The growing threat of deepfakes is creating unprecedented challenges in identifying real news from fabricated content online. Prominent figures like Jack Dorsey and Elon Musk are highlighting the severity of this issue, raising concerns about the future of digital authenticity. Recently, a deepfake video of Elon Musk was used to deceitfully promote a cryptocurrency giveaway,