Was this actually written by a human being? If so, the author(s) suffer from severe language communication problems. Doesn't seem to be grounded at least with reality and my personal experience with robotics. But here's my real world take:
Robotics is going to be partially solved when ROS/ROS2 becomes effectively exterminated and completely replaced by a sane robotics framework.
I seriously urge the authors to use ROS/ROS2. Show us, implementing your solution with ROS, pushing it to a repository and allow others to verify what you solved, maybe?. Suffer a bit with the framework and then write a real post about real robotics hands-on, and not just wander on fancy uncomprehensible stuff that probably no-one will ever do.
Then we can maybe start talking about robotics.
If I had to guess, it seems likely that there will be a serious cultural disconnect as 20-something deep learning researchers increasingly move into robotics, not unlike the cultural disconnect that happened in natural language processing in the 2010s and early 20s. Probably lots of interesting developments, and also lots of youngsters excitedly reinventing things that were solved decades ago.
Are we just talking about prompting with some enforced structure, or is it a programming language?
I'm intrigued by the idea, but my major concern would be that moving up to a new level of abstraction would even further obscure the program's logic and would make debugging especially difficult. There's no avoiding the fact that the code will need to be translated to procedural logic for the CPU to execute at some point. But that is not necessarily fatal to the project, and I am sure that assembly programmers felt the same way about Fortran and C, and Fortran and C programmers felt the same way about Java and Python, and so on.