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Interesting idea! Even though I became pretty fast with spitting out Flask APIs it remains cumbersome.

You say my "computer serves as the server", would I be able to scale beyond that as well?

Yes! The idea is any computer under your control can act as a server, and you can have multiple workers pointing to the same endpoint.