Engineering education across universities in the United Kingdom has transitioned away from purely manual analytical derivations. While mastery of first-principles mathematics remains foundational, modern engineering curricula demand computational fluency. To achieve first-class honours in modules accredited under the Engineering Council and UK-SPEC benchmarks, undergraduate and postgraduate...