Some things have inherent complexity. Different formulations or UX can alleviate some of this complexity, but often it is shifted around, or hidden - not actually solved.
Some solutions can definitely make a situation net-worse/net-more-complex, and occasionally we get advances in theory which can change the watermark on complexity, but it never _goes away_.