Prompt Engineering Showcase: Your Best Practical LLM Prompting Hacks

Instead of asking the model to “explain X,” I use a system message like:

“You are an educational assistant explaining a culturally unfamiliar concept to a beginner with zero prior context. You must avoid jargon, assume no background knowledge, and anchor explanations to familiar analogies.”

Then the user prompt only asks for one layer at a time (e.g., names only, then structure, then context.

Another small but effective trick: If I need the explanation to stay concrete, I explicitly ban abstractions in the prompt:“Do not use metaphor, philosophy, or historical background unless explicitly asked.”

This dramatically reduces the model’s tendency to over-explain or drift into theory, especially for educational outputs.