5 debugging prompts - AI Prompt Engineering

Learning Objectives

Understand why arguing with an AI degrades output quality.

Learn the 3-step checklist for debugging failing prompts.

Use constraints to eliminate hallucinations.

When AI Goes Rogue

Even the best prompt engineers write failing prompts on their first try. The difference is they know how to systematically debug them.

If the AI gives you the wrong output, do not just argue with it in the chat (e.g., "No, I said do not use passive voice!"). Arguing pollutes the context window with bad logic and frustration. Instead, edit your original prompt and regenerate the response.

The 3-Step Debugging Checklist

Is it ignoring formatting? You need to add a Constraint (e.g., "Do not output any conversational text, ONLY output the JSON").
Is it missing the point? You lack Context. Explain why you need this task done so the AI understands the true goal.
Is it hallucinating facts? You need to provide Few-Shot examples to anchor its logic, or explicitly tell it: "If you do not know the answer, say 'I don't know'."

Keyword Explorer

Click a concept to explore its meaning.

Context Pollution

When a chat history becomes filled with mistakes, corrections, and arguments, making it harder for the AI to follow the primary instructions.

AI Simulator

The Prompt

Extract the names from this text: [Text]

Analysis

The AI might output: 'Here are the names you requested: 1. John, 2. Mary. Let me know if you need anything else!'

Knowledge Check

Why should you edit your original prompt instead of arguing with the AI in follow-up messages?

Executive Summary

Don't argue with the AI. If the output is wrong, your instructions were wrong. Edit the original prompt to add Context, Constraints, or Examples.

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ChatGPT vs Claude vs Gemini

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