We sit down with Julia, Supernova of the Year and Cambridge PhD candidate, to explore how the next generation of researchers actually lives inside AI tools, what they're getting right that older professionals miss, the risk of skipping fundamentals, and how she navigates a landscape where the best model changes week to week.