Arago offers a real early-career entry point via a systems internship, and the company’s job pages spell out a detailed hiring journey and a concrete benefits package for full-time roles. The cap for graduates is that most roles target advanced, niche profiles (often Master’s or PhD level), and there is very little public evidence about promotions, retention, or junior progression.