Brandi Firestine reflects on the nostalgia of participating in one's first open source project, evoking memories of early contributions with a reference to GitHub's initial motto. The sentiment is encapsulated in a shirt available at the GitHub Shop, serving as a tangible reminder of the sense of accomplishment and community experienced during those formative experiences in open source development.