By default, the task is shared with its author 1, current responsible party 2, past responsible party 3 and the people with whom the parent folders 4 of the task are shared. Click on "Shared with N people" to see all the team members with whom the task is shared.
You can share a task with more team members. Choose as many names as you need from the drop-down menu.