The research institute defining the science of interpretation in modern systems
Turning meaning into operational intelligence.
Map interpretation across systems
Diagnose recurring failure patterns
A New Science for a New Era.
The Institute advances the first General Theory of how interpretation remains reliable in AI-accelerated environments.
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From the TMI Research Library
Featured Publications
El Lissitzky, Proun 19D, 1922.
© Artists Rights Society (ARS), New York.
Featured with AI as a Meaning System as governance under rotation: multiple frames coexist, and interpretation shifts as the system exceeds any single viewpoint.
Monograph C1
Artificial Intelligence as a Meaning System
Responding to the Crisis of Machine-Generated Meaning
November 2025
This paper explains why AI creates mistrust even when outputs look correct. It shows how machine mediation changes judgment and accountability, not just results. Read this if technical fixes don’t explain the confusion, hesitation, or conflict you’re seeing around AI.
Hilma af Klint, The Swan (No. 17, Group IX/SU), 1915.
© The Hilma af Klint Foundation / Artists Rights Society (ARS), New York.
Featured with The Scientific Lineage of Meaning as converging inheritance: separate forms approach, mirror, and resolve into a shared coherence without losing distinction.
Monograph A3
The Scientific Lineage of Meaning
October 2025
This paper traces the discoveries that shaped how humans decide what counts as real, true, and credible. It shows why many fields explained parts of meaning, but left the full problem unsolved. Read this if you want to know why “meaning” is everywhere, yet still hard to explain.
Legitimacy is not argued.
It is practiced.
The 3E Standard™ applies Transformation Science to real institutions, where ambition meets accountability.
Available freely.
If you’re wondering how a science of meaning exists at all, read our FAQ.
AN ORGANIZATION CANNOT BECOME ITSELF UNTIL IT KNOWS WHAT IT MEANS.
The Professional Standard of Transformation Management | Established 2025