difficulty-routing

This paper proposes a difficulty-routed service-control architecture for autonomous customer-service agents, routing routine requests to a low-cost baseline and operationally coupled sessions to an escalated workflow with conflict-aware communication and write-triggered reconsideration. Evaluated on retail and airline tasks, the approach improves reliability on conflicted requests without over-allocating resources to routine ones.