[medvezhenok]

Indeed. But the unintended consequence (perhaps) of LLMs making things easier to use is that more people will use them - basically Jevons paradox.

I would expect that this will cause certain programs to see more demand than the creators anticipated for (extrapolating previous trends), which might require changes in the programs (i.e. more people apply for benefits than expected, benefits / application might have to be cut, etc).

And in some ways there's a Cantillon effect (though traditionally associated with proximity to the "money printer", but here the proximity is to the LLM-enablement; in that those who use the LLMs first can get the benefit before the rules are changed).