Intelligent Action

This paper develops a dynamical formulation of action within the Reasoning Turing Machine (RTM) framework. Action is modeled as the result of force equilibrium in an epistemic manifold, where multiple structured drives interact under behavioral gating. A continuous-time law of behavior formation is derived, showing how coherent action emerges from internal force balance rather than reward maximization. Stability properties and admissibility conditions are analyzed within a nonlinear dynamical systems perspective. This work constitutes the second component of a trilogy, extending the energy-based coherence principle introduced in Empathy Energy Minimization and preparing the formal groundwork for long-term stabilization in Gödel Memory.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-26
DOI
https://doi.org/10.5281/zenodo.18793094
Primary Topic
Computability, Logic, AI Algorithms
Type
article
Field-Weighted Citation Impact
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article

Intelligent Action

Alireza Khajouei, Mehdi Sabzalian
Zenodo (CERN European Organization for Nuclear Research)
Computability, Logic, AI Algorithms
article

Intelligent Action

Alireza Khajouei, Mehdi Sabzalian
article en

Abstract

This paper develops a dynamical formulation of action within the Reasoning Turing Machine (RTM) framework. Action is modeled as the result of force equilibrium in an epistemic manifold, where multiple structured drives interact under behavioral gating. A continuous-time law of behavior formation is derived, showing how coherent action emerges from internal force balance rather than reward maximization. Stability properties and admissibility conditions are analyzed within a nonlinear dynamical systems perspective. This work constitutes the second component of a trilogy, extending the energy-based coherence principle introduced in Empathy Energy Minimization and preparing the formal groundwork for long-term stabilization in Gödel Memory.

Zenodo (CERN European Organization for Nuclear Research)
Department for Work and Pensions (GB)
Peace, Justice and strong institutions
Openalex Percentile: Top 40%
Computability, Logic, AI Algorithms
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