In this paper, we present our preliminary report in applying formal verification to the design process of robotic systems under dynamic environments; the goal is to complement existing testing or simulation techniques by experimenting an adaptable framework, where verification models with tamable complexity are generated from the simulation model. Our targets are robotic systems with shape-adjustable manipulators (e.g., robot arms), which in essence bring different challenges compared to existing research. By investigating the problem structure, we propose ingredients for successful verification of such systems, conduct experiments, and outline future studies.