We also have mandatory security training for all developers. Turning every developer into a security reviewer helps a lot.
It's nothing compared to the knowledge I got by working in app sec or teaching network security, but it's pretty good for increasing the base of knowledge among general developers.
And that is an interesting point; and it is specifically the point the G*P was making, which was obscured by saying, "Oh, but there are still multiple eyes here."