Human Agency Under Predictive Insight: Neuroethical Guidance of Behavioral AI

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Digital artwork of a human face split into blue and red circuitry, surrounded by glowing data lines representing human–AI interaction.

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AI Duality

A stylized, futuristic human face rendered in blue and red digital circuits. The left side of the face glows blue with circuit lines, while the right side has warm orange and red colors with sparks of light. Surrounding the figure is a network of data pathways, symbolizing the intersection of human cognition and artificial intelligence.

The examination of the Centaur AI system highlights a turning point at the intersection of behavioral science and artificial intelligence, and reveals a compelling truth: human choice displays structured regularity that advanced analytic systems can model. with extraordinary precision. We believe that this recognition represents a foundational shift in the relationship of neuroscience, computational modeling, and human agency, the implications of which extend across ethical, political, and strategic domains.

Elise Annett is an Institutional Research Associate at the National Defense University.

Dr. James Giordano is Director of the Center for Disruptive Technology and Future Warfare of the Institute for National Strategic Studies at the National Defense University.

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Publications

Human Agency Under Predictive Insight: Neuroethical Guidance of Behavioral AI