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
- Input Validation: All inputs are validated before processing
- Least Privilege: Operations run with minimal required permissions
- Audit Logging: All actions are logged for security review
- 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-managerperformance-benchmarker
- @param {string} params.model_a - First model
- @param {string} params.model_b - Second model
- @param {Array} params.test_prompts - Test prompts