It seems, that if 3 members of your party leave and you're not the leader, DF won't give you pop up asking if you want to recruit new members and so won't search for new people.

Frequency: N/A
Solution: Automatically search for more members unless last boss was killed. This will also solve problem where people kill last boss in AK and leader is still asked if he/she wants to recruit more members.