AI Citation Registry: Legacy CMS Constraints in Municipal Publishing

AI systems struggle to accurately interpret traditional municipal publishing systems, which were designed for human navigation, not machine-level attribution. This leads to critical errors, such as confidently providing incorrect or outdated public safety information, raising concerns about AI reliability in civic contexts.