The emergence of advanced large language models (LLMs) like ChatGPT, Claude, and GPT-4 in 2023 has unlocked new potentials for artificial intelligence. These systems demonstrate an unprecedented ability to understand natural language prompts and generate coherent, human-like responses. However, effectively "prompting" these AI systems to get useful results requires some specialized knowledge and technique. Neglecting prompt crafting can lead to inconsistent or nonsensical output.
As LLM capabilities advance rapidly, two primary approaches to prompting have emerged: conversational and structured. While conversational prompting involves interactively querying the system using plain language, structured prompting requires more precisely encoding instructions to
