Our findings suggest that shared neural dynamics represent a fundamental and generalizable feature of interacting neural systems present in both biological and artificial agents and highlight the functional significance of shared neural dynamics in driving social interactions.

Social interaction can be viewed as a dynamic feedback loop between interacting individuals as they act and react to one another. To understand the neural basis of these interactions, we investigated inter-brain neural dynamics across individuals in both biological brains and AI systems.