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 AI-driven systems replace rigid libraries with adaptive countermeasures. This shift forces a move toward autonomous, real-time signal processing in defense hardware.