Fundamental understanding of molecular electronic structure and bonding is crucial for various applications in chemistry and physics. Despite numerous remarkable works published, the discussion on selected aspects of chemical bonding remains intense, even for relatively simple systems like diatomic molecules. In our view, this ongoing debate is related to the advancement of numerical methods, which remain interpretative challenges despite achieving highly accurate numerical results with the appropriate level of complexity and sophistication.