In 2012, Knight Capital lost $440 million in 45 minutes after faulty software began placing trades nobody had approved. By the time the firm understood what was happening, the losses had already piled up. That episode is still a useful warning today, because financial markets are now moving toward systems that can act even faster and with even less human input.