AB Test Framework

# 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

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

Usage Examples

Example 1: Basic Usage

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

Example 2: With Optional Parameters

```javascript 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: ```javascript 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