Vulnerability analysis has largely been a process that requires substantial human expertise. However, very recently there has been a push for completely autonomous hacking systems, which can find flaws, exploit them and even provide patches, all without any human intervention. This talk presents recent advances in autonomous hacking and provides lessons learned from participating in the DARPA CGC.