articleZenodo (CERN European Organization for Nuclear Research)Jan 30, 2026GREEN OA

Tensor Geometry of Semantic Actualization

SHSung Hyeop Kim

Saudi Aramco (United States)

Indexed indatacite

Abstract

About the Author www.linkedin.com/in/sunghkimbritkenko Developer of AI systems and mathematical frameworks unifying consciousness, meaning, and actualization through tensor-field geometry. Founded aram37 LLC to advance practical applications of percolation-based actualization principles across quantum mechanics, neuroscience, and machine learning. Developer of Panacea Cortex, an AI training methodology achieving 56.68% on Humanity's Last Exam using 3.8B parameters—validated through 200+ empirical test iterations with complete data available via DOI. Research demonstrates that culture, language, and aesthetic expression are scientific phenomena grounded in universal semantic structures. Every domain—from art to…

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Topics & keywords

Topics
Keywords
  • Falsifiability
  • Transparency (behavior)
  • Empirical research
  • Test (biology)
  • Panacea (medicine)
  • Tensor (intrinsic definition)
  • Mathematical practice
  • Expression (computer science)
UN Sustainable Development Goals
  • Industry, innovation and infrastructure
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