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Is a Dynamic Neural Network a Viable Approach? And is my approach worth it?

I apologize for the poor English at first.
I believe most neural networks out there are static i.e they stay how they initially were. There are no dynamic neural networks that I have heard about so far. After much fiddling around, I came up with an idea of a dynamic neural network. My wish to implement it is superseded by the fact that it is computationally expensive even for simple models. Please note that the device I have is not the most advanced one and hence I believe others with capable hardware can do so. I am all ears for feedback on this idea.