Defending Against Synthetic Audio: Building a Real-Time Deepfake Voice Classifier

With tools like ElevenLabs and XTTS capable of cloning voices from 5-second audio samples, synthetic voice fraud has exploded in banking and enterprise communications. We dissect the microscopic phase anomalies that neural vocoders leave behind and build a real-time defense classifier.