Guarantees of correctness and safety are obviously of huge concern, hence the main article. But it's absolutely not unreasonable to see these models allowing humanoid robots capable of various day to day activities and work.
https://tidybot.cs.princeton.edu/ https://innermonologue.github.io/
https://www.microsoft.com/en-us/research/group/autonomous-sy...
The alignment problem will come up when the robot control system notices that the guy with the stick is interfering with the robot's goals.
How so? If they cannot drive a car?
It looks like being LLM-based is helpful for generating control scripts and communicating its reasoning. Text seems to provide useful building blocks for higher-order reasoning and behavior. As with humans!