aiqbench analysis

This work bridges classical microwave simulation with quantum dynamics by incorporating layout awareness into the derivation of time-dependent Hamiltonians. By explicitly modeling port-induced decoherence in driven Josephson circuits, the study offers a practical framework for accurately predicting performance losses in superconducting qubit architectures. This approach provides engineers with a more rigorous toolset for optimizing circuit design before fabrication.