  As the automotive world moves toward higher levels of driving automation,
Level 3 automated driving represents a critical juncture. In Level 3 driving,
vehicles can drive alone under limited conditions, but drivers are expected to
be ready to take over when the system requests. Assisting the driver to
maintain an appropriate level of Situation Awareness (SA) in such contexts
becomes a critical task. This position paper explores the potential of
Attentive User Interfaces (AUIs) powered by generative Artificial Intelligence
(AI) to address this need. Rather than relying on overt notifications, we argue
that AUIs based on novel AI technologies such as large language models or
diffusion models can be used to improve SA in an unconscious and subtle way
without negative effects on drivers overall workload. Accordingly, we propose 5
strategies how generative AI s can be used to improve the quality of takeovers
and, ultimately, road safety.
