The Seductive Allure of Artificial Intelligence-Powered Neurotechnology

Neuroscience explanations-even when completely irrelevant-have been shown to exert a "seductive allure" on individuals, leading them to judge bad explanations or arguments more favorably. There seems to be a similarly seductive allure for artificial intelligence (AI) technologies, leading people to "overtrust" these systems, even when they have just witnessed the system perform poorly. The AI-powered neurotechnologies that have begun to proliferate in recent years, particularly those based on electroencephalography (EEG), represent a potentially doubly-alluring combination. While there is enormous potential benefit in applying AI techniques in neuroscience to "decode" brain activity and associated mental states, these efforts are still in the early stages, and there is a danger in using these unproven technologies prematurely, especially in important, real-world contexts. Yet, such premature use has begun to emerge in several high-stakes set-tings, including the law, health & wellness, employment, and transportation. In light of the potential seductive allure of these technologies, we need to be vigilant in monitoring their scientific validity and challenging both unsubstantiated claims and misuse, while still actively supporting their continued development and proper use.