How every subject builds knowledge

Every subject starts with observations about things that seem interesting or important. Every subject tries to find how those observations relate — and builds equations or theorems that predict forward or explain backward. These are the obvious things fields have in common. But there is something deeper. The kinds of relationships fields look for are the same eight things in every subject. A physicist’s conservation law and a biologist’s homeostasis and an economist’s equilibrium and a lawyer’s precedent are structurally identical — the same operation in different vocabularies. There are exactly eight such operations. This paper builds that claim from the ground up. We start with what every subject does — observations, relationships, equations. We ask what more fields share, and find the eight structural primitives that underlie all of them. We then show how the primitives work in practice: how they cluster observations into working units of knowledge, how they identify what kind of relationship you are looking at, and how they point toward the hidden quantities whose discovery produces the equations and theorems a field is built from. The framework is falsifiable: produce a ninth way observations can relate that does not reduce to one of the eight, and it is refuted. Across 38 domains, none has been found.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-02
DOI
https://doi.org/10.5281/zenodo.21127781
Primary Topic
Chaos, Complexity, and Education
Type
preprint
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preprint

How every subject builds knowledge

Michael Cunningham
Zenodo (CERN European Organization for Nuclear Research)
Chaos, Complexity, and Education
preprint

How every subject builds knowledge

Michael Cunningham
preprint en

Abstract

Every subject starts with observations about things that seem interesting or important. Every subject tries to find how those observations relate — and builds equations or theorems that predict forward or explain backward. These are the obvious things fields have in common. But there is something deeper. The kinds of relationships fields look for are the same eight things in every subject. A physicist’s conservation law and a biologist’s homeostasis and an economist’s equilibrium and a lawyer’s precedent are structurally identical — the same operation in different vocabularies. There are exactly eight such operations. This paper builds that claim from the ground up. We start with what every subject does — observations, relationships, equations. We ask what more fields share, and find the eight structural primitives that underlie all of them. We then show how the primitives work in practice: how they cluster observations into working units of knowledge, how they identify what kind of relationship you are looking at, and how they point toward the hidden quantities whose discovery produces the equations and theorems a field is built from. The framework is falsifiable: produce a ninth way observations can relate that does not reduce to one of the eight, and it is refuted. Across 38 domains, none has been found.

Zenodo (CERN European Organization for Nuclear Research)
Chaos, Complexity, and Education
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How every subject builds knowledge — Michael Cunningham · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS