A new framework predicts when a network transitions from amplitude death to sustained oscillations by linking network complexity, propagation delays, and interaction types. Validated through hardware emulation, it shows practical relevance for networks like the C. elegans neural network, offering insights for neural, cardiac, ecological, and engineered systems.