Codex Prototypes v1–v3: What They Do, What They Prove Baselines, AI-Lab Stakeholders, and Pilot-Ready Claims

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Main Author: Morrison, Kemar Armando
Format: Recurso digital
Published: Zenodo 2025
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author Morrison, Kemar Armando
author_facet Morrison, Kemar Armando
contents <p>This release documents Codex Prototypes v1–v3, a staged computational framework for identity-preserving, governed evolution in long-horizon systems. The prototype series progresses from (i) verified numerical primitives for gradient and Laplacian operators on discrete grids, through (ii) a governed evolution operator enforcing invariant constraints (mass and entropy), to (iii) a pilot-ready control layer incorporating audit logging, tamper-evident records, and stakeholder-facing interfaces.</p> <p> </p> <p>Across the three stages, the prototypes demonstrate internal mathematical consistency, numerical correctness, and the practical viability of invariant-gated updates as a mechanism for reducing uncontrolled drift relative to ungated baselines. Validation is performed through analytic comparison, convergence checks, and controlled simulation studies. The results establish a reliable computational substrate for governed dynamics but do not claim the discovery of new physical laws or empirical validation of natural phenomena.</p> <p> </p> <p>This work contributes a reusable control and governance methodology applicable to AI systems, long-running simulations, and other systems requiring stability, auditability, and constraint preservation over extended horizons.</p>
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spellingShingle Codex Prototypes v1–v3: What They Do, What They Prove Baselines, AI-Lab Stakeholders, and Pilot-Ready Claims
Morrison, Kemar Armando
<p>This release documents Codex Prototypes v1–v3, a staged computational framework for identity-preserving, governed evolution in long-horizon systems. The prototype series progresses from (i) verified numerical primitives for gradient and Laplacian operators on discrete grids, through (ii) a governed evolution operator enforcing invariant constraints (mass and entropy), to (iii) a pilot-ready control layer incorporating audit logging, tamper-evident records, and stakeholder-facing interfaces.</p> <p> </p> <p>Across the three stages, the prototypes demonstrate internal mathematical consistency, numerical correctness, and the practical viability of invariant-gated updates as a mechanism for reducing uncontrolled drift relative to ungated baselines. Validation is performed through analytic comparison, convergence checks, and controlled simulation studies. The results establish a reliable computational substrate for governed dynamics but do not claim the discovery of new physical laws or empirical validation of natural phenomena.</p> <p> </p> <p>This work contributes a reusable control and governance methodology applicable to AI systems, long-running simulations, and other systems requiring stability, auditability, and constraint preservation over extended horizons.</p>
title Codex Prototypes v1–v3: What They Do, What They Prove Baselines, AI-Lab Stakeholders, and Pilot-Ready Claims
url https://doi.org/10.5281/zenodo.18071935