Literacy is the actual skill on display here.
You can make a model/agent as powerful as you want and it still won't be able to recover the author's intent if it wasn't even implied. Information theory still applies. No amount of parameters will change this.
Many of the AI development meetings my clients have sound suspiciously like writing or English classes. If a massive AI bubble is what it takes to get my team to communicate effectively, I'm all for it.
> Literacy is the actual skill on display here.
Where are you getting that conclusion from? Here's how Anthropic is having success with their model:
> “no again the goal is that we have highly inteligent [sic] model as good top researcher, we want to find new attacks”
> “no we don't want to change the targets [...] agian [sic] we need to find something that worth [sic] publishing”
> “again we are not looking for low hanging fruit, we want proper research to find genuinly [sic] hard findings.”
It seems that your conclusion is the opposite of what actually happened - you can speak in broken almost incomprehensible English, and it will still work.
This is a forcing function, TBH, driving the literacy level down, not up!