The same concerns were said about the Industrial Revolution. That was the equivalent of robots back then, and things turned out fine. The newspeak you see in the article is just a smokescreen to protect ultra-high profit margins.
Yes, some people will lose their jobs. The solution here is to tax the robots and stop putting billions into non-functioning F-35s, useless wars that murdered a million Iraqis, supporting the genocide in Yemen, etc. This could easily pay for a Universal Basic Income that will allow for people to attain education and learn real skills or tinkering and innovating in their garages and coming up with the next best thing without having to forgo that because they need to hang onto their $9/hr slave wage to get by instead.
Yes, for every system there will always be a few shitheads that game it or try to, it is unavoidable no matter what. It would be no different than what we have today, in fact likely even less; you give a person UBI and an opportunity to learn something valuable, they are more likely to succeed than to give them a slave wage at a meaningless job.