As deepfake technology evolves into a multifaceted threat, attackers now combine manipulated faces, synthetic voices, altered body movements, and falsified contexts to create seamless forgeries that deceive even the most discerning observers. These multimodal deepfakes—spanning video, audio, and environmental cues—pose unprecedented risks to security, privacy, and societal trust, from financial fraud to geopolitical disinformation. This