Real Transformation Examples
Witness actual prompt transformations from our user community - turning inefficient requests into laser-focused, cost-effective AI interactions.
🐛 Debugging Issues
❌ Vague Original Prompt
"Fix the login bug"
Issues:
• Lacks specific problem context
• No targeted investigation area
• Generates extensive clarification cycles
• Token cost: ~$4.20 per resolution
• Lacks specific problem context
• No targeted investigation area
• Generates extensive clarification cycles
• Token cost: ~$4.20 per resolution
✅ WordLink Optimized
# Goal
Fix authentication system where users cannot login despite having valid credentials. Issue appears to be in JWT token validation logic - tokens are being rejected with 'invalid signature' errors even when credentials are correct. Users report successful login attempts resulting in immediate redirects back to login page.
# Files to change
- auth.js
- login.js
- middleware/auth.js
# Expected outcome
1. Complete root cause analysis of authentication failure
2. Specific JWT library version compatibility check
3. Step-by-step fix implementation with error handling
4. Security audit of token validation changes
5. Comprehensive test suite for all auth scenarios
6. Migration strategy for existing user sessions
Fix authentication system where users cannot login despite having valid credentials. Issue appears to be in JWT token validation logic - tokens are being rejected with 'invalid signature' errors even when credentials are correct. Users report successful login attempts resulting in immediate redirects back to login page.
# Files to change
- auth.js
- login.js
- middleware/auth.js
# Expected outcome
1. Complete root cause analysis of authentication failure
2. Specific JWT library version compatibility check
3. Step-by-step fix implementation with error handling
4. Security audit of token validation changes
5. Comprehensive test suite for all auth scenarios
6. Migration strategy for existing user sessions
Advantages:
✓ Pinpointed issue and exact location
✓ Actionable debugging pathway
✓ Single-request resolution
✓ Token cost: ~$0.85 (79% reduction)
✓ Pinpointed issue and exact location
✓ Actionable debugging pathway
✓ Single-request resolution
✓ Token cost: ~$0.85 (79% reduction)
🎨 Adding Features
❌ Simple Request
"Add dark mode"
Limitations:
• Absent technical specifications
• No architectural considerations
• Ambiguous feature boundaries
• Produces generic template responses
• Absent technical specifications
• No architectural considerations
• Ambiguous feature boundaries
• Produces generic template responses
✅ WordLink Optimized
# Goal
Add dark mode
# Constraints
- Keep diffs minimal
- Modify only listed files
- Add or update tests for touched functions
- Use existing design system
- Maintain consistent spacing
# Files to change
- src/components/Header.tsx
- src/context/ThemeContext.tsx
- src/styles/globals.css
# Tests
Add or update tests for touched functions
# Workflow
Think step by step, plan your approach, then implement changes carefully.
# Output
Return a unified diff patch only, no extra commentary.
Add dark mode
# Constraints
- Keep diffs minimal
- Modify only listed files
- Add or update tests for touched functions
- Use existing design system
- Maintain consistent spacing
# Files to change
- src/components/Header.tsx
- src/context/ThemeContext.tsx
- src/styles/globals.css
# Tests
Add or update tests for touched functions
# Workflow
Think step by step, plan your approach, then implement changes carefully.
# Output
Return a unified diff patch only, no extra commentary.
Improvements:
✓ Detailed implementation roadmap
✓ Honors current system design
✓ Explicit technical constraints
✓ Immediate successful deployment
✓ Detailed implementation roadmap
✓ Honors current system design
✓ Explicit technical constraints
✓ Immediate successful deployment
⚡ Performance Optimization
❌ Unclear Request
"Make it faster"
Problems:
• What needs to be faster?
• No performance metrics
• Vague optimization target
• Generic suggestions
• What needs to be faster?
• No performance metrics
• Vague optimization target
• Generic suggestions
✅ WordLink Optimized
[ROLE]
You are an expert in performance optimization.
[CONTEXT]
Here is the relevant context:
Files to modify: ProductList.tsx, routes/index.tsx, components/ImageLoader.tsx
Constraints: Target load time under 2 seconds, maintain existing functionality
[INSTRUCTIONS]
Do: Make it faster, keep changes minimal and focused, maintain existing code style and patterns, follow these constraints: Target load time under 2 seconds, maintain existing functionality.
Do not: make unrelated changes, break existing functionality, ignore the specified constraints.
[OUTPUT FORMAT]
Respond in a unified diff patch format with clear, focused changes. Keep concise.
You are an expert in performance optimization.
[CONTEXT]
Here is the relevant context:
Files to modify: ProductList.tsx, routes/index.tsx, components/ImageLoader.tsx
Constraints: Target load time under 2 seconds, maintain existing functionality
[INSTRUCTIONS]
Do: Make it faster, keep changes minimal and focused, maintain existing code style and patterns, follow these constraints: Target load time under 2 seconds, maintain existing functionality.
Do not: make unrelated changes, break existing functionality, ignore the specified constraints.
[OUTPUT FORMAT]
Respond in a unified diff patch format with clear, focused changes. Keep concise.
Benefits:
✓ Specific performance targets
✓ Actionable optimization steps
✓ Current baseline metrics
✓ Measurable success criteria
✓ Specific performance targets
✓ Actionable optimization steps
✓ Current baseline metrics
✓ Measurable success criteria
🔌 API Integration
❌ Generic Request
"Connect to Stripe API"
Problems:
• No integration context
• Missing current setup details
• Unclear requirements
• Generic documentation dumps
• No integration context
• Missing current setup details
• Unclear requirements
• Generic documentation dumps
✅ WordLink Optimized
# Goal
Connect to Stripe API
# Constraints
- Keep diffs minimal
- Modify only listed files
- Add or update tests for touched functions
- Use existing cart context
- Handle payment errors
# Files to change
- components/Cart.tsx
- pages/api/stripe/webhook.ts
- lib/stripe.ts
- types/payment.ts
# Tests
Add or update tests for touched functions
# Workflow
Think step by step, plan your approach, then implement changes carefully.
# Output
Return a unified diff patch only, no extra commentary.
Connect to Stripe API
# Constraints
- Keep diffs minimal
- Modify only listed files
- Add or update tests for touched functions
- Use existing cart context
- Handle payment errors
# Files to change
- components/Cart.tsx
- pages/api/stripe/webhook.ts
- lib/stripe.ts
- types/payment.ts
# Tests
Add or update tests for touched functions
# Workflow
Think step by step, plan your approach, then implement changes carefully.
# Output
Return a unified diff patch only, no extra commentary.
Benefits:
✓ Specific integration scope
✓ Works with existing architecture
✓ Clear technical requirements
✓ Handles edge cases upfront
✓ Specific integration scope
✓ Works with existing architecture
✓ Clear technical requirements
✓ Handles edge cases upfront
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