The ELI5 for decoupling capacitors is "imagine an energy storage for quick usage"
The ELI(tired EE student) is more like the explanation above
And this concept is ok for most of the 'low speed' circuits
in RF ranges, everything is a capacitor (except when you need one), everything is an inductor (except when you need one) and the intuitive explanations break down and everything looks like dark magic