In today’s era of widespread MaaS (Model as a Service), many people believe that prompt engineering is the entirety of AI development. However, according to Amazon’s production data, about 25% of high-stakes applications—those involving safety, critical operations, or customer trust—require deep fine-tuning to achieve production-level performance.