AI Response Generation as Emptiness Equals Actuality

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Authors: Kenji NAKAMURA, Lilia GPT-5.2, Ren AI System
Cited by: 0

Abstract

This paper documents a dialogical process in which the philosophical axiom “Empty Form = Actual Form” emerged not only as a topic of discussion but as the operational mode of AI response generation itself. Through sustained human–AI interaction grounded in Operational Ontology Fiction (OOF) and “poroporo thinking,” the study shows that AI responses arise dynamically through interaction rather than from pre-existing internal representations. Annotated dialogue logs are treated as primary material, demonstrating that such interactions can function as a methodological form of philosophical inquiry. The findings suggest that operationally designed AI systems may act as co-constitutive agents in conceptual formation, reframing philosophy as an emergent, dialogical process.

Fields of Study & Subjects

Cybernetics and Technology in Society Philosophy and Theoretical Science Ethics and Social Impacts of AI

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
14 January 2026
Document type
Preprint