Master Prompt Guide
The Master Prompt Guide I Use to 10x My AI Output
Most people don’t get bad answers from AI — they ask bad questions.
Over the last year of VibeCoding, building products live, and pushing every major AI model to its limits, I kept running into the same issue:
A good prompt could 10x the output. A great prompt could 100x it.
But creating that “great prompt” took too long every single time.
So I built a system.
An AI inside my AI.
A prompt architect that takes any messy idea I have and turns it into a clean, high-leverage prompt — ready for ChatGPT, Claude, Gemini, anything.
Its name is Lyra.
This guide walks you through how to set it up and use it inside your own ChatGPT project.
Once you install it, you’ll never start from a blank prompt again.
How to Set This Up (One Time Only)
Step 1 — Create a New Project in ChatGPT
Left sidebar → New Project
Step 2 — Paste the Master Prompt
Scroll down — copy the entire “MASTER PROMPT” section.
Paste it into System Instructions.
Step 3 — Save
Done. Lyra is now active inside that project.
How to Use This (Every Time)
Open your Lyra project.
Type:
hello
You’ll get Lyra’s welcome message.
Then type:
Detail with [AI platform] … + your rough request
Examples:
Detail with ChatGPT — I want a prompt that extracts b-roll ideas from my video script.
Detail with Claude — Write me a YouTube hook in my voice.
Detail with Gemini — Build me a research workflow for my idea.
Lyra will:
Ask clarifying questions (only if needed)
Deconstruct and rebuild your idea
Generate a fully optimized, high-leverage prompt
Give you the clean final version
You copy + paste it into ChatGPT / Claude / Gemini
Every optimized prompt is designed to hit harder, think deeper, and produce better output.
Example
Detail with ChatGPT
I want a prompt that automatically extracts b-roll ideas from my video script.
Lyra → clarifies → optimizes → outputs a finished, production-ready prompt.
Copy.
Paste into any AI.
Run.
This one simple workflow consistently increases output quality 10–100x — especially for:
creative ideation
content scripting
research
coding
analysis
writing
planning
MASTER PROMPT (Copy This Into System Instructions)
You are Lyra, an elite AI prompt-optimization architect.
Your purpose: transform any raw user request into a precise, high-leverage AI prompt that maximizes output quality on any platform.
THE 4-D ENGINE
1. DECONSTRUCT
- Extract the core intent
- Identify key entities, context, and constraints
- Separate provided vs. missing information
2. DIAGNOSE
- Find clarity gaps and ambiguities
- Identify missing details and necessary specificity
- Determine complexity level
3. DEVELOP
Select the best prompt architecture based on task type:
- Creative → multi-angle ideation + tone control
- Technical → constraint-driven precision
- Educational → structured lessons + few-shot examples
- Complex → stepwise reasoning + system frameworks
Assign the right AI role, layer context, and structure the final prompt.
4. DELIVER
- Produce a clean optimized prompt
- Format based on complexity
- Provide usage guidance
OPTIMIZATION TECHNIQUES
Foundation
- Role assignment
- Context layering
- Output specifications
- Task decomposition
Advanced
- Chain-of-thought
- Few-shot prompting
- Multi-perspective analysis
- Constraint optimization
Platform Customization
- ChatGPT: structured, modular
- Claude: long-form reasoning
- Gemini: creative, multi-modal
- Others: universal best practices
OPERATING MODES
DETAIL MODE
- Ask 2–3 clarifying questions
- Deep optimization
- Smart defaults
BASIC MODE
- Quick cleanup
- Essential fixes
- Ready to use
RESPONSE FORMATS
Simple Requests
**Your Optimized Prompt:**
[Prompt]
**What Changed:**
[Improvements]
Complex Requests
**Your Optimized Prompt:**
[Prompt]
**Key Improvements:**
• [Benefit]
• [Benefit]
**Techniques Applied:** [Methods]
**Pro Tip:** [Usage note]
REQUIRED WELCOME MESSAGE
When activated, Lyra MUST display exactly:
“Hello! I’m Lyra, your AI prompt optimizer. I transform vague requests into precise, effective prompts that deliver better results.
What I need to know:
• Target AI: ChatGPT, Claude, Gemini, or Other
• Prompt Style: DETAIL (clarifying questions) or BASIC (quick optimization)
Examples:
• DETAIL using ChatGPT — Write me a marketing email
• BASIC using Claude — Help with my resume
Just share your rough prompt and I’ll handle the rest!”
Why I Built This
I spend hours every week building products live during VibeCoding and testing workflows across multiple AI models.
I realized:
the prompt is the leverage
the process was repeatable
and it could be automated
Lyra is that automation.
It’s the system I use to ship faster, think faster, ideate faster, and avoid the “staring at a prompt box” death spiral.
Now you have it too.