Implementing Giskard for Evaluation & Governance

Describe how you would integrate Giskard into this multi-agent system to continuously evaluate the 'AIGenerationDetector' and 'ComplianceChecker' agents. Specifically, explain how you would define Giskard tests for bias detection (e.g., in detecting AI-generated content from different demographic groups) and robustness. Provide a conceptual Python snippet showing how Giskard tests would be run against the agents' outputs.