## 4 MAMIC System: A New Model Generation  
A reference model architecture delineates the functionalities, entities, events, relationships, and information flow occurring within and across functional modules. It furnishes a framework for delineating functional requirements, designing software to fulfill those requirements, and testing components and systems. By combining the anthropomorphic approach, predictive modeling, and cognitive architecture with the hexagonal architecture, more comprehensive and effective systems can be created that address both technical and cognitive/human aspects holistically. It is important to note that the application of each approach should be tailored to the project's specific context and requirements, and the appropriate blend will depend on the domain characteristics and user needs. Through the combination of these architecture approaches, a novel model emerges named the Multiple Agent Managerial Intelligent Control (MAMIC) system. The MAMIC system requires careful consideration of each component's functionality and interactions. In Table 3, some special aspects are detailed to understand how the anthropomorphic approach, predictive modeling, and cognitive architecture could be integrated into the hexagonal architecture. \begin{table}
\begin{tabular}{p{142.3 pt} p{142.3 pt}} \hline
**Architecture** & **Requirements** & **Software lifecycle** \\ \hline Anthropomorphic Approach & In this approach, the needs, expectations, and behaviors of end-users are crucial. Also, it emphasizes the importance of comprehending human characteristics to design systems that adapt to them. During requirement gathering, cognitive and emotional aspects influencing human-computer interaction must be identified. & In defining the software lifecycle, specific stages for user-centered design should be included, where usability testing is conducted and user feedback is gathered for iterative design. & In this model, the software lifecycle plans and optimizes the development phase. This includes estimating necessary resources, predicting delivery times, and identifying potential obstacles or risks. \\ \hline Cognitive Architecture: RCS & This approach searches for requirements associated with human cognitive processes: understanding how users interact with the system, which mental processes are involved, and how systems can be designed to better fit these processes. & The software lifecycle includes stages of modeling and validating human cognitive processes. This involves simulating user-system interactions to evaluate the effectiveness of the cognitive architecture in practice. \\ \hline Hexagonal Architecture & This architecture prioritizes modularity and flexibility as its essential requirements. Identifying functional and non-functional requirements that determine the modular structure of the system is crucial for designing a scalable and adaptable architecture. & Defining the software lifecycle incorporates agile development practices that leverage the modularity and flexibility of the hexagonal architecture. This includes frequent iterations, unit testing, and continuous refactoring to maintain code quality and consistency. \\ \hline \end{tabular}
\end{table} 
Table 2: Requirement gathering and software lifecycle definition from the perspective of the various architecture approaches under study. Integrating these approaches within a hexagonal architecture involves structuring the system into layers with a clear separation of concerns:  
* Domain layer: The domain is the innermost layer. It encompasses all core business logic and functionality of the system and remains agnostic of the other layers. It should only vary based on the needs of the business, uninfluenced by external factors. In this layer, the data model is located or \"Read model is housed\", and it is crucial to consider modeling it based on the requirements rather than the database model.