The Arms Race Hypothesis suggests that evolutionary pressures can lead to an escalating competition between species, where adaptations and counter-adaptations continuously evolve in response to each other. This dynamic is often observed in predator-prey relationships, where each party evolves more sophisticated mechanisms to outmaneuver the other.