How does Full Fine-Tuning work?

Full fine-tuning maximizes adaptation flexibility and can achieve the highest possible task performance, but at substantial cost in compute, memory, storage, and operational complexity. A full fine-tune of a 70B-parameter model requires multiple high-end GPUs for days or weeks of training, costing tens of thousands of dollars per run. The platform strengthens e