The Self-Validating World: An Empirical Continuum of Cumulative Complexity Across Six Substrate Classes

We propose that the world is best understood as a self-validating system of models, in which functional structures (F) - abstract specifications of inputs, outputs, and transformations - realised in substrates (S) mutually validate one another through a binary selection operator Σ (a binary reformulation we propose; see §2.1) acting via cycle closure. The cycle-closure mechanism is the one developed in autocatalytic set theory (Kauffman 1971) and hypercycle theory (Eigen 1971), and rigorously formalised as RAF set theory by Hordijk and Steel (2004). Our contribution is to extend this mechanism from chemistry (its original domain) and economics (Koppl et al. 2022) to six substrate classes spanning cosmic history, and to add a temporal element (carrier density ρ_S) that proposes to explain observed acceleration across substrate transitions. The food set for each substrate ring above the root is matter structured by the models of the previous ring; the root ring of fundamental physics uses protomatter - finite raw material of the universe in a pre-validation state - as its food set. We test the framework empirically against six substrate classes spanning 13.8 Gyr - cosmochemistry, mineralogy, biodiversity, biology, science, and technology - and find approximate log-linear regimes within each substrate class (R² between 0.70 and 0.98) with doubling times accelerating across nine orders of magnitude (3.3 Gyr -> 1.8 yr). Two minimal simulations are reported: one confirms emergent saturation under the closure mechanism; one yields a negative result on naive densification, disciplining the temporal claim. We develop the ontology in seven interlocking formulations (binary Σ via cycle closure, nested rings of validation, primitive root contingency, food-set/protomatter resolution, densification, elimination as validation, and structural information preservation) and identify three falsifiable predictions about contemporary substrate transitions.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-22
DOI
https://doi.org/10.5281/zenodo.20347285
Primary Topic
Origins and Evolution of Life
Type
preprint
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preprint

The Self-Validating World: An Empirical Continuum of Cumulative Complexity Across Six Substrate Classes

Ivan Denysov
Zenodo (CERN European Organization for Nuclear Research)
Origins and Evolution of Life
preprint

The Self-Validating World: An Empirical Continuum of Cumulative Complexity Across Six Substrate Classes

Ivan Denysov
preprint en

Abstract

We propose that the world is best understood as a self-validating system of models, in which functional structures (F) - abstract specifications of inputs, outputs, and transformations - realised in substrates (S) mutually validate one another through a binary selection operator Σ (a binary reformulation we propose; see §2.1) acting via cycle closure. The cycle-closure mechanism is the one developed in autocatalytic set theory (Kauffman 1971) and hypercycle theory (Eigen 1971), and rigorously formalised as RAF set theory by Hordijk and Steel (2004). Our contribution is to extend this mechanism from chemistry (its original domain) and economics (Koppl et al. 2022) to six substrate classes spanning cosmic history, and to add a temporal element (carrier density ρ_S) that proposes to explain observed acceleration across substrate transitions. The food set for each substrate ring above the root is matter structured by the models of the previous ring; the root ring of fundamental physics uses protomatter - finite raw material of the universe in a pre-validation state - as its food set. We test the framework empirically against six substrate classes spanning 13.8 Gyr - cosmochemistry, mineralogy, biodiversity, biology, science, and technology - and find approximate log-linear regimes within each substrate class (R² between 0.70 and 0.98) with doubling times accelerating across nine orders of magnitude (3.3 Gyr -> 1.8 yr). Two minimal simulations are reported: one confirms emergent saturation under the closure mechanism; one yields a negative result on naive densification, disciplining the temporal claim. We develop the ontology in seven interlocking formulations (binary Σ via cycle closure, nested rings of validation, primitive root contingency, food-set/protomatter resolution, densification, elimination as validation, and structural information preservation) and identify three falsifiable predictions about contemporary substrate transitions.

Zenodo (CERN European Organization for Nuclear Research)
Origins and Evolution of Life
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