The proliferation of realistic deepfakes presents a serious threat to credibility across various sectors, from news to the arts. Innovative AI detection technologies are rapidly being implemented to counteract this challenge, aiming to separate authentic content from malicious creations. These systems often employ advanced algorithms to analyze sub