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Article History

Received: 11 September 2025

Accepted: 9 December 2025

First Online: 20 December 2025

Declarations

: This study does not involve human participants, animal subjects, or the collection of personal or sensitive data. It is based exclusively on the review and synthesis of publicly available scholarly literature, including philosophical analyses, technical publications, and model frameworks in evolutionary computation. Accordingly, no institutional ethics approval was required.

: Not applicable.

: Generative AI tools (e.g., ChatGPT) were used exclusively for language refinement, copy editing, and reference formatting. No AI assistance was involved in the conceptual development, philosophical analysis, or argumentation. The author retains full responsibility for the content of this manuscript.

: The author confirms that no identifying information related to institutions, funders, or approval bodies is present that could compromise anonymity during peer review. 

: The author declares no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.