Appendix — GyroFrame Cognitive Governance and Pre-Task Operational States Applied - extension to "The Zen Collins Effect"

This appendix describes an empirically tested cognitive operating system whose interpretative theory is still under consolidation.Its purpose is not to provide a definitive causal explanation of the observed phenomena, but to document a set of reproducible, measurable, and governable effects arising from the sustained use of a cognitive governance system applied to large language models (LLMs).In line with an engineering and applied research tradition, operational evidence is presented as preceding theoretical formalization, rather than the opposite.

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Zenodo (CERN European Organization for Nuclear Research)
Published
2026-01-02
DOI
https://doi.org/10.5281/zenodo.18131020
Primary Topic
Human-Automation Interaction and Safety
Type
article
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article

Appendix — GyroFrame Cognitive Governance and Pre-Task Operational States Applied - extension to "The Zen Collins Effect"

Antonio Quinto, Computational Contributor ChatGPT
Zenodo (CERN European Organization for Nuclear Research)
Human-Automation Interaction and Safety
article

Appendix — GyroFrame Cognitive Governance and Pre-Task Operational States Applied - extension to "The Zen Collins Effect"

Antonio Quinto, Computational Contributor ChatGPT
article en

Abstract

This appendix describes an empirically tested cognitive operating system whose interpretative theory is still under consolidation.Its purpose is not to provide a definitive causal explanation of the observed phenomena, but to document a set of reproducible, measurable, and governable effects arising from the sustained use of a cognitive governance system applied to large language models (LLMs).In line with an engineering and applied research tradition, operational evidence is presented as preceding theoretical formalization, rather than the opposite.

Zenodo (CERN European Organization for Nuclear Research)
20/20 GeneSystem (United States) (US)
Gender equality
Openalex Percentile: Top 99%
Human-Automation Interaction and Safety
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