We develop a workflow combining ab initio molecular dynamics and interactive molecular dynamics in virtual reality (VRMD) to construct a neural network potential of a novel high explosive. The VRMD helps sample the reactive process and significantly improves the model performance. Our potential enables the large-scale MD simulation with an ab initio level of accuracy, achieving a panoramic view of the complex explosive reaction process.