a-b-testing-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