An Advanced mathematical modeling of chemical fuzzy graphs, which focuses on results that provide insights into molecular stability, reaction pathways, interaction potential, and energy stability. The results predict chemical stability by analyzing the spectral properties of fuzzy adjacency matrices, and optimal reaction paths are identified by minimizing interaction uncertainty within the graph. These contributions establish a robust framework for understanding and predicting molecular behavior, offering significant implications for research in chemistry and related fields