In conclusion, the Autonomous System (AS) is a complex system that relies on the coordinated efforts of several different subsystems. The Sensor System (SS) gathers information about the environment, the Computer System (CS) interprets that information and decides what actions to take, the Communication System (CMS) sends and receives data to and from the cloud and other vehicles, the Power System (PS) provides the energy needed to operate the vehicle, and the Safety System (SS) monitors the performance of the other systems and ensures that the vehicle operates safely. Together, these subsystems form a comprehensive and robust system that is capable of operating safely and efficiently in a variety of environments. As mentioned earlier, the first step in developing the AS is to define the requirements. The requirements define the mission and objectives of the vehicle, specify the performance metrics of the vehicle, determine the vehicle's operating envelope, identify potential hazards, and define the safety standards. These requirements are developed by engineers and designers who understand the technology behind the AS, but also understand the needs of the users of the vehicle. They are developed through a formal process that involves analyzing the needs of the users, identifying the technical challenges associated with those needs, and determining the solutions that meet those needs. Once the requirements are defined, the next step is to design the vehicle architecture. The vehicle architecture defines how the various components of the AS interact with each other and how they work together to achieve the desired outcome. The vehicle architecture is typically represented graphically, using diagrams and flowcharts to show the interactions between the various components. After the vehicle architecture is defined, the next step is to select the components and technologies for each of the subsystems. The components and technologies are selected based on a number of factors, including cost, reliability, safety, and performance. Engineers and designers evaluate the available options and choose the best option based on their analysis. Once the components and technologies are selected, the next step is to develop prototypes of the AS. Prototypes are physical representations of the AS that demonstrate its functionality and performance. The prototypes are developed by building working models of the vehicle that incorporate all of the subsystems and demonstrate how they work together. After the prototypes are developed, the final step is to test and validate the AS. Testing and validation involve putting the vehicle through a series of tests to ensure that it operates safely and efficiently in a variety of environments. The tests include simulated driving tests, crash tests, and environmental tests, among others. The results of the tests are evaluated to determine whether the vehicle meets the safety and performance requirements. If the vehicle passes the tests, it is ready for production and deployment. If it does not pass the tests, additional modifications are made to address any issues identified during testing. In summary, developing the AS requires a structured approach that includes defining the requirements, designing the vehicle architecture, selecting the components and technologies, developing prototypes, and testing and validating the vehicle. Each step builds upon the previous one and is critical to achieving the desired result.