I'm not sure what it means for the people. In one way, fast food is the only obvious work available for them. That's the only reason they do it, nobody likes it otherwise. But on the other hand, perhaps it's only the most obvious choice available. Perhaps more drastic choices, perhaps involving moving to new cities, would become more attractive and hopefully get them out of wage slavery.
I'm grasping at straws. This is probably going to be bad for them.
We're much more likely to see things like doctors, lawyers and plumbers replaced with low skill workers that simply act out the last physical mile dictated by either fully automated decision making or software provided decision efficiency that allows for example, only one doctor to diagnose every patient at a hospital. The last physical mile is much more expensive than high level decision making to replace at scale.
Well, the vast majority of low-skill work has already been replaced by relatively simple machines -- harvesting wheat, digging holes, moving big heavy objects around. Now we're in a situation where the remaining low-skill jobs are things which are easy for a human but hard for a machine, like harvesting oranges, or (for that matter) making hamburgers.