PSYCHOMETRIC OPERATIONALIZATION OF FUNCTIONAL ROLES IN AUTONOMOUS MULTI-AGENT SYSTEMS BASED ON PERSONAMATRIX: AN AI TRANSITIONAL FIELD FRAMEWORK
Background: Autonomous LLM agents increasingly operate in shared environments where behavior depends on interaction history, role allocation, local norms, authority, and group structure. Objective: This conceptual methods paper develops a psychometric operationalization of dynamic functional roles in autonomous multi-...