I mean, if the actual solution in a work environment is "use existing solution from people who already did it" but you have to do solve it by route memory then it's a fake problem.

The actual solution for encountering a differential equation at work is wolfram alpha, not getting a pen and paper to apply heuristic knowledge on solving differential equations