ChatGPT answer is not good (it’s a typical vague mashup of correct things not being true for the specific case for which there is not yet enough training material).
See the Birthdays case study for how to do the initialization in case of high Pareto-k warnings. These initial values are likely to be much better than the default approach used by Stan.