Entanglement generation now demonstrably hinges on architectural design as well as interface capability. Variational entanglement-enhancing-field optimisation achieves the numerically resolved fast-$X$ optimum within a two-channel system, exceeding previous control methods. This work establishes that network structure precisely dictates saturation depth at fixed interface capacity within an $N=8$ tree family, revealing distinct yet interconnected resources for sustained performance.
