My hypothesis: tell a LLM to flip a coin, then tell it the last flip was heads. It will almost certainly tell you the results was tails. It doesn't understand random means random (actually ChatGPT will now execute Python for this).

When you tell an LLM to simply include diverse people, it will do that, emphasis on the "diverse" part.