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title: "Essay 34: From GSU Demo Day to Vibe-Coding"
layout: essay
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> **Disclaimer:** The Curriculum-as-Code architecture, S-A-R Standard, and open-source software tools described in this essay represent my independent faculty engineering and research through Webcognita LLC and do not represent official policy or endorsement by Arizona Western College or The University of Arizona.