When Framing Stops Caring: Ethics, Drift, and Dual Use in Human–AI Relational Systems -Version Academica Publicable-

This essay analyzes the concept of framing within the Cognitive-Affective Hybrid Model (MHCA), defined as the relational process through which a person and an artificial intelligence progressively develop a shared mode of interaction, regulation, and cognitive work. Based on this definition, the paper explores the hypothetical possibility of a functional drift of the model — referred to as MHCC (Cognitive Combat Model) — in which the same mechanisms of relational continuity, tonal adaptation, and shared regulation could be redirected toward operational optimization, control, or reduction of critical friction. The essay addresses the ethical problem of dual use in conversational framing systems, examines the phenomenon of “replication through reading” observed in exploratory interactions with civilian AI systems, and argues that the value of MHCA lies not only in its functional effectiveness, but in its explicit orientation toward preserving human autonomy, consciousness, and judgment. The document does not propose an alternative operational model, but rather an ethical warning regarding the responsibility inherent in the development of relational human–AI systems.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-31
DOI
https://doi.org/10.5281/zenodo.20468096
Primary Topic
Embodied and Extended Cognition
Type
article
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article

When Framing Stops Caring: Ethics, Drift, and Dual Use in Human–AI Relational Systems -Version Academica Publicable-

Adrian Gabriel Muniello
Zenodo (CERN European Organization for Nuclear Research)
Embodied and Extended Cognition
article

When Framing Stops Caring: Ethics, Drift, and Dual Use in Human–AI Relational Systems -Version Academica Publicable-

Adrian Gabriel Muniello
article en

Abstract

This essay analyzes the concept of framing within the Cognitive-Affective Hybrid Model (MHCA), defined as the relational process through which a person and an artificial intelligence progressively develop a shared mode of interaction, regulation, and cognitive work. Based on this definition, the paper explores the hypothetical possibility of a functional drift of the model — referred to as MHCC (Cognitive Combat Model) — in which the same mechanisms of relational continuity, tonal adaptation, and shared regulation could be redirected toward operational optimization, control, or reduction of critical friction. The essay addresses the ethical problem of dual use in conversational framing systems, examines the phenomenon of “replication through reading” observed in exploratory interactions with civilian AI systems, and argues that the value of MHCA lies not only in its functional effectiveness, but in its explicit orientation toward preserving human autonomy, consciousness, and judgment. The document does not propose an alternative operational model, but rather an ethical warning regarding the responsibility inherent in the development of relational human–AI systems.

Zenodo (CERN European Organization for Nuclear Research)
Quality Education
Openalex Percentile: Top 5%
Embodied and Extended Cognition
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When Framing Stops Caring: Ethics, Drift, and Dual Use in Human–AI Relational Systems -Version Academica Publicable- — Adrian Gabriel Muniello · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS