How AI Detectors Work: The Science Behind the Scan Understanding how an a i detector identifies synthetic text begins with the models that power both generation and detection. Generative systems rely on probability distributions over sequences of tokens, and detectors exploit subtle statistical differences between human-written and machine-produced text. These distinctions can appear as repetitive