1. Introduction: The Shift from Manual Prompting to Programmatic Optimization
The advent of powerful Large Language Models (LLMs) has revolutionized natural language processing, yet harnessing their full potential often hinges on the art and science of prompt engineering.1 Traditionally, crafting effective prompts has been a manual, iterative, and often