> Claude did its best to comply with what Joe asked it to do

I don't like this anthropomorphization. The model generated output as an extrapolation of the input - garbage in, garbage out.

> a term that seemed new and important to him, to the point that he repeated it, like, 10 times during this meeting

I see this often with people who want to imitate competence, or in their eyes emulate what they consider competence.

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Let me be blunt, this is not a failure to learn, this is a failure to scam. The "student" has a scammer mindset and his method failed to produce results - which are grades, not learning.

> simulation of scientific research

Yeah, just like what the student did was a simulation of studying. People like this simply want the fruits of labor without the labor.