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Article History

Received: 23 November 2025

Accepted: 14 January 2026

First Online: 26 January 2026

Declarations

:

: The authors declare no competing interests.

: Given the sensitive nature of the application domain, we emphasize that the proposed method is intended to support constrained decision-making under clearly defined operational rules and human oversight, rather than to enable autonomous harmful actions. Any real-world use should comply with applicable laws, regulations, and institutional governance requirements. In practice, deployment should incorporate operational safeguards, including strict constraint enforcement, input validation, conservative fallback behaviors under uncertainty, and logging and auditing mechanisms for accountability. Further verification in controlled environments and independent review are recommended before any operational adoption.