Similar to any scientific theory or model, an AI model possesses a range of applicability, often inadequately defined. Consequently, there is an argument advocating the importance of AI interpretability, as it not only sheds light on the underlying mechanism but also provides some confidence in extrapolations. The contributions by Boley et al. , Ghiringhelli and Rossi (2.2), and Foppa and Scheffler (2.3) address these issues in more detail.