To improve our understanding of the behavior of biological systems, machine learning, and AI tools, a thermodynamics solution for entropy production or temporal symmetry has been developed. The time-irreversible Ising model dynamics brought on by asymmetrical connections between neurons were the focus of the researchers’ work.