Protecting computing systems and networks from attackers and data theft is an enormously complicated problem. The individual operating systems are complex (typically more than 40 million lines of code), they are connected to an enormous Internet (on order of 1 billion hosts), and the whole network is heavily populated (more than 2.3 billion users). Hunting down and patching vulnerabilities is a losing game.