Figure 1. From pairwise networks to higher-order, AI-driven systems biology. Left : mismatch between observation and reconstruction. Center: unified data-driven framework. Right: higher-order modeling + AI-assisted analysis enables explicit inference. Outer arcs: a closed-loop progression