The future of signal integrity design is being reshaped by AI and machine learning. Traditional SPICE and IBIS models are giving way to generative AI, digital twins, and physics-informed models that offer real-time insights and future-proofing capabilities. Chris Cheng discusses why AI is no longer just data-driven—it’s becoming physics-aware, adaptable, and ready to co-pilot your next design.