A cortical microcircuit model reveals the unique functional roles of PV and SOM cells in controlling network oscillations and stability. The model predicts hierarchical gradients in oscillation frequencies & seizure propensity based on SOM/PV densities and activation. https://www.biorxiv.org/content/10.1101/2025.02.23.639719v1