The rapid evolution of cyber threats and the increasing complexity of digital ecosystems have underscored the need for advanced cybersecurity measures. Intelligent agents will emerge as a promising approach for addressing these challenges, leveraging AI and machine learning techniques to detect and mitigate cyber threats in real-time. However, the design and deployment of effective agent-based solutions require a structured approach to ensure scalability, interoperability, and adaptability across diverse environments.