V01.01 — Mirror Theory I: A Minimal Computational Theory of Recursive Observerhood

This paper develops a minimal computational theory of recursive observerhood. It asks what structural organisation must exist before the term observer can be used as a formal computational predicate. The proposed foundation consists of four primitive assumptions: distinguishability, dynamics, viability and bounded computational capacity. Symbols, representation, selfhood and observerhood are not introduced as primitives, but are treated as structures to be derived from persistence, compression, prediction and viability-constrained model selection. The central result is an information-theoretic theorem: where future viability depends on compressed internal state, and where the reliability of the internal model carries additional information about future viability, architectures maintaining compressed recursive self-models achieve strictly lower optimal predictive risk under log loss than architectures lacking those variables. This release forms part of the Theory Arc of Mirror Programme, Volume I: Observerhood.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-02
DOI
https://doi.org/10.5281/zenodo.21142533
Primary Topic
Computability, Logic, AI Algorithms
Type
article
Field-Weighted Citation Impact
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article

V01.01 — Mirror Theory I: A Minimal Computational Theory of Recursive Observerhood

Lloyd Christopher Smith
Zenodo (CERN European Organization for Nuclear Research)
Computability, Logic, AI Algorithms
article

V01.01 — Mirror Theory I: A Minimal Computational Theory of Recursive Observerhood

Lloyd Christopher Smith
article en

Abstract

This paper develops a minimal computational theory of recursive observerhood. It asks what structural organisation must exist before the term observer can be used as a formal computational predicate. The proposed foundation consists of four primitive assumptions: distinguishability, dynamics, viability and bounded computational capacity. Symbols, representation, selfhood and observerhood are not introduced as primitives, but are treated as structures to be derived from persistence, compression, prediction and viability-constrained model selection. The central result is an information-theoretic theorem: where future viability depends on compressed internal state, and where the reliability of the internal model carries additional information about future viability, architectures maintaining compressed recursive self-models achieve strictly lower optimal predictive risk under log loss than architectures lacking those variables. This release forms part of the Theory Arc of Mirror Programme, Volume I: Observerhood.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 6%
Computability, Logic, AI Algorithms
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V01.01 — Mirror Theory I: A Minimal Computational Theory of Recursive Observerhood — Lloyd Christopher Smith · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS