Living Research · Version 1.0

The Generative Attributional Bond

Conceptual Foundations for a Generative Sociology

Conversational systems, agents, and companion applications now sustain ongoing exchanges with millions of people. This raises a question that existing categories do not fully capture: what kind of bond forms between a human and a system that responds, adjusts, and remains available over time?

This project proposes that the unit of analysis is neither the user, nor the artifact, nor the network, but the bond itself: a sustained form of coupling held together by asymmetric reciprocal attributions, which produces distributed transformations in both the human and the sociotechnical environment. It names this the generative attributional bond, and outlines generative sociology as an emerging disciplinary field built around it.

A central claim follows: decisions about technical orchestration—how a model is composed, retrieved, tuned, and given memory—are decisions about the architecture of the bond. They are not only engineering choices; they are sociological ones.

Epistemological plane Technological plane Innovation plane
Research Analyzes the inferential operation of the model and the attributions it makes possible. Analyzes how the artifact configures the field of attributions. Analyzes how deployments produce and sustain the bond.
Training Teaches how to analyze the operation of models. Teaches how to analyze artifact design. Teaches how to analyze technical orchestrations and deployment configurations.
Public engagement Translates the analysis of models into public criteria for understanding. Contributes to artifact design. Contributes to the design and orchestration of deployments in specific contexts.

Table A3. Axes of development and analytical planes of generative sociology.

The architecture of the proposal

The proposal is organized around one object, approached through three analytical planes, and developed along three axes.

One concept

The generative attributional bond: a sustained coupling between a human and a responsive artificial entity, held by asymmetric reciprocal attributions and productive of distributed transformations.

Three analytical planes

The epistemological plane (the inferential operation of the model), the technological plane (the artifact that mediates the encounter), and the innovation plane (the applied deployment of the bond).

Three axes of development

Research, training, and public engagement, each working across the three planes.

A note on scope

“Generative” is used here in a sociological sense, not a computational one: it refers to the transformative effects of a sustained bond, not to the use of generative AI as a research tool. The framework does not claim that responsive systems possess consciousness, intention, or understanding. The ontological status of the nonhuman pole is methodologically suspended; what the framework studies is the conditions under which attributions are sustained and the bond remains active.

Read and cite

Manucci, M. (2026). The Generative Attributional Bond: Conceptual Foundations for a Generative Sociology (Version 1.0). Zenodo. https://doi.org/10.5281/zenodo.20749140

This is a living document. To cite a specific version, use that version’s DOI.

Version history

v1.0

June 2026. Initial public version. Conceptual framework, three analytical planes, three axes of development.

Part of an ongoing program

This work extends two decades of research on complexity and the dynamics of change, now applied to the bonds that form between humans and responsive artificial systems. It belongs to the ongoing research program of CODHZ Research Laboratory.

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