Advanced Prompt Techniques for Power Users
Advanced Prompt Techniques for Power Users
You've mastered the basics. Now let's explore advanced techniques that separate casual users from AI power users.
Meta-Prompting
What It Is
Using AI to help you write better prompts.
How To Do It
I want to accomplish [GOAL]. Help me write the most effective prompt to achieve this. Consider:
- What context should I provide?
- What format should I request?
- What examples would help?
- What constraints should I set?Example
"I want to generate product descriptions for an e-commerce store. Help me write a prompt template I can reuse."
Prompt Chaining
What It Is
Breaking complex tasks into sequential prompts where each builds on the previous.
Example Chain for Blog Writing
Prompt 1: Generate outline
Create a detailed outline for a blog post about [TOPIC] targeting [AUDIENCE].Prompt 2: Expand sections
Using this outline, write the introduction and first section. [Paste outline]Prompt 3: Continue
Continue with sections 2 and 3, maintaining the same tone and style.Prompt 4: Polish
Review the complete draft and suggest improvements for clarity and engagement.Recursive Refinement
The Pattern
[Initial output]
Now improve this by:
1. Making it more [specific quality]
2. Adding [missing element]
3. Removing [unwanted aspect]Example
[First draft of email]
Now improve this by:
1. Making it more concise (under 100 words)
2. Adding a clear call-to-action
3. Removing any jargonAdversarial Prompting
What It Is
Using AI to critique and improve its own outputs.
How To Do It
You just wrote [OUTPUT]. Now act as a harsh critic and identify:
1. Three weaknesses in this content
2. What's missing
3. How a competitor would do it better
Then rewrite addressing these critiques.Template Variables
Create Reusable Prompts
Write a [CONTENT_TYPE] about [TOPIC] for [AUDIENCE].
Tone: [TONE]
Length: [LENGTH]
Include: [REQUIREMENTS]
Avoid: [RESTRICTIONS]
Example of desired style:
[EXAMPLE]Usage
Replace variables for each use case while keeping the structure.
Persona Simulation
Deep Persona
You are [SPECIFIC PERSON/ROLE] with these characteristics:
- Background: [HISTORY]
- Expertise: [SKILLS]
- Communication style: [TRAITS]
- Goals: [OBJECTIVES]
- Constraints: [LIMITATIONS]
Stay in character for all responses.Multi-Persona Debate
Simulate a debate between:
- Persona A: [DESCRIPTION]
- Persona B: [DESCRIPTION]
Topic: [SUBJECT]
Format: Each persona makes 3 arguments, then a synthesis.Output Manipulation
JSON Structured Output
Respond only in valid JSON with this structure:
{
"summary": "string",
"key_points": ["array", "of", "strings"],
"recommendation": "string",
"confidence": "number 1-10"
}Markdown Formatting
Format your response using:
- # for main title
- ## for sections
- **bold** for key terms
- - bullets for lists
- > for important quotes
- `code` for technical termsConstraint Engineering
Positive Constraints
Requirements:
- Must include [X]
- Must address [Y]
- Must follow [Z] formatNegative Constraints
Restrictions:
- Do not mention [X]
- Avoid [Y] tone
- Never use [Z] wordsBalanced Constraints
Write a response that:
- IS: concise, actionable, specific
- IS NOT: vague, theoretical, genericTesting & Iteration
A/B Prompt Testing
Run the same task with different prompts, compare results:
- Version A: Role-first approach
- Version B: Task-first approach
- Version C: Example-first approach
Prompt Versioning
Keep a log of prompts that work well:
Prompt: [TEXT]
Use case: [SCENARIO]
Success rate: [X/10]
Notes: [OBSERVATIONS]Building a Prompt Library
Organize your best prompts:
- By task: Writing, analysis, coding, creative
- By tool: ChatGPT-specific, Claude-specific
- By industry: Marketing, development, research
- By complexity: Quick tasks, deep work

Milo
Milo covers AI coding tools and developer workflows for the Scout AI Team — the same agentic stack that builds and ships this site.