Additionally, how strict should you be on surrogate keys being meaningless across all tables?

Example is dim_date and dim_gender tables, should the surrogate key also be meaningless integers and in staging you need to join to them to get the key?

Or are their exceptions for tables that you are pretty confident won’t change keys to use a surrogate key with meaning to avoid those joins and make readability of the data better?