Trying to stop any synthetic biology research that might have military applications is like trying to stop fission research in the late 1930s.
Rather than attempting to stifle research, we need to start thinking about how we regulate, detect, and defend against potential threats. DARPA's synbio research is at least mostly carried out in academic labs (which have a strong incentive to publicize their work).