Check out Yoonjoo's fantastic work on simulating users of different expertise levels?
It makes progress on this concrete question: for a given task, how do we simulate how a novice vs. an expert would approach it?
The validation study is a great example of careful research
AI assistants can provide correct, comprehensive information and still be poorly calibrated to the user: too difficult for novices, redundant for experts.
KnowSim is a user simulator that tracks what a user knows and updates that knowledge as the conversation unfolds, so we can




