Where is Full Fine-Tuning used in practice?

Modern production practice reserves full fine-tuning for cases where PEFT is empirically insufficient: very large domain shifts, specialized scientific or legal applications, and frontier-scale research. AI governance teams document full fine-tunes with the same lineage rigor as base models because they are essentially new models from a deployment perspective. The p