SDOF: Taming the Alignment Tax in Multi-Agent Orchestration with State-Constrained Dispatch

This paper introduces SDOF, a framework that treats multi-agent execution as a constrained state machine to enforce real business process constraints. It incorporates an RLHF-trained intent router and a state-aware dispatcher, outperforming GPT-4o on an adversarial routing benchmark in a recruitment system.