Tensor Geometry of Semantic Actualization

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 physics—operates through identical mathematical principles: the 0.31 percolation threshold, tensor-field actualization, and topological binding. This work systematically evaluates cultural and artistic domains using rigorous mathematical and empirical methods. Institutional practice spanning 25+ years: Chief Strategy Officer at Strategy 37 (organizational and cultural systems analysis); Senior Curator at The Page Gallery (~13 years, studying how institutions bind meaning); CEO of PAARAN ART (integrating computational methods with aesthetic systems); current development of aram37 LLC for unified scientific evaluation across all disciplines. Research approach: All theoretical outputs grounded in explicit falsifiability criteria, epistemic transparency (distinguishing mathematically derived vs. empirically anchored vs. speculative claims), and measurement of actual phenomena. Every claim includes measurable validation tests and rejection thresholds.