Competitive co-evolution describes a dynamic process where two or more species or entities evolve in response to each other's adaptations, often leading to an arms race of escalating strategies. This concept is fundamental in understanding evolutionary biology, artificial intelligence, and socio-economic systems where competition drives continuous innovation and adaptation.