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Argues that human language limits AI systems, proposing a new deterministic framework for technology.
This paper argues that modern AI and digital infrastructure are fundamentally limited by ambiguity embedded in human language and probabilistic data processing. CTMinfo proposes a language-independent ontological framework where deterministic object structures are primary and human language is secondary. The paper introduces the principle: “One real object → one precise meaning.” It examines how ambiguity propagates through AI systems, industrial infrastructure, scientific reproducibility, and global trade, and proposes deterministic data admissibility as a new foundation for future technological systems. Author: Dmitriy Andriyanov ORCID: https://orcid.org/0009-0009-8968-3111
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Dmitriy Andriyanov (2026) studied this question.
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