Adaptive systems (AS) are systems making decisions or selecting control actions and concurrently improving themselves. They work under incomplete knowledge in uncertain, stochastic and dynamically changing environment. Traditionally, AS comprise adaptive estimators, detectors, predictors, controllers, etc. Design and application of AS represent long-term challenge that can be addressed only when using variety of disciplines labeled as cybernetics.