Fine-Tuning LLMs: When and How A practical guide to deciding whether to fine-tune an LLM, choosing between full fine-tuning, LoRA, and instruction tuning, and avoiding the common pitfalls that waste a budget. Jun 27, 2026 ·5 min read · #ai#fine-tuning#lora