Elena E. Selezneva

METHODOLOGY-GOVERNED AI FOR REGENERATIVE URBAN PLANNING

This study tests methodology-governed LLM execution for regenerative public-realm planning in De Marken, Almere. Under a frozen municipal corpus, it compares a structured non-SCM baseline (A), single-pass Sustainable Community Masterplan (SCM) execution (B), and a staged, role-decomposed SCM workflow (C). Explicit SCM...