Beyond the Townhall: Spatial Anchoring and LLM Agents for Scalable Participatory Urban Planning
A conceptualization of LLMs as dialogue partners complementing a shared information baseline, causal evidence that this baseline shapes those conversations, an account of how citizens use and judge factual versus reflective agent roles, and a method for cities to test information packages and agent configurations befor...