Adaptive Market Solvers

This document presents a structured treatment of Adaptive Market Solvers (AMSs), a framework that reconceptualizes markets as computational processes grounded in finite-state machines (FSMs) and updated through metaheuristic optimizers. It integrates formalism with illustrative examples, such as modeling a shortbread production chain as an FSM, to demonstrate the discovery-based nature of market representation. The paper advances a thermodynamic analogy to interpret equilibria and dynamic steady states, while also situating AMSs within blockchain and machine learning infrastructures to ensure trustless execution and adaptive optimization. Through this process, the document positions AMSs as both Turing-complete systems and evolving market mechanisms, capable of self-organization, competition, and Pareto-improving coordination in decentralized economic ecosystems.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-09-09
DOI
https://doi.org/10.5281/zenodo.17088366
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
0.00
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article

Adaptive Market Solvers

Zenodo (CERN European Organization for Nuclear Research)
Geochemistry and Geologic Mapping
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Adaptive Market Solvers

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Abstract

This document presents a structured treatment of Adaptive Market Solvers (AMSs), a framework that reconceptualizes markets as computational processes grounded in finite-state machines (FSMs) and updated through metaheuristic optimizers. It integrates formalism with illustrative examples, such as modeling a shortbread production chain as an FSM, to demonstrate the discovery-based nature of market representation. The paper advances a thermodynamic analogy to interpret equilibria and dynamic steady states, while also situating AMSs within blockchain and machine learning infrastructures to ensure trustless execution and adaptive optimization. Through this process, the document positions AMSs as both Turing-complete systems and evolving market mechanisms, capable of self-organization, competition, and Pareto-improving coordination in decentralized economic ecosystems.

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 47%
Geochemistry and Geologic Mapping
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