The rapid advancement of artificial intelligence (AI) in 2025 has made the reliable evaluation of AI models more critical than ever. As AI technologies permeate every industry, the ability to objectively assess the safety, fairness, and performance of AI systems is now an essential concern for businesses, developers, researchers, and regulators....