800G PAM4 16-channel WDM
Insertion-loss imbalance < 0.3 dB across 16 outputs is the spec. ChipletOS MMI surrogate v1 (AI surrogate at ≥ 99% R² vs reference solver) returns {insertion_loss_dB, imbalance_dB, L_pi_um} in < 10 ms per call — drop into the Marvell layout-iteration loop directly.