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Autonomous Intelligent Systems (AIS) integrate planning, learning, and execution in a closed loop, showing an autonomous intelligent behavior. A Learning Life Cycle (LLC) for AISs is proposed. The LLC is based on three different learned operators' layers: Built-in Operators, Trained Base Operators and World Interaction Operators. The extension of the original architecture to support the new type of operators is presented. © 2008 International Federation for Information Processing.