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The proliferation of deepfakes can be attributed to the democratization of access to advanced AI tools and the growing availability of powerful computing systems. What was once the realm of high-end tech labs and sophisticated cybercriminals has now become accessible to a wider audience. This accessibility has led to a significant increase in the creation and distribution of deepfake content across various platforms.