Complex Adaptive Systems are dynamic networks of interactions where individual components, or agents, adapt and evolve in response to changes in their environment and interactions with other agents. These systems exhibit emergent behavior, where the whole is greater than the sum of its parts, leading to unpredictable and non-linear outcomes that are not easily deduced from the properties of individual components.