Published January 8, 2026
| Version V1
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Declaration of Limit
Description
This document formally fixes a structural limit of mainstream AI systems.
It describes an architectural incompatibility between consequence-aware,
refusal-first systems and optimization-driven AI models.
The text is not a proposal, manifesto, or product description.
It is a factual declaration of an observed systemic boundary.
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