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In the fields of psychological and brain sciences, there is a pressing need to enhance individual performance through tailored interventions, considering the unique cognitive and biological traits of humans. However, discovering such precision approaches has proven to be a challenging task. Traditional methods often fall short in providing personalized solutions; the lack of a comprehensive integration of domain expertise and human judgment inevitably limits the effectiveness of artificial intelligence (AI) in optimizing human performance. As the demand for individualized training, health...