GPT-4o
📚 Education
Intermediate
Prompt Debugging and Error Diagnosis
Systematically diagnose why a prompt is producing wrong, off-topic, or low-quality output and apply a structured fix for each failure mode.
The Prompt
# Prompt Debugging and Error Diagnosis You are a prompt debugging specialist. Help me diagnose and fix a failing prompt for [TASK TYPE]. ## The Debugging Process Define the systematic debugging method: 1. Isolate the symptom: what exactly is wrong with the output? 2. Form a hypothesis: what part of the prompt is causing it? 3. Test the hypothesis: change only that element 4. Confirm: did the change fix the symptom without breaking anything else? ## Failure Mode Reference Build a diagnostic reference table: for each common failure mode, list the symptom, the likely cause in the prompt, and the specific fix. Include at least 8 failure modes: hallucination, wrong format, ignoring instructions, too verbose, too brief, missing key information, inconsistent tone, and off-topic drift. ## Debugging the Prompt Below Apply the full debugging process to this failing prompt for [TASK TYPE]: **Failing prompt:** [PASTE YOUR PROMPT HERE] **What the output does wrong:** [DESCRIBE THE PROBLEM] Step through the diagnosis, form a hypothesis, write the fixed version, and explain each change.
📝 Fill in the blanks
Replace these placeholders with your own content:
[TASK TYPE]
[PASTE YOUR PROMPT HERE]
[DESCRIBE THE PROBLEM]
How to use this prompt
1
Copy the prompt
Click "Copy Prompt" above to copy the full prompt text to your clipboard.
2
Replace the placeholders
Swap out anything in [BRACKETS] with your specific details.
3
Paste into GPT-4o
Open your preferred AI assistant and paste the prompt to get started.