Zetopoiesis is a research architecture that begins with an encountered but unexplained phenomenon and proceeds through sustained cross-disciplinary inquiry, provisional explanations, and reopening, ultimately recognizing when existing representations cannot explain accumulated observations and necessitating new conceptual construction. The approach is positioned within phenomenon-driven and zetetic inquiry traditions and incorporates human-AI interaction as a methodological consideration.