Computational science provides a foundation for modern scientific research. The very rapid development of high performance computing platforms, together with a similar emergence of highly accurate algorithms, allow the treatment and modeling of complex systems that were intractable just a few years ago. The use of Artificial Intelligence, including Large Language Models and Mac…