A/B Testing Framework

Description

Compare models with A/B testing for selection

Source Reference

This skill is derived from 20. Testing & Quality Assurance of the OpenClaw Agent Mastery Index v4.1.

Sub-heading: A/B Testing Frameworks for Model Selection

Complexity: high

Input Parameters

| Name | Type | Required | Description | |------|------|----------|-------------| | model_a | string | Yes | First model | | model_b | string | Yes | Second model | | test_prompts | array | Yes | Test prompts |

Output Format

{
  "status": <string>,
  "details": <object>,
  "winner": <string>,
  "confidence": <number>
}

Usage Examples

Example 1: Basic Usage

const result = await openclaw.skill.run('ab-test-framework', {
  model_a: "value",
  model_b: "value",
  test_prompts: 123
});

Example 2: With Optional Parameters

const result = await openclaw.skill.run('ab-test-framework', {
  model_a: "value",
  model_b: "value",
  test_prompts: []
});

Security Considerations

A/B test security per Category 8; prevent test manipulation

Additional Security Measures

1. Input Validation: All inputs are validated before processing
2. Least Privilege: Operations run with minimal required permissions
3. Audit Logging: All actions are logged for security review
4. Error Handling: Errors are sanitized before returning to caller

Troubleshooting

Common Issues

| Issue | Cause | Solution | |-------|-------|----------| | Permission denied | Insufficient privileges | Check file/directory permissions | | Invalid input | Malformed parameters | Validate input format | | Dependency missing | Required module not installed | Run npm install |

Debug Mode

Enable debug logging:

openclaw.logger.setLevel('debug');
const result = await openclaw.skill.run('ab-test-framework', { ... });

Related Skills

• model-routing-manager
• performance-benchmarker

• @param {string} params.model_a - First model
• @param {string} params.model_b - Second model
• @param {Array} params.test_prompts - Test prompts