College students currently balance personalized learning gains against the systemic risks of automation. This generation possesses the unique digital fluency required to steer AI policy toward ethical standards. Their input prevents a governance gap between developers and end-users. Practitioners should prioritize youth-led feedback loops to ensure tools align with actual academic needs.