Skip to main content

Write a PREreview

Nestology: A New Framework for the Hierarchical Structure and Operational Logic of the Underlying Architecture of Artificial General Intelligence

Posted
Server
Preprints.org
DOI
10.20944/preprints202603.2449.v1

This paper proposes Nestology, a formal analytical framework for the underlying architecture of Artificial General Intelligence (AGI). It defines core concepts (system, parent/subsystem, rules/strategies), deduces five axioms, and derives nine theorems. The core insight is that AGI architectures exhibit a finitely nested structure of “logical non-containment—rule containment,” and subsystems possess dual attributes: absolute rule dependence and relative independence of four elements. Nestology uniquely addresses four core AGI problems: explaining black-box opacity via a quantitative model of cognitive distortion; elucidating emergence through subsystem strategy games; and providing safety-control pathways through rule constriction regulation and cross-level random inspection. The framework’s explanatory power is demonstrated through real-world AGI cases, and comparative analysis shows it complements existing theories. Its applicable scope covers artificially nested architectures with clear hierarchies and controllable rules (e.g., large model–plugin systems). Nestology provides a structured theoretical foundation for recursive self-improvement, value alignment, and safe, controllable AGI development—an essential step toward trustworthy superintelligence.

You can write a PREreview of Nestology: A New Framework for the Hierarchical Structure and Operational Logic of the Underlying Architecture of Artificial General Intelligence. A PREreview is a review of a preprint and can vary from a few sentences to a lengthy report, similar to a journal-organized peer-review report.

Before you start

We will ask you to log in with your ORCID iD. If you don’t have an iD, you can create one.

What is an ORCID iD?

An ORCID iD is a unique identifier that distinguishes you from everyone with the same or similar name.

Start now