Creative Thinking
Her scheduled walks with Goose aren't the only tool Girvan uses to practice problem-solving. "All of my hobbies are very creative," Girvan says. "I do pottery, I paint, I crochet. I really like that part of my brain, and I think it helps me problem-solve because I'm able to think about things in a different way."
The same perspective shapes how she thinks about AI. "My favorite dev tool that I can't live without is AI," she says. "I use it to read my XML and JSON—it saves me a ton of time." But she's wary of where that convenience can lead. "It's really easy to fall into a trap of just letting AI write your code for you and to not really understand what you're looking at," she says.
What she'd challenge early-career developers to do is take the time to struggle through the code themselves—not always, but enough to build real expertise. "AI is a tool, and it's a great tool for accelerating your work, but having that expertise is really important," she says.
She sees a knowledge gap coming in 10–15 years—plenty of expertise exists today, but not forever. In an era where AI handles the routine, the developers who build real expertise now will be the ones steering the future.
"You are gonna be a better developer because of it."