The content discusses the structural inconsistency in how city and county governments publish information across multiple formats. It introduces an AI Citation Registry as a machine-readable system designed for AI to reliably identify authoritative sources and cite information with clear provenance.
The author developed an AI thesis tool after ChatGPT fabricated three citations for a friend's Master's thesis, highlighting the unreliability of AI in academic research despite its potential to assist students. This personal experience led to the creation of a solution aimed at helping students structure their work and manage research material more effectively.
This article discusses the rapid shift from Google-first to AI-first content discovery, where platforms like ChatGPT increasingly cite technical content. It highlights that traditional SEO doesn't guarantee proper attribution, as AI citation involves multiple failure points.