Mode-agile emitters now bypass static threat databases by shifting frequencies and modulation in real time. To counter this, IEEE Spectrum highlights cognitive architectures using deep neural networks and genetic algorithms for autonomous signal classification. These systems replace rigid libraries with adaptive countermeasures. Practitioners must shift toward dynamic, ML-driven signal de-interleaving to maintain electronic superiority.