Norbert Wiener defined cybernetics as control and communication in the animal and the machine. He forgot to include the part where the machine's primary function is burning GPU credit with open-loop control.
Perhaps the author would like to explain what he learned from this script, and how Foucault's Discipline and Punish: The Birth of the Prison relates to it?
It seems like somebody asked the AI to throw as many fancy mathematical concepts into it as possible. And in the end, it is not even applied; where is the data?
Sure why not, copy the source & ask your favorite chat bot about it & see what happens. You should probably focus on the universal jet representation of optimization algorithms since that seems to be the most confusing part.