FSU Professor Wins $100K for Privacy-Protecting AI Tool

Xian Mallory nearly cried when she won first prize at Florida State University's "The Quest for What's Next!" competition this week. The computer science professor had just earned $100,000 in funding for Sage, her startup that could change how we protect our digital privacy.

Sage uses artificial intelligence to solve a problem most of us don't even know we have. Individual pieces of information seem harmless on their own, but when combined, they can reveal everything about you.

Mallory explained it using shopping receipts as an example. One receipt tells little about your life. But string several together, and suddenly someone can map your routines, your home location, even your personal habits.

"If we have only one receipt, maybe it's not so dangerous," Mallory told the judges Monday at FSU Discovery Days. "If we link them together, then we probably can know a lot more about you."

That's exactly what cybercriminals do. They gather scattered bits of data and connect the dots to steal identities or track people. Sage aims to spot these dangerous connections before the bad guys do.

Mallory is building the platform with four students, including one undergraduate. The prize money will help them scale up from small test datasets to handle real-world information volumes. They also want Sage to detect when users might be under attack by recognizing unusual behavior patterns and alerting security teams immediately.

The competition at FSU's Murphy Forum drew six teams competing for funding from ReliaQuest, a Tampa-based cybersecurity company founded by FSU graduate Brian Murphy. Two other professors took home $50,000 each for their own AI and cybersecurity innovations.

Why This Inspires

In an era when data breaches feel inevitable, Mallory's work reminds us that brilliant minds are fighting back. She's not waiting for privacy disasters to happen. She's building the shield before the attack comes.

Her team represents the next generation of protectors, including an undergraduate student already contributing to cutting-edge security research. They're developing tools that could safeguard millions of people from threats most of us never see coming.

The partnership between FSU and ReliaQuest, backed by $1.5 million in funding, shows how universities and companies can team up to solve real problems. They're turning classroom research into practical protection.

For Mallory, who had never won first prize on stage before, the moment was overwhelming. Her tears reflected more than personal achievement. They celebrated the chance to make the digital world safer for everyone.

With her $100,000 prize, Mallory is racing to give security teams an early warning system for protecting our personal information in an increasingly connected world.