Research questionHow can multi-agent architectures preserve human-centered values without sacrificing functional performance?In agentic systems, coordination mechanisms, communication protocols, and system topologies influence behavior beyond functional correctness. This makes privacy, fairness, safety, and pluralism difficult to preserve as agents coordinate.