Bias Test Generator

Generate bias tests for {{model}} across {{protected_attributes}}.

Create test suite:
1. Representation tests (5 per attribute)
2. Outcome parity tests (5 per attribute)
3. Stereotype detection tests (3 per attribute)
4. Intersectionality tests (2 combinations)

For each test, specify expected fair outcome and bias detection threshold for {{fairness_framework}}.