Having the GPT answer beforehand would allow us to confront them about it sooner, but at that point we're definitely not hiring them since they thought it a good idea to use an LLM to cheat on questions they should be able to do in their sleep.

Interesting that you're asking the candidate to have their hands visible. We haven't wanted to have to go that way, but we might.