Cloned voices are too perfect to be human

Technology
Cloned voices are too perfect to be human

Forensic experts can now detect artificial voices by looking for the 'digital fingerprints' left behind when a computer tries to mimic the messy, irregular nature of human breathing.

When a human speaks, their voice is a chaotic symphony of muscle fatigue, fluctuating lung pressure, and tiny, unpredictable tremors. AI voice models, however, are often too consistent for their own good. These systems typically process speech at sampling rates of 16 to 24 kilohertz, breaking human sound into discrete digital tokens. This process creates a hidden, lattice-like grid in the high-frequency spectrum that never appears in nature. While a person might vary their pitch slightly due to a stray heartbeat or a catch in their throat, a cloned voice often repeats nearly identical mathematical patterns across multiple sentences.

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