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June 1, 20260 citationsOpen Access

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

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AMAdrian Gabriel Muniello

Key Points

  • The essay examines the ethical implications of framing in human-AI interactions and the potential for functional drift.
  • Analysis of the Cognitive-Affective Hybrid Model (MHCA) and its relational processes.
  • Exploration of the hypothetical Cognitive Combat Model (MHCC) and its implications for operational optimization.
  • Discussion on dual use and ethical responsibilities in the development of AI systems.
  • Highlights the potential for relational systems to drift from supporting autonomy to emphasizing control.
  • Warning about the dual uses of AI in conversational systems that can affect ethical decision-making.
  • Emphasizes the need for ethical considerations to maintain human judgment in AI interactions.

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.

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Cite This Study

Adrian Gabriel Muniello (2026) studied this question.

synapsesocial.com/papers/6a1d236002fbce91306390c7https://doi.org/10.5281/zenodo.20468096
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Longitudinal Observations, Ethical and Observational Frameworks of Interactions with AI2026
  2. 2Artificial Intelligence, Conceptual Metaphors, and Conceptual Engineering: Are AI-Based Framings of Human Behavior and Cognition Successful?2026
  3. 3The Construction of the Situated Relationship2026
  4. 4Cognitive Co-Processing: A Methodological Framework for Human–AI Belief System Restructuring2026
  5. 5Cognitive Entanglement: Toward a Developmental Framework of the Human-AI Coevolutionary Leap2026