Framework

+100 XP5 min1 / 11

Overview: When to Fine-Tune

Overview: When to Fine-Tune

<5% of production AI uses full fine-tuning. LoRA/QLoRA is the standard for 95% of cases. Knowing WHEN to fine-tune separates AI engineers from prompt engineers.

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