SMRTR AIMay 10, 2026Daily.dev

Fine-Tuning LLMs in 2026: When RAG Isn't Enough (and When It Still Is)

SMRTR summary

Fine-tuning AI models sounds appealing, but most teams should fix their prompts and build better retrieval systems first. When fine-tuning is right, it shapes behavior and output style — not knowledge. LoRA and QLoRA are the only practical approaches, and a solid evaluation system must exist before any training begins.

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