I think robots are good at doing specific tasks but I don't really think they can surpass humans even with machine learning because the human brain is very complex. Of course in more computational tasks, I can see them doing less mistakes. So I think robots are the natural thing companies will use and normal people won't really be using them to earn money.
I actually wouldn't mind having robots in Congress because the politicians are bought out by the lobbyists and I just wish they would stop doing so many shady deals.
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It's true one of the difference between humans and robots would be that humans make mistake. Sometimes mistakes lead to unexpected inventions.