Mode-agile emitters now bypass static threat databases by deploying unexpected frequencies and hopping schemes. To counter this, IEEE Spectrum highlights how neural networks and genetic algorithms enable autonomous signal de-interleaving. These cognitive architectures replace legacy libraries with real-time adaptation. This shift allows Electronic Warfare systems to classify unknown threats instantly during active combat.