Internal documents reveal a Community Library Concept Plan generated by AI caused significant confusion among Sioux City officials. The automated proposal attempted to reimagine the local library system but lacked human oversight. This failure highlights the risks of relying on generative tools for urban planning without rigorous verification. Practitioners should prioritize human auditing over raw AI output.