How exactly do you run the processes in tmux? Do you run shells in panes and type (or paste) commands there? Or do you use
tmux new-session something or so? Please see "Terminating the tmux session" in this answer of mine and this other answer of mine. Can it be your tmux sessions terminate naturally like described in the linked answers?