In my ministry, we apply similar principles. Staff members can initiate petitions, which I address monthly in live streams. We also collaborate with “Talk to the City,” an advanced form of visualization that includes voice transcripts. This system uses language models not just for summarizing discussions but also for facilitating interactive communication. Participants can clarify or correct the interpretations of their input, allowing for continuous refinement of the model. This approach represents an advancement over traditional constitutional AI, which tends to be more static and infrequent. Our goal is to achieve incremental progress in constitutional AI, ensuring continuous and dynamic citizen engagement.