Supplementary Concept Note: AI Command Pyramid

This note is a conceptual supplement to the author’s formal work on latent state regulation in human–AI interaction, focusing on the socio-technical consequences of unequal control literacy. This note provides a high-level conceptual framing that complements the accompanying research memo, without introducing additional empirical results.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-01-06
DOI
https://doi.org/10.5281/zenodo.18166572
Primary Topic
Ethics and Social Impacts of AI
Type
article
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article

Supplementary Concept Note: AI Command Pyramid

Chengyi Ma
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Supplementary Concept Note: AI Command Pyramid

Chengyi Ma
article en

Abstract

This note is a conceptual supplement to the author’s formal work on latent state regulation in human–AI interaction, focusing on the socio-technical consequences of unequal control literacy. This note provides a high-level conceptual framing that complements the accompanying research memo, without introducing additional empirical results.

Zenodo (CERN European Organization for Nuclear Research)
Quality Education
Openalex Percentile: Top 95%
Ethics and Social Impacts of AI
DOIOpen Access PDFOpenAlex
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Supplementary Concept Note: AI Command Pyramid — Chengyi Ma · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS