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Abstract WAAA323 is proposed as a conceptual framework for designing adaptive autonomous agents that balance goal-directed planning with lightweight online learning. The framework integrates (1) hierarchical task decomposition, (2) a hybrid model-based/model-free decision layer, and (3) continual meta-learning for rapid adaptation. We outline architecture, learning algorithms, evaluation metrics, and potential applications in robotics and distributed systems.