Opposing LLM agents often capitulate or stall when they lack a shared goal function. Researchers introduced the Experience Orchestrator, a control-theoretic layer using a Contextual Bandit to manage joint trajectories. Tested in financial simulations, this system prevents premature conversation termination. It provides a blueprint for maintaining agent persistence in adversarial interactions.