What question did this study set out to answer?

The aim is to demonstrate how human language's ambiguity hampers deterministic systems in AI and technology.

May 10, 20260 citationsOpen Access

CTMinfo: Human Language Is Not a Valid Foundation for Deterministic Systems

Key Points

The aim is to demonstrate how human language's ambiguity hampers deterministic systems in AI and technology.
Introduced the principle: 'One real object → one precise meaning.'
Examined the impact of ambiguity on AI systems, industrial infrastructure, and scientific reproducibility.
Proposed a deterministic data admissibility framework for future systems.
Outlined how ambiguity influences AI and technology infrastructures.
Proposed deterministic data admissibility as a stronger foundational principle for tech development.

Abstract

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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