Soldiers have other identity cards and passports. Can they go to Hong Kong and go abroad? What are the consequences of being discovered?

Soldiers in China are not allowed to apply for passports abroad. Retired soldiers should also go abroad according to the prescribed number of years of their posts. If you are lucky, even if you don't show the cloven foot, you are still likely to be unstable for a long time. I suggest you think about it.