If someone is accepted into the conspiracy, he's going to be a greedy person. The love of money, alone, would be enough to keep him quiet. The conspirators wouldn't trust anyone who isn't greedy like them.
If greed isn't enough to keep them quiet, the fear of death would be. The conspirators would quickly kill the person who leaked information, and they all know this.