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The AI Ethics & Fairness Validator enables Claude to perform automated audits of AI/ML projects by identifying demographic disparities, detecting dataset imbalances, and providing actionable mitigation strategies. By leveraging the ai-ethics-validator plugin, this skill helps developers ensure their machine learning systems meet rigorous fairness standards and ethical guidelines throughout the development lifecycle, providing detailed reports that promote transparency and accountability in AI deployment.