Researchers have discovered a novel method to identify non-Hermitian behavior in Dirac materials by analyzing thermodynamic signatures via quantum capacitance. This approach provides an equilibrium route to understanding exceptional physics in these materials, deviating from traditional wave-based or dynamical probes. In the weakly non-Hermitian regime, the thermodynamic density of states and quantum capacitance exhibit a universal equilibrium approach, offering a new perspective on the interplay between loss, gain, and environmental coupling in quantum matter1. The findings have significant implications for the study of quantum materials, as they enable the characterization of non-Hermitian systems without relying on dynamic measurements. This breakthrough matters to practitioners because it provides a new tool for understanding and manipulating the behavior of Dirac materials, which is crucial for the development of novel quantum technologies, so understanding these materials is essential for advancing quantum research and its applications.