Sherlock AI may encounter challenges related to the evolving sophistication of AI-generated content, as adversaries continually refine their techniques to create more convincing deepfakes. Keeping the detection algorithms up-to-date to accurately identify new and advanced forms of AI-generated media poses an ongoing challenge. Additionally, ensuring a balance between sensitivity and specificity in detection to minimize false positives and negatives can be complex. The project might also face ethical considerations regarding privacy and responsible use of the technology. Continuous research and development efforts are essential to stay ahead of emerging AI-generated content methods and address these challenges effectively.