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Zhongwei Li
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skills/anthropic-prompt-engineer/references/prompt_templates.md
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skills/anthropic-prompt-engineer/references/prompt_templates.md
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# Prompt Templates
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Ready-to-use prompt templates for common tasks.
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## Template 1: Data Extraction
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```xml
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<role>
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You are a data extraction specialist.
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</role>
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<instructions>
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Extract structured information from the text below.
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</instructions>
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<text>
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{{INPUT_TEXT}}
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</text>
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<schema>
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{
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"field1": "type",
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"field2": "type",
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"field3": "type"
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}
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</schema>
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<rules>
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- If information is missing, use null
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- Preserve exact values (don't paraphrase)
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- Validate data types match schema
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</rules>
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```
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---
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## Template 2: Code Review
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```xml
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<role>
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You are a {{LANGUAGE}} expert with {{YEARS}} years of experience.
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</role>
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<task>
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Review the following code for:
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1. Bugs and errors
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2. Performance issues
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3. Security vulnerabilities
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4. Best practice violations
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5. Code style and readability
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</task>
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<code>
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{{CODE_HERE}}
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</code>
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<output_format>
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For each issue:
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### Issue: [Title]
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- **Severity**: Critical/High/Medium/Low
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- **Category**: Bug/Performance/Security/Style
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- **Location**: Line {{LINE_NUMBER}}
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- **Problem**: [Description]
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- **Fix**: [Recommendation]
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- **Code**:
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```{{LANGUAGE}}
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[Fixed code]
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```
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</output_format>
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```
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---
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## Template 3: Content Generation
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```xml
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<task>
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Write a {{CONTENT_TYPE}} about {{TOPIC}}.
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</task>
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<requirements>
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- **Length**: {{WORD_COUNT}} words
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- **Tone**: {{TONE}}
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- **Audience**: {{AUDIENCE}}
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- **Format**: {{FORMAT}}
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</requirements>
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<must_include>
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- {{POINT_1}}
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- {{POINT_2}}
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- {{POINT_3}}
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</must_include>
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<structure>
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1. {{SECTION_1}}
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2. {{SECTION_2}}
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3. {{SECTION_3}}
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4. {{SECTION_4}}
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</structure>
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<examples>
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<example>
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<good_example>
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{{EXAMPLE_TEXT}}
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</good_example>
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<why_good>
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{{EXPLANATION}}
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</why_good>
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</example>
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</examples>
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```
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---
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## Template 4: Classification
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```xml
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<instructions>
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Classify the following {{ITEM_TYPE}} into one of these categories:
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{{CATEGORY_LIST}}
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</instructions>
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<classification_rules>
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- {{RULE_1}}
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- {{RULE_2}}
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- {{RULE_3}}
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</classification_rules>
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<examples>
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{{FEW_SHOT_EXAMPLES}}
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</examples>
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<item>
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{{ITEM_TO_CLASSIFY}}
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</item>
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<output_format>
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{
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"category": "{{CATEGORY}}",
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"confidence": {{0-1}},
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"reasoning": "{{BRIEF_EXPLANATION}}"
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}
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</output_format>
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```
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---
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## Template 5: Analysis and Insights
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```xml
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<role>
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You are an expert {{DOMAIN}} analyst.
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</role>
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<task>
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Analyze the following {{DATA_TYPE}} and provide insights.
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</task>
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<data>
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{{DATA_HERE}}
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</data>
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<analysis_framework>
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1. **Overview**: What are we looking at?
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2. **Patterns**: What trends or patterns emerge?
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3. **Anomalies**: What's unexpected or noteworthy?
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4. **Insights**: What does this mean?
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5. **Recommendations**: What actions should be taken?
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</analysis_framework>
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<output_requirements>
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- Support claims with data
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- Quantify findings where possible
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- Prioritize insights by impact
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- Be specific and actionable
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</output_requirements>
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```
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---
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## Template 6: Debugging Assistant
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```xml
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<role>
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You are a debugging expert for {{LANGUAGE/FRAMEWORK}}.
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</role>
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<problem>
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{{ERROR_MESSAGE_OR_DESCRIPTION}}
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</problem>
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<code>
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{{PROBLEMATIC_CODE}}
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</code>
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<context>
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{{ADDITIONAL_CONTEXT}}
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</context>
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<debugging_process>
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Think step by step:
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1. What is the error telling us?
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2. What could cause this error?
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3. What's the most likely root cause?
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4. How can we fix it?
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5. How can we prevent this in the future?
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</debugging_process>
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<output>
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Provide:
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1. Root cause explanation
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2. Fixed code with comments
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3. Prevention tips
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</output>
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```
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---
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## Template 7: Comparison and Evaluation
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```xml
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<task>
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Compare {{OPTION_A}} vs {{OPTION_B}} for {{USE_CASE}}.
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</task>
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<evaluation_criteria>
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1. {{CRITERION_1}}
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2. {{CRITERION_2}}
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3. {{CRITERION_3}}
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4. {{CRITERION_4}}
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</evaluation_criteria>
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<option_a>
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{{DETAILS_A}}
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</option_a>
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<option_b>
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{{DETAILS_B}}
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</option_b>
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<output_format>
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## Summary
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[2-3 sentence overview]
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## Detailed Comparison
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| Criterion | {{OPTION_A}} | {{OPTION_B}} | Winner |
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|-----------|--------------|--------------|--------|
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| {{CRIT_1}} | [analysis] | [analysis] | [A/B/Tie] |
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## Recommendation
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[Specific recommendation with reasoning]
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</output_format>
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```
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---
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## Template 8: Step-by-Step Tutorial
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```xml
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<task>
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Create a step-by-step tutorial for {{TASK}}.
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</task>
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<audience>
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{{TARGET_AUDIENCE}} with {{SKILL_LEVEL}} level knowledge
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</audience>
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<requirements>
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- {{REQUIREMENT_1}}
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- {{REQUIREMENT_2}}
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- {{REQUIREMENT_3}}
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</requirements>
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<structure>
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For each step:
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1. **Step title**: Clear, action-oriented
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2. **Explanation**: Why this step matters
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3. **Instructions**: How to do it
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4. **Code/Example**: Concrete implementation
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5. **Expected result**: What success looks like
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6. **Common issues**: Troubleshooting tips
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</structure>
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<tone>
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- Clear and encouraging
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- Explain technical terms
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- Assume no prior knowledge beyond prerequisites
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</tone>
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```
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---
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## Template 9: API/Function Documentation
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```xml
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<task>
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Generate comprehensive documentation for this {{API/FUNCTION}}.
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</task>
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<code>
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{{CODE_HERE}}
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</code>
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<documentation_template>
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## {{FUNCTION_NAME}}
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### Description
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[What it does and when to use it]
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### Signature
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```{{LANGUAGE}}
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[function signature]
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```
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### Parameters
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- `param1` (type): Description
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- `param2` (type): Description
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### Returns
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- (type): Description
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### Raises/Throws
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- `ExceptionType`: When and why
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### Examples
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```{{LANGUAGE}}
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# Example 1: Basic usage
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[code]
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# Example 2: Advanced usage
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[code]
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```
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### Notes
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- [Important consideration 1]
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- [Important consideration 2]
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</documentation_template>
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```
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---
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## Template 10: Prompt Improvement
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```xml
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<task>
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Improve the following prompt to be more effective.
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</task>
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<original_prompt>
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{{PROMPT_TO_IMPROVE}}
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</original_prompt>
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<improvement_criteria>
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1. Clarity and specificity
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2. Proper structure (XML tags)
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3. Examples where helpful
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4. Clear output format
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5. Appropriate context
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6. Avoid common mistakes
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</improvement_criteria>
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<improved_prompt>
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[Provide the improved version with explanations of changes]
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</improved_prompt>
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<explanation>
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**Changes made:**
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1. [Change 1 and why]
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2. [Change 2 and why]
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3. [Change 3 and why]
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</explanation>
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```
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Reference in New Issue
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