If your cash goes to 0, the AI will still continue to receive the full amount of gpt. It is just that the money doesn't come from anywhere.
You will not suffer a rep-hit, that is correct. You won't also lose any buildings or units, because you do not pay any upkeep and maintenance to begin with. But you might possibly break HoF or GotM rules.