From Assistance to Affective Co-Driving: Novice Drivers’ Emotional Needs and Design Expectations for In-Vehicle AI Agents
HACoD is proposed, a Human–Agent Emotional Co-Driving Framework that links driver emotional needs, human–agent collaboration patterns, and affective agent design elements and highlights the need for transparent data boundaries and real-world validation.