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    DeepSeek Prompt Template Management Rules

    Community April 23, 2026
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    Rules for organizing, versioning, and testing prompt templates in production applications that use DeepSeek models.

    Rule Content
    ## Prompt Template Management Rules
    
    ### Organization
    - Store prompt templates in a dedicated directory: /prompts/ or /src/prompts/
    - One file per prompt template with a descriptive name
    - Use a consistent format: Markdown (.md), Jinja2 (.j2), or Handlebars (.hbs)
    - Include metadata in frontmatter: version, model, author, last_tested_date
    
    ### Versioning
    - Version prompts independently from application code
    - Use semantic versioning: major (breaking change), minor (improvement), patch (typo fix)
    - Keep a changelog for each prompt template
    - A/B test new versions before full rollout
    - Maintain a rollback capability to the previous version
    
    ### Template Structure
    ```
    ---
    version: 1.2.0
    model: deepseek-chat
    temperature: 0.6
    max_tokens: 2048
    author: team-name
    last_tested: 2026-04-01
    ---
    
    ## Role
    [Define the AI's role and expertise]
    
    ## Context
    [Provide relevant background information]
    {{context_variable}}
    
    ## Task
    [Describe exactly what needs to be done]
    {{task_description}}
    
    ## Output Format
    [Specify the exact format expected]
    
    ## Constraints
    [List any limitations or rules]
    ```
    
    ### Testing
    - Create evaluation datasets for each prompt template
    - Test with diverse inputs covering edge cases
    - Measure quality metrics: accuracy, relevance, format compliance
    - Set quality thresholds: template must score >80% on evaluation set
    - Run regression tests when updating templates
    
    ### Anti-Patterns
    - Do not hardcode prompts as string literals in application code
    - Do not modify prompts without testing
    - Do not use the same prompt for fundamentally different tasks
    - Do not include sensitive data in template examples

    Tags

    promptstemplatesversioningtestingmanagement

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