The Prem AI Autonomous Fine-Tuning System optimizes Small Language Model (SLM) fine-tuning with automated data augmentation, distributed training, and LLM-based evaluation. It minimises manual effort through multi-agent orchestration, hierarchical task classification, and active learning loops.