Artificial intelligence has permeated various economic and social fields, revolutionizing human production and lifestyle, and becoming pivotal for high-quality development and security. Nonetheless, AI training data is fraught with quality issues, such as misinformation, fictional content, and biased viewpoints, resulting in data source contamination and posing novel challenges to AI security.