The future of AI technology

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Okay fa/g/s, be serious because this will concern all of us.
In this century, robots based on sophisticated AI programs are expected to completely replace manual labor and be able to accomplish things that we can't even imagine at this moment.
But my question is, on which framework will this advanced AI be based on?

It is likely that the capacity of the classic Von Neumann architecture has reached a bottleneck. The size of the computers just can't shrink anymore. Since AI based on machine learning requires enormous proceeding power, it seems that even if we can develop the best programs, there's no way to implement them on every house or factory without using a cloud system.

So for those familiar with quantum computing, will it be necessary that we set the next step to the quantum field?