The importance of simulation environments stretches throughout the academic and corporate hemisphere as they have dealings in not only aeronautics, electronics, and chemistry, but also biology, and physicist. All these different industries rely heavily on simulators in order to better understand and validate the numerous theories that help to explain the complex and dynamic systems. The purpose of this project is investigating of simulation agent-based paradigm for designing and developing frameworks that potentially focuses on monitoring of the systems. Within this research, the use of multi-agent simulators and multi modeling agents will offer a new perspective that can be used to address the evolving complex and dynamic systems that will differ from the explanation through mathematical equations. The techniques created will be devised in developing multi-agent simulators that have the ability to track the dynamic evolving system simulated.