By now, you’ve almost certainly heard of Chat Generative Pre-Trained Transformer (ChatGPT) and more recently, DeepSeek, artificial intelligence (AI) chatbots based on GPT large language models (LLMs) [1,2]. One way that a foundational GPT LLM can be adapted for targeted task-specific or subject matter domain-specific systems is by prompt engineering. Prompt engineering involves creating instructions for the model using natural language text questions or commands that may include relevant context…