We have been conducting research on how to design relationality in complex systems composed of intelligent tangible or intangible, artificial artifacts, by using evolutionary algorithms and network science as methodologies. In addition, we have developed a special machine called Network Simulator as a research tool to conduct massively parallel and ultra-high speed simulations on relationality design. This paper describes the research concept of relationality design and network simulations characterized by automatic hypothesis-finding and verification.