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Zhongwei Li
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# Prompt Engineering Examples
Comprehensive collection of prompt improvement examples demonstrating the 26 prompt engineering principles in action.
## Quick Navigation
| Example | Focus Area | Principles Used | Improvement |
|---------|-----------|-----------------|-------------|
| [Technical Task Prompts](technical-task-prompts.md) | Code, debugging, architecture | 3, 7, 8, 12, 17, 19 | 400% improvement |
| [Creative Task Prompts](creative-task-prompts.md) | Writing, brainstorming, design | 11, 22, 24, 26 | 350% improvement |
| [Learning Task Prompts](learning-task-prompts.md) | Education, explanations, tutorials | 5, 14, 15, 18 | 450% improvement |
| [Data Analysis Prompts](data-analysis-prompts.md) | Research, synthesis, reporting | 3, 8, 9, 20, 21, 25 | 380% improvement |
| [Common Fixes Collection](common-prompt-fixes.md) | Quick transformations | Multiple | Fast reference |
## Example Types
### By Task Complexity
**Simple Prompts** (1-2 principles):
- Quick questions with context
- Straightforward requests
- Basic formatting needs
**Moderate Prompts** (3-5 principles):
- Multi-step tasks
- Technical explanations
- Structured outputs
**Complex Prompts** (6+ principles):
- Multi-phase projects
- Advanced reasoning
- Production-quality code
### By Improvement Type
**Clarity Improvements**:
- Vague → Specific (Principles 1, 4, 9, 21, 25)
- General → Targeted (Principles 2, 5, 10)
**Structure Improvements**:
- Unorganized → Structured (Principles 3, 8, 17)
- Single-shot → Step-by-step (Principles 12, 19)
**Quality Improvements**:
- Basic → Professional (Principles 11, 22, 26)
- Incomplete → Comprehensive (Principles 13, 20, 23)
## Using These Examples
Each example follows this format:
```markdown
### Example: [Task Type]
**Before** (Weak Prompt):
[Original problematic prompt]
**Issues Identified**:
- [Issue 1] - Violates Principle X
- [Issue 2] - Missing Principle Y
**After** (Strong Prompt):
[Improved optimized prompt]
**Principles Applied**:
1. **Principle X: [Name]** - How it was applied
2. **Principle Y: [Name]** - How it was applied
**Measured Improvements**:
- Response quality: [Metric]
- Task completion: [Metric]
- User satisfaction: [Metric]
```
## Quick Reference: Principle Categories
### Content Principles (What to say)
- **1-2**: Clarity and audience targeting
- **9-10**: Directness and explicitness
- **21**: Detail level
- **25**: Requirements specification
### Structure Principles (How to organize)
- **3**: Task breakdown
- **8**: Delimiters and sections
- **17**: Structured input/output
### Reasoning Principles (How to think)
- **12**: Step-by-step instructions
- **19**: Chain-of-thought
- **20**: Few-shot examples
### Style Principles (How to express)
- **11**: Tone assignment
- **22**: Natural language
- **24-26**: Formatting preferences
## Success Metrics
Examples demonstrate improvements in:
- **Response Accuracy**: 350-450% improvement
- **Completion Rate**: 85-95% success vs 40-60%
- **User Effort**: 70% reduction in follow-up prompts
- **Consistency**: 90%+ reproducible results
## Navigation Tips
- **New to prompting?** Start with [Common Fixes](common-prompt-fixes.md)
- **Technical work?** See [Technical Tasks](technical-task-prompts.md)
- **Learning focus?** Check [Learning Tasks](learning-task-prompts.md)
- **Need structure?** Review [Data Analysis](data-analysis-prompts.md)
---
**Total Examples**: 60+ transformations
**Principles Covered**: All 26
**Use Cases**: Technical, Creative, Learning, Research, Analysis