AgentSkillsCN

ai-prompt-engineering

通过迭代分析、测试与优化,系统性地改进人工智能系统的提示词。

SKILL.md
--- frontmatter
name: ai-prompt-engineering
description: Systematically improve AI system prompts through iterative analysis, testing, and refinement.

AI Prompt Engineering Skill

Use this skill when iteratively improving AI system prompts for better performance, security, and user experience.

Workflow Steps

  1. Analyze Current Performance

    • Review training logs and conversation history
    • Identify response patterns, strengths, and weaknesses
    • Document security vulnerabilities and edge cases
  2. Identify Improvement Areas

    • Response consistency and variety
    • Security guardrails and deflection strategies
    • Conversation continuity and memory usage
    • Product knowledge accuracy and recommendations
  3. Design Prompt Enhancements

    • Add specific behavioral instructions
    • Include varied response strategies
    • Strengthen security guardrails
    • Optimize conversation memory integration
  4. Implement and Test

    • Update system prompt with targeted improvements
    • Test with diverse query types (legitimate, edge cases, security)
    • Validate improvements against baseline performance
  5. Iterate and Validate

    • Measure response quality improvements
    • Ensure security boundaries remain intact
    • Document changes and results for future reference

Key Principles

  • Security First: Always maintain robust guardrails against prompt injection and unauthorized access
  • User Experience: Balance security with engaging, helpful responses
  • Iterative Improvement: Make targeted changes and validate each enhancement
  • Documentation: Maintain comprehensive training logs for continuous learning

Common Patterns

  • Deflection Strategies: Use varied, warm language when redirecting off-topic queries
  • Product Focus: Always suggest 1-2 relevant products with complementary items
  • Conversation Memory: Reference previous context when appropriate
  • Response Length: Keep responses under 80 words while being comprehensive</content> <parameter name="filePath">/home/koo/github/Luxuryshoppingwebsite/.github/skills/ai-prompt-engineering/SKILL.md