As AI agents gain adoption, business activities shift away from pure innovation and experimentation into how someone can go about designing a multi-agent system (MAS) to start applying autonomic business concepts at scale in the enterprise. We devote this chapter to the key principles of designing multi-agent systems and the inner workings of AI agents. A list of available Agent toolkits and frameworks is presented.