Late last year, David Haynes, a security engineer at internet infrastructure company Cloudflare, found himself gazing at a strange image. “It was pure gibberish,” he says. “A whole bunch of gray and black pixels, made by a machine.” He declined to share the image, saying it would be a security risk.

Haynes’ caution was understandable. The image was created by a tool called Mayhem that probes software to find unknown security flaws, made by a startup spun out of Carnegie Mellon University called ForAllSecure. Haynes had been testing it on Cloudflare software that resizes images to speed up websites, and fed it several sample photos. Mayhem mutated them into glitchy, cursed images that crashed the photo processing software by triggering an unnoticed bug, a weakness that could have caused headaches for customers paying Cloudflare to keep their websites running smoothly.

Cloudflare has since made Mayhem a standard part of its security tools. The US Air Force, Navy, and Army have used it, too. Last month, the Pentagon awarded ForAllSecure a $45 million contract to widen use of Mayhem across the US military. The department has plenty of bugs to find. A 2018 government report found that nearly all weapons systems the Department of Defense tested between 2012 and 2017 had serious software vulnerabilities.

Mayhem isn’t sophisticated enough to fully replace the work of human bug finders, who use knowledge of software design, code reading skills, creativity, and intuition to find flaws. But ForAllSecure cofounder and CEO David Brumley says the tool can help human experts get more done. The world’s software has more security holes than experts have time to find, and more flaws ship every minute. “Security isn’t about being either secure or insecure, it’s about how fast you can move,” says Brumley.

Mayhem originated in an unusual 2016 hacking contest in a Las Vegas casino ballroom. Hundreds of people showed up to watch the Cyber Grand Challenge, hosted by the Pentagon’s research agency DARPA. But there was nary a human on stage, just seven gaudily lit computer servers. Each hosted a bot that tried to find and exploit bugs in the other servers, while also finding and patching its own flaws. After eight hours, Mayhem, made by a team from Brumley’s Carnegie Mellon security lab, won the $2 million top prize. Its magenta-lit server landed in the Smithsonian.

Brumley, who is still a Carnegie Mellon professor, says the experience convinced him that his lab’s creation could be useful in the real world. He put aside the offensive capabilities of his team’s bot, reasoning defense was more important, and set about commercializing it. “The Cyber Grand Challenge showed that fully autonomous security is possible,” he says. “Computers can do a reasonably good job.”

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The governments of China and Israel thought so, too. Both offered contracts, but ForAllSecure signed up with Uncle Sam. It got a contract with the Defense Innovation Unit, a Pentagon group that tries to fast-track new technology into the US military.

ForAllSecure was challenged to prove Mayhem’s mettle by looking for flaws in the control software of a commercial passenger plane with a military variant used by US forces. In minutes the auto-hacker found a vulnerability that was subsequently verified and fixed by the aircraft’s manufacturer.

Other bugs found by Mayhem include one discovered earlier this year in the OpenWRT software used in millions of networking devices. Last fall, two interns at the company scored a payout from Netflix’s bug bounty program after they used Mayhem to find a flaw in software that lets people send video from their phone to a TV.

Brumley says interest from automotive and aerospace companies is particularly strong. Cars and planes rely increasingly on software, which needs to function reliably for years and is updated rarely, if at all.

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