What should I do if the former leader digs me after leaving my job and the next company is flooded after the interview is successful?

You can quietly apply for a better employer without letting your supervisor know. Be prepared for two things. After the application is successful, you must reserve 30 days to resign, then submit your resignation to that unit 30 days in advance, and then go to work in this new unit. Don't hang it on the tree.