When software is kept ‘boring’ it curbs Over engineering and keeps things simple to understand and maintain.
When our mental image of an implementation becomes effortless, it frees up mental capacity for the problem at hand: The principle of least surprise frees up mental load.
In general keeping things simple is a skill, here are ideas to create boring software.