Give good reasons to fine-tune.

Output structure or a rare syntax, like an uncommon SQL dialect; task-specific behaviour; bias mitigation; and a small, specialised model that's cheaper to serve, possibly distilled. The book's example: Grammarly's fine-tuned Flan-T5 beat a GPT-3 text-editing variant at 60× smaller.