Fine-Tuning LLMs: When It Makes Sense and When It's a Waste of Money

Everyone wants to fine-tune a model. Almost nobody needs to. Here's how I decide between prompting, RAG, and fine-tuning -- and when fine-tuning is worth the GPU hours, how to do it right with LoRA, and the mistakes that waste thousands of dollars.