In an age where synthetic realities blur the lines between truth and fabrication, deepfakes pose a significant threat to credibility. These sophisticated AI-generated media can be easily created to manipulate audio, often with remarkable precision. However, the growth of deepfake detection tools offers a glimmer of hope in this complex landscape.