The proliferation of deepfakes poses a significant danger to our community, blurring the lines between reality and illusion. To combat this growing menace, researchers are developing sophisticated deepfake detection software that can identify these synthetic media with increasing accuracy. These advanced tools leverage deep neural networks to analy