The Goldbeter model posits bipolar dynamics as competing auto-inhibited neural networks generating MMOs via folded-node singularities in multiple-timescale systems. Stochastic noise amplifies these rhythms, revealing robustness in chaotic regimes—a blueprint for computational psychiatry interventions.