This paper proposes a new cognitive model, acting as the main component of an AGI agent. The model is introduced in its mature state, and as an extension of previous models, DENN, and especially AKREM, by including operational models (frames/classes) and will. In addition, it is mainly based on the duality principle in every known intelligent aspect, such as exhibiting both top-down and bottom-up model learning, generalization verse specialization, and more. Furthermore, a holistic approach is advocated for AGI designing and cognition under constraints or efficiency is proposed, in the form of reusability and simplicity. Finally, reaching this mature state is described via a cognitive evolution from infancy to adulthood, utilizing a consolidation principle. The final product of this cognitive model is a dynamic operational memory of models and instances.

翻译：本文提出了一种新的认知模型，作为通用人工智能智能体的核心组成部分。该模型以成熟状态呈现，是先前模型（DENN，尤其是AKREM）的扩展，通过引入操作模型（框架/类）和意志而实现。此外，该模型主要基于每个已知智能方面的二元性原则，例如同时展现自上而下和自下而上的模型学习、泛化与特化的对立统一。同时，本文倡导通用人工智能设计的整体性方法，并提出在约束条件下或效率导向下的认知机制，表现为可复用性与简洁性。最后，通过利用巩固原则，描述了从婴儿期到成年期的认知演化过程，从而实现该模型的成熟状态。该认知模型的最终产物是一个动态的操作性记忆系统，包含模型及其实例。